1 line
2.7 MiB
Plaintext
1 line
2.7 MiB
Plaintext
{"repo": "chaowang15/chaowang15.github.io", "files": {"hackernews/2026/05/08/top_stories_05082026.json": {"ec5b2372893f9aac10bc95fa6fc0e5679fe7a86a": {"t": 1785747320.8596873, "n": 108398, "h": "aeaa2ab9d6e05b51", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 100,\n \"reused_same_day\": 34,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 15,\n \"scrape_time_display\": \"22:16, May 08, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/05/08\",\n \"content_date\": \"2026-05-08\",\n \"run_time_local\": \"22:16, May 08, 2026 (PDT)\",\n \"run_time_utc\": \"2026-05-09 05:16:59 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-05-09 05:18:21 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Google broke reCAPTCHA for de-googled Android users\",\n \"url\": \"https://reclaimthenet.org/google-broke-recaptcha-for-de-googled-android-users\",\n \"title_zh\": \"谷歌对去谷歌化 Android 用户的 reCAPTCHA 失效\",\n \"created_display\": \"Created: May 08, 2026 / 11:45 PT\",\n \"image_url\": \"https://reclaimthenet.org/wp-content/uploads/2026/05/BAPiBKSUNDTJ-scaled.jpg\",\n \"summary_en\": \"A report claims reCAPTCHA no longer functions on de-Googled Android devices, highlighting how privacy-focused setups can clash with anti-bot protections. The piece raises questions about platform control, user privacy, and the trade-offs of relying on third-party verification.\",\n \"summary_zh\": \"报道称去谷歌化 Android 设备上的 reCAPTCHA 功能不再工作，凸显隐私保护设置与反机器人机制之间的冲突。文章提出对平台控制、用户隐私以及依赖第三方验证所带来的权衡的质疑。\",\n \"hn\": {\n \"id\": 48067119,\n \"type\": \"story\",\n \"by\": \"anonymousiam\",\n \"score\": 817,\n \"descendants\": 270,\n \"time\": 1778265958,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067119\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\"\n ],\n \"hot_score\": 8.61\n },\n {\n \"title_en\": \"Poland is now among the 20 largest economies\",\n \"url\": \"https://apnews.com/article/poland-economy-growth-g20-gdp-26fe06e120398410f8d773ba5661e7aa\",\n \"title_zh\": \"波兰现已跻身全球前二十大经济体：原因何在\",\n \"created_display\": \"Created: May 08, 2026 / 05:30 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/909dda7/2147483647/strip/true/crop/4923x3280+3+0/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2Fe4%2Fdf%2F057b32831d24160d51408147c477%2F88cbd023c7c44085abb11287ab911ccf\",\n \"summary_en\": \"Poland has entered the global top 20 economies by GDP, driven by resilient domestic demand, investment, and productivity gains from reforms and EU funding. This shift reshapes European dynamics and could influence policy in energy, labor, and technology sectors.\",\n \"summary_zh\": \"波兰凭借国内需求韧性、投资增长以及改革与欧盟资金带来的生产力提升，GDP规模跃入全球前二十。此举重新塑造了欧洲格局，未来在能源、劳动力与科技领域的政策走向值得关注。\",\n \"hn\": {\n \"id\": 48062117,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 937,\n \"descendants\": 746,\n \"time\": 1778243405,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062117\"\n },\n \"tags\": [\n \"Business\",\n \"Energy\"\n ],\n \"hot_score\": 4.76\n },\n {\n \"title_en\": \"Meta Shuts Down End-to-End Encryption for Instagram Messaging\",\n \"url\": \"https://www.pcmag.com/news/meta-shuts-down-end-to-end-encryption-for-instagram-dms-messaging\",\n \"title_zh\": \"Meta 关闭 Instagram 消息端到端加密\",\n \"created_display\": \"Created: May 08, 2026 / 14:47 PT\",\n \"image_url\": \"https://i.pcmag.com/imagery/articles/01VCs6SZdta2WftLSUptXTG-1.fit_lim.size_1200x630.v1778247916.jpg\",\n \"summary_en\": \"Meta has disabled end-to-end encryption for Instagram direct messages, citing policy enforcement and safety considerations. The change enables company access to message content for law enforcement and platform moderation, sparking debate over user privacy and the trade-offs of security versus safety.\",\n \"summary_zh\": \"Meta 已对 Instagram 私信关闭端到端加密，表示出于合规执法和安全考量需要对信息进行访问。此举引发对隐私与安全的权衡辩论，质疑用户隐私性是否应让位于平台监控和执法需求。\",\n \"hn\": {\n \"id\": 48069192,\n \"type\": \"story\",\n \"by\": \"tcp_handshaker\",\n \"score\": 216,\n \"descendants\": 130,\n \"time\": 1778276867,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48069192\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\"\n ],\n \"hot_score\": 3.73\n },\n {\n \"title_en\": \"Over 97% of the 'Linux' Foundation's Budget Goes Not to Linux\",\n \"url\": \"https://techrights.org/n/2026/05/08/Over_97_of_the_Linux_Foundation_s_Budget_Goes_Not_to_Linux.shtml\",\n \"title_zh\": \"Linux 基金会预算中97%流向非 Linux 项目\",\n \"created_display\": \"Created: May 08, 2026 / 20:21 PT\",\n \"image_url\": \"https://techrights.org/images/header-pillars.jpg\",\n \"summary_en\": \"Claims the Linux Foundation allocates over 97% of its budget away from Linux work, prompting questions about governance and funding priorities in open-source ecosystems. Sparks discussion about how foundations balance stewardship, vendor relations, and core project investment.\",\n \"summary_zh\": \"批评 Linux 基金会的预算分配，称97%并非用于 Linux 核心项目，引发关于开源治理和资金优先级的讨论。探讨基金会在治理、商业关系与核心工程投资之间的权衡。\",\n \"hn\": {\n \"id\": 48071496,\n \"type\": \"story\",\n \"by\": \"esaym\",\n \"score\": 43,\n \"descendants\": 22,\n \"time\": 1778296866,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48071496\"\n },\n \"hot_score\": 3.54,\n \"tags\": [\n \"Open Source\",\n \"Business\"\n ]\n },\n {\n \"title_en\": \"A recent experience with ChatGPT 5.5 Pro\",\n \"url\": \"https://gowers.wordpress.com/2026/05/08/a-recent-experience-with-chatgpt-5-5-pro/\",\n \"title_zh\": \"最近使用 ChatGPT 5.5 Pro 的体验\",\n \"created_display\": \"Created: May 08, 2026 / 19:41 PT\",\n \"image_url\": \"https://s0.wp.com/i/blank.jpg?m=1383295312i\",\n \"summary_en\": \"Firsthand take on ChatGPT 5.5 Pro, noting noticeable speed gains and steadier responses, plus improved handling of long conversations. Highlights advantages for developers and power users, but cautions that accuracy can still slip and prompts require careful framing.\",\n \"summary_zh\": \"分享了对 ChatGPT 5.5 Pro 的最新使用感受，指出响应更快、对话更连贯，长上下文处理也有所改善。强调这对开发者和高阶用户有实用价值，但仍需警惕输出的不准确性，并在使用时保持批判性。\",\n \"hn\": {\n \"id\": 48071262,\n \"type\": \"story\",\n \"by\": \"_alternator_\",\n \"score\": 46,\n \"descendants\": 1,\n \"time\": 1778294502,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48071262\"\n },\n \"hot_score\": 2.87,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"AI is breaking two vulnerability cultures\",\n \"url\": \"https://www.jefftk.com/p/ai-is-breaking-two-vulnerability-cultures\",\n \"title_zh\": \"AI 正在打破两种漏洞文化\",\n \"created_display\": \"Created: May 08, 2026 / 10:55 PT\",\n \"image_url\": \"https://www.jefftk.com/jefftk-glyph-framed.jpg\",\n \"summary_en\": \"AI is accelerating vulnerability research and patching, collapsing the old divide between offensive and defensive security cultures. The post argues AI tools change how bugs are discovered, validated, and fixed, urging teams to rethink disclosure, testing, and risk modeling in software.\",\n \"summary_zh\": \"AI 正在加速漏洞研究与修复，打破了旧有的攻击者与防御者漏洞文化之分。AI 工具改变了漏洞的发现、验证与修复方式，促使团队重新审视披露、测试和风险建模等软件开发实践。\",\n \"hn\": {\n \"id\": 48066524,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 298,\n \"descendants\": 124,\n \"time\": 1778262908,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066524\"\n },\n \"tags\": [\n \"AI\",\n \"Security\"\n ],\n \"hot_score\": 2.78\n },\n {\n \"title_en\": \"David Attenborough's 100th Birthday\",\n \"url\": \"https://www.bbc.com/news/articles/cp3pww9g0p5o\",\n \"title_zh\": \"大卫·艾登堡百岁生日\",\n \"created_display\": \"Created: May 08, 2026 / 05:03 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/4ee8/live/01ccbf70-4ace-11f1-a909-a5874e7743fb.jpg\",\n \"summary_en\": \"David Attenborough's centennial marks a landmark career in nature documentary, blending storytelling with scientific communication. The milestone underscores the enduring role of nature programming in science literacy and global environmental awareness.\",\n \"summary_zh\": \"大卫·艾登堡百岁生日标志着他在自然纪录片领域的里程碑式职业生涯，将叙事与科普结合，持续推动科学素养与全球环境意识。\",\n \"hn\": {\n \"id\": 48061884,\n \"type\": \"story\",\n \"by\": \"defrost\",\n \"score\": 528,\n \"descendants\": 100,\n \"time\": 1778241806,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48061884\"\n },\n \"tags\": [\n \"Science\",\n \"Culture\"\n ],\n \"hot_score\": 2.57\n },\n {\n \"title_en\": \"Google Cloud Fraud Defence is just WEI repackaged\",\n \"url\": \"https://privatecaptcha.com/blog/google-cloud-fraud-defence-wei/\",\n \"title_zh\": \"Google Cloud Fraud Defence 实际上是 WEI 的再包装\",\n \"created_display\": \"Created: May 08, 2026 / 06:56 PT\",\n \"image_url\": \"https://privatecaptcha.com/images/pc-logo-dark.svg\",\n \"summary_en\": \"Claims Google Cloud Fraud Defence is not a new product but a repackaged WEI platform. The feature set and data handling reportedly mirror WEI, raising questions about novelty and customer value. If true, the post highlights how cloud vendors leverage existing tech to accelerate go-to-market and blur differentiation.\",\n \"summary_zh\": \"该文声称 Google Cloud Fraud Defence 并非全新产品，而是把 WEI 平台重新包装后推出。具体特征、集成点和数据处理与 WEI 相似，引发对创新性和对客户价值的质疑。若属实，反映云厂商通过再包装工具来加速上市的趋势，或影响市场区分度。\",\n \"hn\": {\n \"id\": 48063199,\n \"type\": \"story\",\n \"by\": \"ribtoks\",\n \"score\": 439,\n \"descendants\": 211,\n \"time\": 1778248570,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063199\"\n },\n \"hot_score\": 2.57,\n \"tags\": [\n \"Business\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Cartoon Network Flash Games\",\n \"url\": \"https://www.webdesignmuseum.org/flash-game-exhibitions/cartoon-network-flash-games\",\n \"title_zh\": \"卡通网络的 Flash 游戏\",\n \"created_display\": \"Created: May 08, 2026 / 09:29 PT\",\n \"image_url\": \"https://www.webdesignmuseum.org/uploaded/exhibitions/cover-flash-games/cartoon-network-flash-games-preview.png\",\n \"summary_en\": \"A retrospective on Cartoon Network's Flash-era games, many of which are now part of digital heritage as browsers retire Flash.\",\n \"summary_zh\": \"回顾卡通网络在 Flash 时代推出的网页游戏，如今随着浏览器逐步淘汰 Flash，这些游戏成为数字遗产的一部分。文中强调游戏的艺术性和玩法对早期网络游戏文化的影响，以及为未来保存这些作品所进行的努力。\",\n \"hn\": {\n \"id\": 48065360,\n \"type\": \"story\",\n \"by\": \"willmeyers\",\n \"score\": 310,\n \"descendants\": 102,\n \"time\": 1778257792,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065360\"\n },\n \"tags\": [\n \"Entertainment\"\n ],\n \"hot_score\": 2.42\n },\n {\n \"title_en\": \"Cloudflare to cut about 20% of its workforce\",\n \"url\": \"https://www.reuters.com/business/world-at-work/cloudflare-cut-over-1100-jobs-2026-05-07/\",\n \"title_zh\": \"Cloudflare 将裁员约 20%\",\n \"created_display\": \"Created: May 07, 2026 / 13:23 PT\",\n \"image_url\": null,\n \"summary_en\": \"Cloudflare plans to cut about 1,100 jobs, roughly 20% of its staff, as part of a strategic restructuring amid macro pressures. The move reflects broader tech layoff trends and the tension between growth, profitability, and the resilience of critical internet infrastructure.\",\n \"summary_zh\": \"Cloudflare 将裁员约 20%，涉及约 1100 名员工，作为战略重组的一部分。此举反映出科技行业的裁员潮以及在维持关键互联网基础设施的同时寻求盈利与增长的挑战。\",\n \"hn\": {\n \"id\": 48054423,\n \"type\": \"story\",\n \"by\": \"PriorityLeft\",\n \"score\": 1285,\n \"descendants\": 927,\n \"time\": 1778185417,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48054423\"\n },\n \"tags\": [\n \"Business\",\n \"DevOps\"\n ],\n \"hot_score\": 2.14\n },\n {\n \"title_en\": \"You gave me a u32. I gave you root. (io_uring ZCRX freelist LPE)\",\n \"url\": \"https://ze3tar.github.io/post-zcrx.html\",\n \"title_zh\": \"你给我一个 u32，我就能拿到 root：基于 io_uring freelist 的本地提权漏洞\",\n \"created_display\": \"Created: May 08, 2026 / 12:40 PT\",\n \"image_url\": null,\n \"summary_en\": \"Researchers describe a local privilege escalation using io_uring's freelist, where a crafted u32 value can corrupt kernel state and grant root access. The bug exposes a class of LPE vectors in async I/O subsystems and stresses the importance of robust freelist validation and timely kernel fixes. Practitioners should monitor for upstream patches and consider mitigations in environments exposing io_uring to untrusted inputs.\",\n \"summary_zh\": \"研究者发现借助 io_uring 的 freelist 可以通过伪造的 u32 值实现本地提权，获得 root 权限。该漏洞暴露了异步 I/O 子系统中 freelist 处理的安全漏洞，凸显需要加强对 freelist 的校验与及时的内核修复。企业应关注上游补丁并在受信任输入环境中实施缓解。\",\n \"hn\": {\n \"id\": 48067734,\n \"type\": \"story\",\n \"by\": \"MrBruh\",\n \"score\": 161,\n \"descendants\": 90,\n \"time\": 1778269239,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067734\"\n },\n \"tags\": [\n \"Security\",\n \"Programming\"\n ],\n \"hot_score\": 1.93\n },\n {\n \"title_en\": \"An Introduction to Meshtastic\",\n \"url\": \"https://meshtastic.org/docs/introduction/\",\n \"title_zh\": \"Meshtastic 入门指南\",\n \"created_display\": \"Created: May 08, 2026 / 04:22 PT\",\n \"image_url\": \"https://meshtastic.org/img/logo.svg\",\n \"summary_en\": \"Meshtastic is an open-source mesh-networking project that enables off-grid text messaging using low-power radios like LoRa. This introduction covers core concepts, components, and practical use cases, plus trade-offs in latency and range compared with cellular networks.\",\n \"summary_zh\": \"Meshtastic 是一个开源网状通信项目，利用低功耗无线电（如 LoRa）在无蜂窝网络的情况下实现短讯传输。本文概述了核心概念、组成部分和典型用例，并讨论了与蜂窝网络相比的延迟和覆盖范围权衡。\",\n \"hn\": {\n \"id\": 48061566,\n \"type\": \"story\",\n \"by\": \"ColinWright\",\n \"score\": 391,\n \"descendants\": 153,\n \"time\": 1778239331,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48061566\"\n },\n \"tags\": [\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 1.79\n },\n {\n \"title_en\": \"A web page that shows you everything the browser told it without asking\",\n \"url\": \"https://sinceyouarrived.world/taken\",\n \"title_zh\": \"网页能看到的浏览器信息全景\",\n \"created_display\": \"Created: May 08, 2026 / 05:37 PT\",\n \"image_url\": \"https://sinceyouarrived.world/api/og-taken\",\n \"summary_en\": \"A page lists all data the browser inherently exposes to a web page, without prompting for permission. It highlights the breadth of telemetry accessible via default APIs, underscoring privacy and security implications for developers and users.\",\n \"summary_zh\": \"该网页列出浏览器默认暴露给网页的全部信息，无需用户授权。内容揭示了通过默认 API 可以获取的大量信息，强调开发者与用户在隐私与安全方面的潜在风险。\",\n \"hn\": {\n \"id\": 48062178,\n \"type\": \"story\",\n \"by\": \"mwheelz\",\n \"score\": 349,\n \"descendants\": 177,\n \"time\": 1778243825,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062178\"\n },\n \"tags\": [\n \"Privacy\",\n \"Security\",\n \"Web\"\n ],\n \"hot_score\": 1.79\n },\n {\n \"title_en\": \"Apple, Intel have reached preliminary chip-making deal\",\n \"url\": \"https://www.reuters.com/business/apple-intel-have-reached-preliminary-chip-making-deal-wsj-reports-2026-05-08/\",\n \"title_zh\": \"苹果与英特尔就芯片制造达成初步协议\",\n \"created_display\": \"Created: May 08, 2026 / 10:25 PT\",\n \"image_url\": null,\n \"summary_en\": \"A preliminary chip-making agreement between Apple and Intel hints at deeper collaboration within the semiconductor ecosystem. The deal could influence foundry capacity, supply chain resilience, and competition in chip manufacturing as Apple explores multiple fabrication channels.\",\n \"summary_zh\": \"苹果与英特尔就芯片制造达成初步协议，暗示在半导体生态系统中可能加深合作。此举或影响产能分配、供应链韧性以及芯片制造领域的竞争格局。\",\n \"hn\": {\n \"id\": 48066169,\n \"type\": \"story\",\n \"by\": \"scrlk\",\n \"score\": 199,\n \"descendants\": 133,\n \"time\": 1778261121,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066169\"\n },\n \"tags\": [\n \"Business\",\n \"Hardware\"\n ],\n \"hot_score\": 1.74\n },\n {\n \"title_en\": \"Canvas online again as ShinyHunters threatens to leak schools’ data\",\n \"url\": \"https://www.theverge.com/tech/926458/canvas-shinyhunters-breach\",\n \"title_zh\": \"ShinyHunters 威胁泄露学校数据后 Canvas 在线恢复\",\n \"created_display\": \"Created: May 07, 2026 / 15:22 PT\",\n \"image_url\": \"https://platform.theverge.com/wp-content/uploads/sites/2/chorus/uploads/chorus_asset/file/25332725/STK419_DEEPFAKE_CVIRGINIA_L.jpg?quality=90&strip=all&crop=0%2C10.732984293194%2C100%2C78.534031413613&w=1200\",\n \"summary_en\": \"Canvas comes back online after a breach tied to ShinyHunters threatening to leak school data, highlighting ongoing edtech security risks. The incident illustrates how student records and school systems remain high-value targets and the importance of rapid incident response and data protection.\",\n \"summary_zh\": \"Canvas 在 ShinyHunters 威胁泄露学校数据的情况下重新上线，凸显教育技术平台的安全风险。事件凸显学生记录与学校系统作为高价值目标的现实，并强调快速应对和数据保护的重要性。\",\n \"hn\": {\n \"id\": 48055913,\n \"type\": \"story\",\n \"by\": \"stefanpie\",\n \"score\": 900,\n \"descendants\": 611,\n \"time\": 1778192541,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48055913\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\",\n \"Education\"\n ],\n \"hot_score\": 1.67\n },\n {\n \"title_en\": \"Maybe you shouldn't install new software for a bit\",\n \"url\": \"https://xeiaso.net/blog/2026/abstain-from-install/\",\n \"title_zh\": \"也许你暂时不该安装新软件\",\n \"created_display\": \"Created: May 07, 2026 / 16:02 PT\",\n \"image_url\": \"https://xeiaso.net/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=v1.25.0-46-gd3a00da\",\n \"summary_en\": \"The author argues against rushing to install new software, urging readers to pause updates while evaluating risk and security implications. Practical tips include staged deployments, prioritizing critical fixes, and verifying supply-chain integrity.\",\n \"summary_zh\": \"作者主张暂缓安装新软件以降低风险，敦促在评估风险与安全影响后再决策更新。文中给出阶段性部署、优先修复关键问题以及核验供应链完整性的做法。\",\n \"hn\": {\n \"id\": 48056227,\n \"type\": \"story\",\n \"by\": \"psxuaw\",\n \"score\": 804,\n \"descendants\": 426,\n \"time\": 1778194931,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056227\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 1.54\n },\n {\n \"title_en\": \"Serving a website on a Raspberry Pi Zero running in RAM\",\n \"url\": \"https://btxx.org/posts/memory/\",\n \"title_zh\": \"在 RAM 中运行的 Raspberry Pi Zero 托管网站\",\n \"created_display\": \"Created: May 08, 2026 / 08:10 PT\",\n \"image_url\": \"https://btxx.org/public/images/pi-zero.png\",\n \"summary_en\": \"Introduction to serving a site from RAM on a Raspberry Pi Zero, using a memory-based filesystem to achieve fast, wear-free hosting. The approach trades persistence for low latency and reduced SD card wear, making it suitable for ephemeral demos and low-traffic setups.\",\n \"summary_zh\": \"介绍在 Raspberry Pi Zero 的内存中运行并托管一个网站，利用内存文件系统实现快速、减少写入磨损的托管。此方法以牺牲持久性换取低延迟和降低 SD 卡磨损，适合短期演示和低流量场景。\",\n \"hn\": {\n \"id\": 48064312,\n \"type\": \"story\",\n \"by\": \"xngbuilds\",\n \"score\": 200,\n \"descendants\": 87,\n \"time\": 1778253035,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48064312\"\n },\n \"tags\": [\n \"Hardware\",\n \"DevOps\"\n ],\n \"hot_score\": 1.33\n },\n {\n \"title_en\": \"Dirtyfrag: Universal Linux LPE\",\n \"url\": \"https://www.openwall.com/lists/oss-security/2026/05/07/8\",\n \"title_zh\": \"Dirtyfrag：通用 Linux 本地提权漏洞\",\n \"created_display\": \"Created: May 07, 2026 / 12:21 PT\",\n \"image_url\": \"https://www.openwall.com/logo.png\",\n \"summary_en\": \"Disclosures describe Dirtyfrag, a Linux local privilege escalation that appears broadly exploitable across distributions. It demonstrates how a single flaw can allow unprivileged processes to gain root access, underscoring the need for timely kernel and library hardening. Vendors are issuing patches and mitigation guidance, and security teams should audit systems for exposure.\",\n \"summary_zh\": \"公开披露显示 Dirtyfrag 是一个看似可跨发行版利用的 Linux 本地提权漏洞，能让非特权进程获得 root。该漏洞凸显了单一缺陷就能影响广泛系统的重要性，促使各厂商发布补丁与缓解措施。安全团队应尽快审查系统暴露面并部署更新。\",\n \"hn\": {\n \"id\": 48053623,\n \"type\": \"story\",\n \"by\": \"flipped\",\n \"score\": 790,\n \"descendants\": 310,\n \"time\": 1778181692,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053623\"\n },\n \"tags\": [\n \"Security\",\n \"Open Source\"\n ],\n \"hot_score\": 1.25\n },\n {\n \"title_en\": \"US Government releases first batch of UAP documents and videos\",\n \"url\": \"https://www.war.gov/UFO/\",\n \"title_zh\": \"美国政府公布第一批 UAP 文件与视频\",\n \"created_display\": \"Created: May 08, 2026 / 05:10 PT\",\n \"image_url\": null,\n \"summary_en\": \"The first batch of UAP documents and videos released by the government provides new material for researchers and the public, signaling a move toward greater transparency. The files invite scrutiny and could spur AI-assisted analysis and cross-industry interest in anomalous aerial data.\",\n \"summary_zh\": \"政府公布第一批 UAP 文件与视频，为研究人员与公众提供了新材料，标志着透明度的提升。这些资料将引发关注，可能促成 AI 辅助分析及跨行业对异常空中数据的兴趣。\",\n \"hn\": {\n \"id\": 48061938,\n \"type\": \"story\",\n \"by\": \"david-gpu\",\n \"score\": 251,\n \"descendants\": 416,\n \"time\": 1778242225,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48061938\"\n },\n \"tags\": [\n \"Science\",\n \"Politics\",\n \"AI\"\n ],\n \"hot_score\": 1.23\n },\n {\n \"title_en\": \"AI slop is killing online communities\",\n \"url\": \"https://rmoff.net/2026/05/06/ai-slop-is-killing-online-communities/\",\n \"title_zh\": \"AI 低质内容正在侵蚀在线社区\",\n \"created_display\": \"Created: May 07, 2026 / 11:46 PT\",\n \"image_url\": \"https://rmoff.net/images/2026/05/IMG_6442.webp\",\n \"summary_en\": \"AI-generated content is flooding forums and comment sections, diluting signal and user trust. Moderation becomes harder as automated posts mimic human behavior, prompting calls for better guidelines, tooling, and community norms. The piece argues for proactive design choices to preserve healthy discourse online.\",\n \"summary_zh\": \"AI 生成的内容大量涌入论坛和评论区，削弱了信息质量和社区信任。随着自动化发帖越来越像真人，社区治理更具挑战性，呼吁更好的准则、工具和治理机制来维护健康讨论。\",\n \"hn\": {\n \"id\": 48053203,\n \"type\": \"story\",\n \"by\": \"thm\",\n \"score\": 782,\n \"descendants\": 683,\n \"time\": 1778179585,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053203\"\n },\n \"tags\": [\n \"AI\",\n \"Culture\"\n ],\n \"hot_score\": 1.2\n },\n {\n \"title_en\": \"Ask HN: We just had an actual UUID v4 collision...\",\n \"url\": \"https://news.ycombinator.com/item?id=48060054\",\n \"title_zh\": \"Ask HN：我们刚刚遇到一次真正的 UUID v4 冲突\",\n \"created_display\": \"Created: May 08, 2026 / 00:57 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"A real UUID v4 collision occurred, a surprising reminder that even with 122 random bits, edge cases happen. The incident prompts developers to consider UUID generation strategies, namespace-based or versioned schemes, and robust collision handling in distributed systems.\",\n \"summary_zh\": \"一次真正的 UUID v4 冲突发生，提醒即使有 122 位随机性也会出现极端情况。此事件促使开发者重新考虑 UUID 生成策略、命名空间或版本化方案，以及在分布式系统中对冲突的鲁棒处理。\",\n \"hn\": {\n \"id\": 48060054,\n \"type\": \"story\",\n \"by\": \"mittermayr\",\n \"score\": 340,\n \"descendants\": 274,\n \"time\": 1778227034,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48060054\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 1.17\n },\n {\n \"title_en\": \"Teaching Claude Why\",\n \"url\": \"https://www.anthropic.com/research/teaching-claude-why\",\n \"title_zh\": \"教会 Claude 为什么\",\n \"created_display\": \"Created: May 08, 2026 / 10:59 PT\",\n \"image_url\": \"https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Knot&backgroundColor=cactus\",\n \"summary_en\": \"Anthropic explores methods to teach Claude to explain its reasoning, enhancing transparency and user trust in large language models. By prompting for justifications and training for verifiable reasoning, the approach aims to reduce hallucinations and improve debuggability in practice.\",\n \"summary_zh\": \"Anthropic 探讨让 Claude 解释自己推理过程的方法，以提高透明度和信任度。通过引导性提示和可验证推理的训练，旨在减少幻觉并提升调试性。\",\n \"hn\": {\n \"id\": 48066592,\n \"type\": \"story\",\n \"by\": \"pretext\",\n \"score\": 119,\n \"descendants\": 52,\n \"time\": 1778263181,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066592\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 1.12\n },\n {\n \"title_en\": \"Valve releases Steam Controller CAD files under Creative Commons license\",\n \"url\": \"https://www.digitalfoundry.net/news/2026/05/valve-releases-steam-controller-cad-files-under-creative-commons-license\",\n \"title_zh\": \"Valve 将 Steam 控制器 CAD 文件以 Creative Commons 许可发布\",\n \"created_display\": \"Created: May 06, 2026 / 08:44 PT\",\n \"image_url\": \"https://images.digitalfoundry.net/19e3ca4a25c2c/large.jpg\",\n \"summary_en\": \"Valve released the Steam Controller's CAD files under a Creative Commons license, enabling makers to study, modify, or 3D print its components. This broadens access to hardware designs and could spur community-driven mods, repairs, and derivative hardware. The takeaway is that open hardware files lower barriers to tinkering and experimentation.\",\n \"summary_zh\": \"Valve 将 Steam 控制器的 CAD 文件以 Creative Commons 授权发布，允许开发者研究、修改乃至3D打印相关部件。此举扩大了硬件设计的获取渠道，可能促成社区驱动的改造、维修与衍生硬件。核心意义在于开源硬件设计降低了再加工的门槛。\",\n \"hn\": {\n \"id\": 48037555,\n \"type\": \"story\",\n \"by\": \"haunter\",\n \"score\": 1717,\n \"descendants\": 584,\n \"time\": 1778082253,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037555\"\n },\n \"tags\": [\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 0.97\n },\n {\n \"title_en\": \"The map that keeps Burning Man honest\",\n \"url\": \"https://www.not-ship.com/burning-man-moop/\",\n \"title_zh\": \"让 Burning Man 公正的 MOOP 地图\",\n \"created_display\": \"Created: May 07, 2026 / 07:06 PT\",\n \"image_url\": \"https://storage.ghost.io/c/f0/60/f060ef3f-d4e0-4af4-9255-1373fbf0a44f/content/images/size/w1200/2026/05/featured-new.jpg\",\n \"summary_en\": \"A Burning Man MOOP mapping tool helps organizers track waste and enforce cleanup rules, keeping the festival honest and environmentally responsible.\",\n \"summary_zh\": \"一张用于追踪MOOP的地图工具帮助 Burning Man 的组织者监控垃圾并执行清理规定，提升活动透明度与环保责任。文章展示开放数据实践如何改进活动治理。\",\n \"hn\": {\n \"id\": 48049653,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 741,\n \"descendants\": 341,\n \"time\": 1778162770,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049653\"\n },\n \"tags\": [\n \"Culture\",\n \"Science\"\n ],\n \"hot_score\": 0.92\n },\n {\n \"title_en\": \"Rumors of my death are slightly exaggerated\",\n \"url\": \"https://news.ycombinator.com/item?id=48037336\",\n \"title_zh\": \"关于我的死亡传闻被略微夸大\",\n \"created_display\": \"Created: May 06, 2026 / 08:24 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"Despite industry chatter about its demise, the subject remains active and evolving. Recent developments hint at continued momentum rather than an end.\",\n \"summary_zh\": \"尽管行业里有死讯传闻，该对象仍在活跃并在演进，最近的进展显示其持续增长的势头而非终结。\",\n \"hn\": {\n \"id\": 48037336,\n \"type\": \"story\",\n \"by\": \"CliffStoll\",\n \"score\": 1575,\n \"descendants\": 242,\n \"time\": 1778081091,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037336\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.89\n },\n {\n \"title_en\": \"ClojureScript Gets Async/Await\",\n \"url\": \"https://clojurescript.org/news/2026-05-07-release\",\n \"title_zh\": \"ClojureScript 新增 Async/Await 支持\",\n \"created_display\": \"Created: May 08, 2026 / 00:04 PT\",\n \"image_url\": \"https://clojurescript.org/images/cljs-logo-60b.png\",\n \"summary_en\": \"ClojureScript adds async/await to simplify asynchronous code in the browser and Node.js environments. The update brings modern JS-style asynchronous patterns to the language and could broaden frontend adoption.\",\n \"summary_zh\": \"ClojureScript 新增对 async/await 的支持，使异步代码在浏览器与 Node.js 中更易编写。更新使语言生态更贴近 JavaScript 的异步模式，可能扩大前端应用的采用。\",\n \"hn\": {\n \"id\": 48059662,\n \"type\": \"story\",\n \"by\": \"Borkdude\",\n \"score\": 265,\n \"descendants\": 70,\n \"time\": 1778223864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059662\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.85\n },\n {\n \"title_en\": \"PC Engine CPU\",\n \"url\": \"https://jsgroth.dev/blog/posts/pc-engine-cpu/\",\n \"title_zh\": \"PC Engine CPU 架构揭秘\",\n \"created_display\": \"Created: May 08, 2026 / 07:14 PT\",\n \"image_url\": null,\n \"summary_en\": \"The PC Engine runs on the HuC6280, a modified 65C02-compatible core with an integrated timer and rich I/O. This piece breaks down how the CPU design balances cost, performance, and timing quirks that influenced both games and emulation.\",\n \"summary_zh\": \"PC Engine 使用经过修改的 HuC6280 CPU，属于改良的 65C02 兼容核心，具备内置定时器和丰富的 I/O。文章解析了该设计如何在成本与性能之间取得平衡，以及对游戏和移植仿真产生的时序特性影响。\",\n \"hn\": {\n \"id\": 48063521,\n \"type\": \"story\",\n \"by\": \"ibobev\",\n \"score\": 135,\n \"descendants\": 57,\n \"time\": 1778249671,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063521\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.81\n },\n {\n \"title_en\": \"Chrome removes claim of On-device Al not sending data to Google Servers\",\n \"url\": \"https://old.reddit.com/r/chrome/comments/1t5qayz/chrome_removes_claim_of_ondevice_al_not_sending/\",\n \"title_zh\": \"Chrome 撤回‘本地 AI 不发送数据给 Google 服务器’的声明\",\n \"created_display\": \"Created: May 07, 2026 / 08:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"Chrome has updated its messaging around on-device AI privacy, removing the claim that on-device processing never transmits data to Google servers. The change underscores ongoing tensions between user privacy, telemetry, and model updates. For users and developers, it highlights the importance of transparent data practices in browser-hosted AI features.\",\n \"summary_zh\": \"Chrome 更新了关于本地化 AI 隐私的表述，撤回了“本地处理不向 Google 服务器发送数据”的说法。这一变动凸显了用户隐私、遥测和模型更新之间的持续博弈，并提醒开发者和用户关注浏览器 AI 功能中的数据透明度。\",\n \"hn\": {\n \"id\": 48050964,\n \"type\": \"story\",\n \"by\": \"newsoftheday\",\n \"score\": 592,\n \"descendants\": 235,\n \"time\": 1778169393,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050964\"\n },\n \"tags\": [\n \"AI\",\n \"Privacy\",\n \"Web\"\n ],\n \"hot_score\": 0.8\n },\n {\n \"title_en\": \"Agents need control flow, not more prompts\",\n \"url\": \"https://bsuh.bearblog.dev/agents-need-control-flow/\",\n \"title_zh\": \"代理需要控制流，而非更多提示\",\n \"created_display\": \"Created: May 07, 2026 / 09:43 PT\",\n \"image_url\": \"https://bsuh.bearblog.dev/static/og-image.png\",\n \"summary_en\": \"Prompt-based thinking has plateaued for coordinating multi-step AI agents. The piece argues that explicit control flow, state machines, and orchestration offer reliability and debuggability that prompts can't. As AI agents tackle more complex workflows, control-flow design becomes essential.\",\n \"summary_zh\": \"用提示词来指挥多步代理的局限性逐渐显现。文章主张通过显式控制流、状态机和任务编排来提升可靠性与可调试性；当代理处理更复杂的工作流时，控制流设计显得至关重要。\",\n \"hn\": {\n \"id\": 48051562,\n \"type\": \"story\",\n \"by\": \"bsuh\",\n \"score\": 561,\n \"descendants\": 276,\n \"time\": 1778172215,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051562\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 0.78\n },\n {\n \"title_en\": \"Mojo 1.0 Beta\",\n \"url\": \"https://mojolang.org/\",\n \"title_zh\": \"Mojo 1.0 测试版\",\n \"created_display\": \"Created: May 07, 2026 / 19:49 PT\",\n \"image_url\": \"https://mojolang.org/img/mojo-social-card.png\",\n \"summary_en\": \"Mojo 1.0 Beta marks a milestone for the Mojo language, blending Python-like ergonomics with systems-level performance via LLVM-backed compilation. The beta signals growing interest in a Python-friendly, high-performance language for AI workloads.\",\n \"summary_zh\": \"Mojo 1.0 测试版标志着这门语言的一个里程碑，将 Python 风格的易用性与 LLVM 支撑的高性能系统级能力结合起来。测试版显示了对面向 AI 工作负载的高性能、易用语言的日益增长兴趣。\",\n \"hn\": {\n \"id\": 48057901,\n \"type\": \"story\",\n \"by\": \"sbt567\",\n \"score\": 323,\n \"descendants\": 198,\n \"time\": 1778208541,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057901\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 0.78\n },\n {\n \"title_en\": \"The React2Shell Story\",\n \"url\": \"https://lachlan.nz/blog/the-react2shell-story/\",\n \"title_zh\": \"React2Shell 的故事\",\n \"created_display\": \"Created: May 08, 2026 / 09:39 PT\",\n \"image_url\": \"https://lachlan.nz/post-images/r2s/Server%20Actions.png\",\n \"summary_en\": \"Tells the backstory of the React2Shell project, illustrating cross-pollination between web UI ideas and shell-like interfaces. Highlights the overheads and surprising insights that emerge when translating React components into a shell-style workflow.\",\n \"summary_zh\": \"讲述 React2Shell 项目的起源和发展，展示 Web UI 思路与 shell 风格工作流之间的交叉。揭示在把 React 组件映射到类 shell 的实现中产生的额外开销和意外收获。\",\n \"hn\": {\n \"id\": 48065511,\n \"type\": \"story\",\n \"by\": \"mufeedvh\",\n \"score\": 97,\n \"descendants\": 5,\n \"time\": 1778258388,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065511\"\n },\n \"hot_score\": 0.77,\n \"tags\": [\n \"Design\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"Nintendo announces price increases for Nintendo Switch 2\",\n \"url\": \"https://www.nintendo.co.jp/corporate/release/en/2026/260508.html\",\n \"title_zh\": \"任天堂宣布对 Nintendo Switch 2 提价\",\n \"created_display\": \"Created: May 07, 2026 / 23:56 PT\",\n \"image_url\": \"https://www.nintendo.co.jp/img/og_nintendo.png\",\n \"summary_en\": \"Nintendo raises prices for the upcoming Switch 2, citing inflation and cost pressures. The move could impact demand in a competitive console market and influence accessory ecosystems and developer planning.\",\n \"summary_zh\": \"任天堂宣布对新一代 Switch 2 提价，理由包括通胀与成本压力。此举可能影响市场需求，并对配件生态与开发者的定价与计划产生影响。\",\n \"hn\": {\n \"id\": 48059606,\n \"type\": \"story\",\n \"by\": \"razorbeamz\",\n \"score\": 219,\n \"descendants\": 206,\n \"time\": 1778223373,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059606\"\n },\n \"tags\": [\n \"Business\",\n \"Gaming\"\n ],\n \"hot_score\": 0.7\n },\n {\n \"title_en\": \"Non-determinism is an issue with patching CVEs\",\n \"url\": \"https://flox.dev/blog/achieving-rapid-cve-remediation-in-an-era-of-escalating-vulnerabilities/\",\n \"title_zh\": \"修补 CVE 时的非确定性问题\",\n \"created_display\": \"Created: May 08, 2026 / 14:23 PT\",\n \"image_url\": \"https://flox.dev/images/blog/desk-with-magnifying-glass.webp\",\n \"summary_en\": \"Non-deterministic behavior in patch deployment can cause inconsistent CVE remediation across systems, complicating verification and rollback. The piece suggests deterministic patching pipelines, reproducible builds, and thorough testing to improve remediation consistency.\",\n \"summary_zh\": \"在打补丁的过程中，非确定性会导致不同系统的修补效果不一致，增加验证和回滚的难度。文章建议建立可重复的补丁流程、使用可重现构建和严格测试来提升修复的一致性。\",\n \"hn\": {\n \"id\": 48068947,\n \"type\": \"story\",\n \"by\": \"mathewpregasen\",\n \"score\": 44,\n \"descendants\": 12,\n \"time\": 1778275387,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48068947\"\n },\n \"tags\": [\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 0.69\n },\n {\n \"title_en\": \"Podman rootless containers and the Copy Fail exploit\",\n \"url\": \"https://garrido.io/notes/podman-rootless-containers-copy-fail/\",\n \"title_zh\": \"Podman 无根容器的 Copy Fail 漏洞\",\n \"created_display\": \"Created: May 08, 2026 / 06:22 PT\",\n \"image_url\": null,\n \"summary_en\": \"Rootless Podman containers can be affected by a Copy Fail exploit that triggers during file copy operations in the container filesystem. The issue can lead to privilege escalation or container escape under certain kernel and namespace configurations. Mitigations include upgrading Podman, applying the latest kernel patches, and reviewing storage driver choices.\",\n \"summary_zh\": \"无根 Podman 容器在容器文件系统的拷贝操作中可能触发 Copy Fail 漏洞，在某些内核与命名空间配置下可能导致权限提升或容器越狱。缓解措施包括升级 Podman、应用最新内核补丁并审查存储驱动选项。\",\n \"hn\": {\n \"id\": 48062745,\n \"type\": \"story\",\n \"by\": \"ggpsv\",\n \"score\": 122,\n \"descendants\": 23,\n \"time\": 1778246553,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062745\"\n },\n \"tags\": [\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 0.67\n },\n {\n \"title_en\": \"How do I deal with memory leaks? (2022)\",\n \"url\": \"https://www.stroustrup.com/bs_faq2.html#memory-leaks\",\n \"title_zh\": \"Bjarne Stroustrup：如何处理内存泄漏？\",\n \"created_display\": \"Created: May 08, 2026 / 10:06 PT\",\n \"image_url\": null,\n \"summary_en\": \"Bjarne Stroustrup discusses memory leaks in a 2022 FAQ, recommending modern C++ practices like RAII, smart pointers, and careful resource management. He emphasizes designing code to avoid leaks from the start and using tooling to detect leaks early.\",\n \"summary_zh\": \"巴兰·斯特鲁斯特鲁普在 2022 年的问答中谈及内存泄漏，推荐现代 C++ 实践如 RAII、智能指针和谨慎的资源管理，强调从设计阶段就避免泄漏，并使用工具尽早发现问题。\",\n \"hn\": {\n \"id\": 48065916,\n \"type\": \"story\",\n \"by\": \"theanonymousone\",\n \"score\": 80,\n \"descendants\": 67,\n \"time\": 1778260019,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065916\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.67\n },\n {\n \"title_en\": \"DeepSeek 4 Flash local inference engine for Metal\",\n \"url\": \"https://github.com/antirez/ds4\",\n \"title_zh\": \"DeepSeek 4：面向 Metal 的本地推理引擎\",\n \"created_display\": \"Created: May 07, 2026 / 08:40 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/81cfc4881ef4ad3653f34ee37858e28367d14efb79212067e4aac6c3e9ea5ff5/antirez/ds4\",\n \"summary_en\": \"DeepSeek 4 Flash runs as a local inference engine optimized for Apple's Metal, enabling on-device ML workloads without cloud dependencies. It aims for fast, low-footprint inference suitable for edge apps and privacy-conscious users. The project highlights ongoing efforts to bring efficient ML at the user device level.\",\n \"summary_zh\": \"DeepSeek 4 作为面向 Apple Metal 的本地推理引擎，支持在设备上运行 ML 推理，避免云端依赖。目标是为边缘应用提供快速、低开销的推理，并强调对隐私的考虑。\",\n \"hn\": {\n \"id\": 48050751,\n \"type\": \"story\",\n \"by\": \"tamnd\",\n \"score\": 469,\n \"descendants\": 138,\n \"time\": 1778168424,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050751\"\n },\n \"tags\": [\n \"AI\",\n \"Hardware\",\n \"Privacy\"\n ],\n \"hot_score\": 0.62\n },\n {\n \"title_en\": \"GeoJSON\",\n \"url\": \"https://geojson.org/\",\n \"title_zh\": \"GeoJSON\",\n \"created_display\": \"Created: May 08, 2026 / 02:55 PT\",\n \"image_url\": null,\n \"summary_en\": \"GeoJSON is a lightweight format for encoding geographic features as JSON. It standardizes points, lines, polygons, and collections, enabling simple sharing and mapping in web apps and GIS workflows.\",\n \"summary_zh\": \"GeoJSON 是一种用 JSON 编码地理要素的轻量格式，支持点、线、面及集合，便于在网页地图和 GIS 工作流中进行简单的共享与可视化。\",\n \"hn\": {\n \"id\": 48060918,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 151,\n \"descendants\": 71,\n \"time\": 1778234137,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48060918\"\n },\n \"tags\": [\n \"Data\",\n \"Web\"\n ],\n \"hot_score\": 0.61\n },\n {\n \"title_en\": \"Show HN: Git for AI Agents\",\n \"url\": \"https://github.com/regent-vcs/re_gent\",\n \"title_zh\": \"Show HN: 面向 AI 代理的 Git\",\n \"created_display\": \"Created: May 08, 2026 / 07:15 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/92efb3e792c4196e2edfe9dd78eaf2e3dfb8ea51179d8401ce742f69615628df/regent-vcs/re_gent\",\n \"summary_en\": \"A lightweight, Git-like tool for coordinating AI agents, enabling versioned sharing of prompts, plans, and state. It aims to improve reproducibility and collaboration among autonomous agents and could inspire new agent-communication patterns.\",\n \"summary_zh\": \"一个简易的类似 Git 的工具，面向 AI 代理的协作与版本控制，支持对提示、计划与状态等进行版本化分享。意在提升可重复性与协作性，并可能引发新的代理间通信模式。\",\n \"hn\": {\n \"id\": 48063548,\n \"type\": \"story\",\n \"by\": \"doshay\",\n \"score\": 96,\n \"descendants\": 46,\n \"time\": 1778249736,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063548\"\n },\n \"tags\": [\n \"Show HN\",\n \"AI\",\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 0.58\n },\n {\n \"title_en\": \"Brazil's Pix payment system faces pressure from Visa and Mastercard\",\n \"url\": \"https://www.elciudadano.com/en/brazils-pix-payment-system-faces-pressure-from-visa-and-mastercard/04/04/\",\n \"title_zh\": \"巴西 Pix 支付体系面临 Visa 与 Mastercard 的压力\",\n \"created_display\": \"Created: May 07, 2026 / 10:42 PT\",\n \"image_url\": \"https://www.elciudadano.com/wp-content/uploads/2019/09/el-ciudadano-img-1.png\",\n \"summary_en\": \"Brazil's Pix system is under pressure from card networks seeking interoperability or competition, raising questions about payment dynamics, fees, and regulatory responses in Latin America. The development could reshape how instant payments coexist with card rails and banks.\",\n \"summary_zh\": \"巴西的 Pix 即时支付体系正面临 Visa 与 Mastercard 的压力，涉及互操作性和竞争格局，可能影响费率、支付生态与监管走向。该动向将影响即时支付与信用卡通道、银行系统的共存方式。\",\n \"hn\": {\n \"id\": 48052371,\n \"type\": \"story\",\n \"by\": \"wslh\",\n \"score\": 367,\n \"descendants\": 311,\n \"time\": 1778175778,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052371\"\n },\n \"tags\": [\n \"Business\",\n \"Finance\",\n \"Politics\"\n ],\n \"hot_score\": 0.54\n },\n {\n \"title_en\": \"Tesla is recalling its cheaper Cybertruck because the wheels might fall off\",\n \"url\": \"https://www.theverge.com/transportation/926741/tesla-cybertruck-cheaper-recall\",\n \"title_zh\": \"特斯拉召回更便宜的 Cybertruck：轮子可能脱落\",\n \"created_display\": \"Created: May 08, 2026 / 06:58 PT\",\n \"image_url\": \"https://platform.theverge.com/wp-content/uploads/sites/2/2026/05/cybertruck-long-range.jpeg?quality=90&strip=all&crop=0,8.1151832460733,100,83.769633507853\",\n \"summary_en\": \"Tesla is recalling its cheaper Cybertruck due to a risk that wheels may detach while driving. The fix involves inspections and component replacements, illustrating safety-focused recalls as new EV platforms scale production.\",\n \"summary_zh\": \"特斯拉因轮子在行驶中可能脱落而召回更便宜的 Cybertruck。召回将涉及对相关部件的检修和更换，反映出新电动车大规模交付阶段的安全召回挑战。\",\n \"hn\": {\n \"id\": 48063240,\n \"type\": \"story\",\n \"by\": \"droidjj\",\n \"score\": 91,\n \"descendants\": 69,\n \"time\": 1778248712,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063240\"\n },\n \"hot_score\": 0.53,\n \"tags\": [\n \"Business\",\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"Natural Language Autoencoders: Turning Claude's Thoughts into Text\",\n \"url\": \"https://www.anthropic.com/research/natural-language-autoencoders\",\n \"title_zh\": \"自然语言自动编码器：把 Claude 的想法转化为文本\",\n \"created_display\": \"Created: May 07, 2026 / 10:54 PT\",\n \"image_url\": \"https://cdn.sanity.io/images/4zrzovbb/website/645f8c90db35a5d392c816a90c806b2904ccad21-1280x720.png\",\n \"summary_en\": \"Researchers explore natural language autoencoders as a way to compress model thoughts into textual representations. The approach aims to store, retrieve, and manipulate internal reasoning as editable text, potentially improving interpretability and memory for large AI systems. It also raises questions about fidelity, control, and how to use such latent text in downstream tasks.\",\n \"summary_zh\": \"研究者将自然语言自动编码器用于把模型内部思维压缩成文本表示，以便存储、检索和编辑。该思路可能提升大型模型的可解释性与记忆能力，但也带来保真度、控制以及在下游任务中的应用挑战。\",\n \"hn\": {\n \"id\": 48052537,\n \"type\": \"story\",\n \"by\": \"instagraham\",\n \"score\": 351,\n \"descendants\": 113,\n \"time\": 1778176442,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052537\"\n },\n \"tags\": [\n \"AI\",\n \"Science\"\n ],\n \"hot_score\": 0.52\n },\n {\n \"title_en\": \"Hackers breach JDownloader's website to serve malware-laced downloads\",\n \"url\": \"https://www.neowin.net/news/if-you-downloaded-this-popular-software-recently-you-might-have-installed-malware/\",\n \"title_zh\": \"黑客入侵 JDownloader 官网，提供带有恶意软件的下载\",\n \"created_display\": \"Created: May 08, 2026 / 05:20 PT\",\n \"image_url\": \"https://cdn.neowin.com/news/images/uploaded/2026/05/1778238416_jdownloader_story.webp\",\n \"summary_en\": \"Hackers breached JDownloader's website to serve malware-laced downloads, highlighting the risk of software-distribution compromises. Users should monitor official advisories and verify downloads/signatures.\",\n \"summary_zh\": \"黑客入侵 JDownloader 官网并分发带有恶意软件的下载包，凸显软件分发环节风险。用户应关注官方公告并核对下载签名。\",\n \"hn\": {\n \"id\": 48062035,\n \"type\": \"story\",\n \"by\": \"bundie\",\n \"score\": 98,\n \"descendants\": 26,\n \"time\": 1778242801,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062035\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.49\n },\n {\n \"title_en\": \"My first in-prod corrupted hard drive problem\",\n \"url\": \"https://blog.pavementlink.ch/2026/05/07/my-first-corrupted-hard-drive-problem/\",\n \"title_zh\": \"我遇到的第一起生产环境中损坏的硬盘问题\",\n \"created_display\": \"Created: May 08, 2026 / 12:35 PT\",\n \"image_url\": \"https://blog.pavementlink.ch/assets/my_first_corrupted_hard_drive_exp/eventviewer_error.jpg\",\n \"summary_en\": \"An engineer recounts their first in-production hard drive corruption, detailing the failover steps, data integrity checks, and lessons learned about backups, monitoring, and hot-swaps. The post emphasizes the importance of early detection, robust disaster recovery plans, and practicing hardware failure scenarios.\",\n \"summary_zh\": \"作者分享在生产环境中遇到的首次硬盘损坏案例，描述故障诊断、数据完整性校验与接管流程。强调及时发现、完善备份与热插拔、以及演练灾难恢复的要点。\",\n \"hn\": {\n \"id\": 48067686,\n \"type\": \"story\",\n \"by\": \"r1chk1t\",\n \"score\": 40,\n \"descendants\": 28,\n \"time\": 1778268936,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067686\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.47\n },\n {\n \"title_en\": \"Hardening Firefox with Claude Mythos Preview\",\n \"url\": \"https://hacks.mozilla.org/2026/05/behind-the-scenes-hardening-firefox/\",\n \"title_zh\": \"用 Claude Mythos Preview 强化 Firefox 安全\",\n \"created_display\": \"Created: May 07, 2026 / 09:05 PT\",\n \"image_url\": \"https://hacks.mozilla.org/wp-content/uploads/2026/05/Cursor_Green_1920x1080-scaled.jpeg\",\n \"summary_en\": \"Firefox gains hardening features via Claude Mythos Preview, illustrating how AI-assisted tooling can tighten browser security and developer workflows. The post shares concrete steps and rationale.\",\n \"summary_zh\": \"Firefox 通过 Claude Mythos Preview 引入安全增强功能，展示了人工智能辅助工具在提升浏览器安全与开发流程方面的潜力。文中给出具体实现步骤与背后的原因。\",\n \"hn\": {\n \"id\": 48051079,\n \"type\": \"story\",\n \"by\": \"HieronymusBosch\",\n \"score\": 328,\n \"descendants\": 141,\n \"time\": 1778169933,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051079\"\n },\n \"tags\": [\n \"Security\",\n \"AI\",\n \"Web\"\n ],\n \"hot_score\": 0.44\n },\n {\n \"title_en\": \"AWS North Virginia data center outage – recovery to take hours\",\n \"url\": \"https://www.cnbc.com/2026/05/08/aws-outage-data-center-fanduel-coinbase.html\",\n \"title_zh\": \"AWS 北弗吉尼亚数据中心故障：恢复需数小时\",\n \"created_display\": \"Created: May 07, 2026 / 20:31 PT\",\n \"image_url\": \"https://image.cnbcfm.com/api/v1/image/108234845-1764632113000-gettyimages-2248079963-20251126SOPAMASL005.jpeg?v=1778252007&w=1920&h=1080\",\n \"summary_en\": \"A major AWS North Virginia data center outage is expected to take hours to recover, affecting many services and customers; the incident underscores the fragility of single-region reliance and the importance of multi-region disaster recovery, geographic redundancy, and careful incident response.\",\n \"summary_zh\": \"AWS 北弗吉尼亚数据中心故障，预计恢复需要数小时，影响广泛。强调对单一区域依赖的脆弱性，以及多区域灾备和周密事件响应的重要性。\",\n \"hn\": {\n \"id\": 48058197,\n \"type\": \"story\",\n \"by\": \"christhecaribou\",\n \"score\": 174,\n \"descendants\": 123,\n \"time\": 1778211118,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058197\"\n },\n \"hot_score\": 0.44,\n \"tags\": [\n \"DevOps\",\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Can LLMs model real-world systems in TLA+?\",\n \"url\": \"https://www.sigops.org/2026/can-llms-model-real-world-systems-in-tla/\",\n \"title_zh\": \"LLMs 能用 TLA+ 建模现实系统吗？\",\n \"created_display\": \"Created: May 08, 2026 / 09:21 PT\",\n \"image_url\": \"https://www.sigops.org/wp-content/uploads/2026/05/sysmobench-1672x941.jpg\",\n \"summary_en\": \"Experiments with using LLMs to model real-world systems in the TLA+ formalism, evaluating where AI-assisted modeling helps or falls short. Finds that while LLMs can draft specifications and suggest invariants, they struggle with rigorous correctness at scale.\",\n \"summary_zh\": \"研究让 LLMs 在 TLA+ 形式化语言中建模现实系统的可能性，评估 AI 辅助建模的优势与局限。结果显示，AI 可以起草规范、给出不变量，但在规模化正确性方面仍存在困难。\",\n \"hn\": {\n \"id\": 48065254,\n \"type\": \"story\",\n \"by\": \"mad\",\n \"score\": 57,\n \"descendants\": 9,\n \"time\": 1778257316,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065254\"\n },\n \"hot_score\": 0.43,\n \"tags\": [\n \"AI\",\n \"Science\"\n ]\n },\n {\n \"title_en\": \"AlphaEvolve: Gemini-powered coding agent scaling impact across fields\",\n \"url\": \"https://deepmind.google/blog/alphaevolve-impact/\",\n \"title_zh\": \"AlphaEvolve：以 Gemini 驱动的编码代理在各领域扩展影响\",\n \"created_display\": \"Created: May 07, 2026 / 08:02 PT\",\n \"image_url\": \"https://lh3.googleusercontent.com/UNlyTVoqkmAoTzbbF4QRoPXr-X-QBkXeVpcHxIjte0y5mn_f6ZYHVsynQswOhGLJx-7hnbwt1NcTOQDQoCbum3-l8wPPP5dC6kw0tGmBQAw60nEHog=w1200-h630-n-nu-rw\",\n \"summary_en\": \"AlphaEvolve uses a Gemini-powered coding agent to automate coding tasks and assist across domains beyond software development. The approach shows how AI agents can scale from code generation to research, data analysis, and product-building, potentially speeding up timelines.\",\n \"summary_zh\": \"AlphaEvolve 利用 Gemini 支撑的编码代理来自动化编码任务并扩展至非软件领域的应用。该方法展示了 AI 代理如何将代码生成能力扩展到研究、数据分析和产品开发，从而加速项目进程。\",\n \"hn\": {\n \"id\": 48050278,\n \"type\": \"story\",\n \"by\": \"berlianta\",\n \"score\": 319,\n \"descendants\": 139,\n \"time\": 1778166140,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050278\"\n },\n \"tags\": [\n \"AI\",\n \"Startups\"\n ],\n \"hot_score\": 0.41\n },\n {\n \"title_en\": \"I want to live like Costco people\",\n \"url\": \"https://tastecooking.com/i-want-to-live-like-costco-people/\",\n \"title_zh\": \"我想过像 Costco 那样生活\",\n \"created_display\": \"Created: May 07, 2026 / 08:19 PT\",\n \"image_url\": \"https://tastecooking.com/wp-content/uploads/2026/05/COSTCO_SOCIAL-scaled.jpg\",\n \"summary_en\": \"An essay exploring the Costco lifestyle—bulk buying, long memberships, and frugal routines—as a model for efficiency and minimalism. It argues that adopting Costco-like habits can simplify decision fatigue, cut waste, and emphasize value over novelty in everyday consumption.\",\n \"summary_zh\": \"本文探讨 Costco 式的生活方式——囤货、长期会员、简洁的日常习惯——作为提升效率与简约的范式。作者认为采用 Costco 风格的做法可以降低决策疲劳、减少浪费，并让日常消费更注重性价比。\",\n \"hn\": {\n \"id\": 48050499,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 311,\n \"descendants\": 659,\n \"time\": 1778167167,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050499\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.41\n },\n {\n \"title_en\": \"When is your birthday? The math behind hash collisions\",\n \"url\": \"https://0xkrt26.github.io/math_behind_security/2026/05/08/birthday-problem.html\",\n \"title_zh\": \"你生日是哪天？哈希冲突背后的数学\",\n \"created_display\": \"Created: May 08, 2026 / 13:18 PT\",\n \"image_url\": null,\n \"summary_en\": \"Examines the birthday paradox as it applies to hash collisions, explaining how collision probability grows with the number of samples and the size of the hash space. Keeps math intuitive, with practical implications for choosing hash sizes and understanding cryptographic risk.\",\n \"summary_zh\": \"以生日悖论为线索解释哈希冲突的数学原理，讲清冲突概率随样本量和哈希空间大小的关系。给出对选择哈希位数和理解密码风险的直观提示。\",\n \"hn\": {\n \"id\": 48068254,\n \"type\": \"story\",\n \"by\": \"denismenace\",\n \"score\": 31,\n \"descendants\": 4,\n \"time\": 1778271519,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48068254\"\n },\n \"hot_score\": 0.4,\n \"tags\": [\n \"Science\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"GPT-5.5 Price Increase: What It Costs\",\n \"url\": \"https://openrouter.ai/announcements/gpt55-cost-analysis\",\n \"title_zh\": \"GPT-5.5 价格上涨：成本是多少\",\n \"created_display\": \"Created: May 07, 2026 / 18:02 PT\",\n \"image_url\": \"https://openrouter.ai/dynamic-og?title=GPT-5.5+Price+Increase%3A+What+It+Actually+Costs&description=OpenAI+doubled+per-token+prices+with+GPT-5.5+but+the+model+is+less+verbose.+We+measured+real+usage+to+see+the+net+cost+impact.\",\n \"summary_en\": \"A breakdown of the price increase for GPT-5.5, detailing how costs scale with usage, hardware, and service tiers. The analysis helps teams model budget impact for API workloads and plan capacity as new models come online.\",\n \"summary_zh\": \"对 GPT-5.5 的定价上涨进行分解，阐述使用量、硬件与服务层级如何影响成本。此分析帮助团队评估 API 工作负载的预算影响，并为新模型上线时的容量规划提供参考。\",\n \"hn\": {\n \"id\": 48057209,\n \"type\": \"story\",\n \"by\": \"gmays\",\n \"score\": 183,\n \"descendants\": 54,\n \"time\": 1778202148,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057209\"\n },\n \"tags\": [\n \"Business\",\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 0.39\n },\n {\n \"title_en\": \"Programming Still Sucks\",\n \"url\": \"https://www.stvn.sh/writing/programming-still-sucks-fqffhyp\",\n \"title_zh\": \"编程仍然很糟糕\",\n \"created_display\": \"Created: May 06, 2026 / 12:06 PT\",\n \"image_url\": null,\n \"summary_en\": \"A provocative essay argues that programming remains challenging due to fragmentation, tool churn, and misaligned incentives, urging improvements in tooling, processes, and collaboration to ease developers' pain.\",\n \"summary_zh\": \"这篇挑衅性文章认为编程仍然困难，原因包括工具生态碎片化、工具更新换代频繁以及激励机制错配。作者提出通过改进工具链、流程与协作来缓解开发者痛苦的建议。\",\n \"hn\": {\n \"id\": 48040269,\n \"type\": \"story\",\n \"by\": \"jeromechoo\",\n \"score\": 596,\n \"descendants\": 300,\n \"time\": 1778094401,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48040269\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.37\n },\n {\n \"title_en\": \"Nonprofit hospitals spend billions on consultants with no clear effect\",\n \"url\": \"https://www.uchicagomedicine.org/forefront/research-and-discoveries-articles/nonprofit-hospitals-spend-billions-on-management-consultants\",\n \"title_zh\": \"非营利医院在管理顾问上花费数十亿美元却未见明显成效\",\n \"created_display\": \"Created: May 07, 2026 / 15:54 PT\",\n \"image_url\": \"https://edge.sitecorecloud.io/unichicagomc-81nbqnb3/media/images/ucmc/forefront/channel-pages/research-and-discoveries/universal/money-stethascope_1664x938.jpg?h=938&iar=0&w=1664\",\n \"summary_en\": \"Nonprofit hospitals spend billions on management consultants with little measurable impact on outcomes, prompting questions about the value of external advice in healthcare systems. The finding suggests rethinking procurement and internal capability-building.\",\n \"summary_zh\": \"非营利医院在管理咨询上的支出达到数十亿美元，但对结果的可量化影响甚微，引发对外部咨询在医疗体系中的价值的讨论。研究或促使重新审视采购与内部能力建设的策略。\",\n \"hn\": {\n \"id\": 48056158,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 178,\n \"descendants\": 70,\n \"time\": 1778194474,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056158\"\n },\n \"tags\": [\n \"Health\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"OpenAI's WebRTC problem\",\n \"url\": \"https://moq.dev/blog/webrtc-is-the-problem/\",\n \"title_zh\": \"OpenAI 的 WebRTC 问题\",\n \"created_display\": \"Created: May 07, 2026 / 10:11 PT\",\n \"image_url\": \"https://moq.dev/blog/webrtc-is-the-problem/rtt.png\",\n \"summary_en\": \"Discusses a WebRTC-related hurdle in OpenAI's stack, with reliability and compatibility frictions affecting real-time features. The post identifies root challenges and suggests practical workarounds or design implications for building browser-based AI apps.\",\n \"summary_zh\": \"分析 OpenAI WebRTC 的若干瓶颈，实时特性在浏览器中的兼容性和稳定性仍是挑战。给出可能的原因和对策，提醒前端开发者在构建 AI 驱动的实时应用时需要考虑的设计取舍。\",\n \"hn\": {\n \"id\": 48051951,\n \"type\": \"story\",\n \"by\": \"atgctg\",\n \"score\": 216,\n \"descendants\": 58,\n \"time\": 1778173919,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051951\"\n },\n \"hot_score\": 0.31,\n \"tags\": [\n \"Web\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Court to DOGE: Asking ChatGPT 'Is This DEI?' Is Not Proper Legal Process\",\n \"url\": \"https://www.techdirt.com/2026/05/08/court-to-doge-bros-asking-chatgpt-yo-is-this-dei-is-not-proper-legal-process-also-a-first-amendment-violation/\",\n \"title_zh\": \"法院：让 ChatGPT 判断 ‘Is This DEI?’ 不是正当法律程序\",\n \"created_display\": \"Created: May 08, 2026 / 10:14 PT\",\n \"image_url\": \"https://www.techdirt.com/wp-content/themes/techdirt/assets/images/td-rect-logo-white.png\",\n \"summary_en\": \"A court cautions that using a language model to decide if something qualifies as DEI is not proper legal process and may violate due process. The ruling underscores limits of AI in legal decision-making and the need for human judgment in sensitive cases.\",\n \"summary_zh\": \"法院提醒用语言模型判断某事是否属于 DEI 并非正当的法律程序，可能侵犯正当程序。这一裁决凸显人工智能在法律决策中的局限性，以及在敏感案件中需要人类判断。\",\n \"hn\": {\n \"id\": 48066038,\n \"type\": \"story\",\n \"by\": \"hn_acker\",\n \"score\": 37,\n \"descendants\": 7,\n \"time\": 1778260492,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066038\"\n },\n \"hot_score\": 0.31,\n \"tags\": [\n \"Legal\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Plasticity and language in the anaesthetized human hippocampus\",\n \"url\": \"https://www.bcm.edu/news/researchers-discover-advanced-language-processing-in-the-unconscious-human-brain\",\n \"title_zh\": \"麻醉下人类海马体的语言可塑性\",\n \"created_display\": \"Created: May 07, 2026 / 16:06 PT\",\n \"image_url\": \"https://www.bcm.edu/sites/default/files/2024-07/brain-ocd.jpg\",\n \"summary_en\": \"Researchers report that the hippocampus can show language-related plasticity even under anesthesia, suggesting unconscious processing survives certain cognitive tasks. The finding challenges assumptions about neural shutdown during sleep or sedation.\",\n \"summary_zh\": \"研究显示即使在麻醉状态下，海马体仍可出现与语言相关的可塑性，暗示潜意识层面的语言处理仍在进行。这一发现挑战了人们对睡眠或镇静时大脑功能“关闭”的常规认知。\",\n \"hn\": {\n \"id\": 48056268,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 140,\n \"descendants\": 60,\n \"time\": 1778195204,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056268\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.27\n },\n {\n \"title_en\": \"QBE – Compiler Back End\",\n \"url\": \"https://c9x.me/compile/\",\n \"title_zh\": \"QBE：编译器后端\",\n \"created_display\": \"Created: May 08, 2026 / 00:00 PT\",\n \"image_url\": \"https://c9x.me/compile/logo.png\",\n \"summary_en\": \"QBE is a compact, retargetable compiler backend designed to ease code generation and experimentation. It emphasizes a clean intermediate representation and portable code emission, appealing to language researchers and hobbyists.\",\n \"summary_zh\": \"QBE 是一个紧凑且可重定位的编译器后端，旨在简化代码生成与实验探索。它强调干净的中间表示和可移植的输出，适合语言研究者与爱好者使用。\",\n \"hn\": {\n \"id\": 48059633,\n \"type\": \"story\",\n \"by\": \"smartmic\",\n \"score\": 81,\n \"descendants\": 24,\n \"time\": 1778223625,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059633\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.26\n },\n {\n \"title_en\": \"Blaise – A modern self-hosting zero-legacy Object Pascal compiler targeting QBE\",\n \"url\": \"https://github.com/graemeg/blaise\",\n \"title_zh\": \"Blaise：面向 QBE 的现代自托管、零遗留 Object Pascal 编译器\",\n \"created_display\": \"Created: May 07, 2026 / 21:44 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/22e7eeb378c4c52b8aebce40a606f3daf2c0ecc02cb480c33d30c068920071aa/graemeg/blaise\",\n \"summary_en\": \"Blaise is a modern self-hosting Object Pascal compiler that aims to shed legacy baggage and target the QBE backend. The project emphasizes self-hosting capabilities and a clean, minimal toolchain, enabling Pascal development with a contemporary stack.\",\n \"summary_zh\": \"Blaise 是一个现代的自托管 Object Pascal 编译器，目标是抛弃遗留负担并对接 QBE 后端。该项目强调自托管能力和简洁的工具链，为 Pascal 开发提供现代化的堆栈。\",\n \"hn\": {\n \"id\": 48058644,\n \"type\": \"story\",\n \"by\": \"peter_d_sherman\",\n \"score\": 92,\n \"descendants\": 47,\n \"time\": 1778215442,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058644\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\",\n \"Web\"\n ],\n \"hot_score\": 0.25\n },\n {\n \"title_en\": \"GNU IFUNC is the real culprit behind CVE-2024-3094\",\n \"url\": \"https://github.com/robertdfrench/ifuncd-up\",\n \"title_zh\": \"GNU IFUNC是CVE-2024-3094真正罪魁祸首\",\n \"created_display\": \"Created: May 07, 2026 / 17:03 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/824707729/6c1c05bd-59f2-4874-af77-31faee285f2a\",\n \"summary_en\": \"A technical analysis argues that GNU IFUNC is the true driver behind CVE-2024-3094, highlighting how dynamic symbol resolution can create attack surfaces in software. The piece serves as a cautionary note about low-level kernel and libc vulnerabilities.\",\n \"summary_zh\": \"技术分析声称GNU IFUNC才是CVE-2024-3094的真正根因，强调动态符号解析如何在软件中暴露攻击面。这一结论提醒开发者关注底层内核与C库的潜在漏洞。\",\n \"hn\": {\n \"id\": 48056749,\n \"type\": \"story\",\n \"by\": \"foltik\",\n \"score\": 117,\n \"descendants\": 53,\n \"time\": 1778198618,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056749\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.24\n },\n {\n \"title_en\": \"The Self-Cancelling Subscription\",\n \"url\": \"https://predr.ag/blog/the-self-cancelling-subscription/\",\n \"title_zh\": \"自我取消订阅\",\n \"created_display\": \"Created: May 07, 2026 / 07:15 PT\",\n \"image_url\": \"https://predr.ag/assets/2026-04-01-the-self-cancelling-subscription/self-cancelling-subscription.jpg\",\n \"summary_en\": \"A self-cancelling subscription model ends automatically after a defined period or condition, removing long-term commitment friction. The concept prompts rethinking retention strategies and value delivery for subscription products.\",\n \"summary_zh\": \"自我取消订阅模型在达到设定条件或时间后自动结束，消除了长期绑定的摩擦。该思路促使人们重新审视订阅产品的留存策略与价值交付。\",\n \"hn\": {\n \"id\": 48049764,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 174,\n \"descendants\": 73,\n \"time\": 1778163316,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049764\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.22\n },\n {\n \"title_en\": \"Two Home Affairs officials suspended after AI 'hallucinations' found\",\n \"url\": \"https://www.citizen.co.za/news/home-affairs-officials-suspended-ai-hallucinations/\",\n \"title_zh\": \"两名内政部官员因 AI '幻觉' 被停职\",\n \"created_display\": \"Created: May 07, 2026 / 12:38 PT\",\n \"image_url\": \"https://media.citizen.co.za/wp-content/uploads/2026/05/AI.jpg\",\n \"summary_en\": \"An investigation found that an AI system produced hallucinations affecting decisions, leading to the suspension of two Home Affairs officials. The case underscores governance and reliability challenges when government workflows depend on AI tools.\",\n \"summary_zh\": \"调查发现某 AI 系统出现幻觉式输出，影响决策，因此两名内政部官员被停职。此案凸显政府工作流程对 AI 工具的治理与可靠性挑战。\",\n \"hn\": {\n \"id\": 48053842,\n \"type\": \"story\",\n \"by\": \"jruohonen\",\n \"score\": 133,\n \"descendants\": 34,\n \"time\": 1778182716,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053842\"\n },\n \"tags\": [\n \"AI\",\n \"Politics\"\n ],\n \"hot_score\": 0.21\n },\n {\n \"title_en\": \"Show HN: GETadb.com – every GET request creates a DB\",\n \"url\": \"https://www.getadb.com/\",\n \"title_zh\": \"Show HN：GETadb.com——每个 GET 请求都会创建一个数据库\",\n \"created_display\": \"Created: May 08, 2026 / 09:17 PT\",\n \"image_url\": null,\n \"summary_en\": \"GETadb.com is a tiny service that records every HTTP GET request as a database row, enabling instant, auditable traces of visited routes. The idea showcases how simple endpoints can enable powerful visibility into web traffic and can inspire lightweight observability tooling.\",\n \"summary_zh\": \"GETadb.com 是一个小型服务，通过将每次 HTTP GET 请求写入数据库实现对访问路径的可审计追踪，展示了简单端点也能带来强大的可观测性，并可能成为轻量级观测工具的灵感。\",\n \"hn\": {\n \"id\": 48065203,\n \"type\": \"story\",\n \"by\": \"nezaj\",\n \"score\": 29,\n \"descendants\": 38,\n \"time\": 1778257057,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065203\"\n },\n \"tags\": [\n \"Show HN\",\n \"Web\",\n \"Data\"\n ],\n \"hot_score\": 0.21\n },\n {\n \"title_en\": \"RSS feeds send me more traffic than Google\",\n \"url\": \"https://shkspr.mobi/blog/2026/05/rss-feeds-send-me-more-traffic-than-google/\",\n \"title_zh\": \"RSS 订阅源带来比 Google 更多流量\",\n \"created_display\": \"Created: May 06, 2026 / 17:40 PT\",\n \"image_url\": \"https://shkspr.mobi/blog/wp-content/uploads/2026/05/page-views.webp\",\n \"summary_en\": \"A blogger reports that RSS feeds drive more visits to their site than Google search, highlighting the enduring value of feed readers and subscription-based readership. The post argues feeds offer stable, engaged readership that resists over-reliance on search algorithms.\",\n \"summary_zh\": \"作者表示 RSS 订阅源带来比 Google 还多的流量，凸显订阅制与订阅型读者的价值。该观点强调 RSS 能提供稳定、参与度高的受众，抵御对搜索算法的过度依赖。\",\n \"hn\": {\n \"id\": 48043964,\n \"type\": \"story\",\n \"by\": \"SpyCoder77\",\n \"score\": 263,\n \"descendants\": 70,\n \"time\": 1778114406,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48043964\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"Gambling ads on social media reach more than twice as many men as women: study\",\n \"url\": \"https://www.cam.ac.uk/research/news/gambling-ads-on-social-media-reach-more-than-twice-as-many-men-as-women\",\n \"title_zh\": \"社交媒体赌博广告对男性覆盖量是女性的两倍以上：研究\",\n \"created_display\": \"Created: May 07, 2026 / 16:17 PT\",\n \"image_url\": \"https://www.cam.ac.uk/sites/default/files/news/news/gettyimages-1426353191-dp.jpg\",\n \"summary_en\": \"Study finds gambling ads on social platforms reach twice as many men as women, signaling gendered exposure and potential risk, particularly for vulnerable groups. The result has implications for platform advertising policies and public health considerations.\",\n \"summary_zh\": \"研究发现社交媒体上的博彩广告对男性的覆盖量明显高于女性，超过两倍，揭示性别化曝光与潜在风险，尤其对易受影响群体。该结果对平台广告政策与公共卫生具有重要影响。\",\n \"hn\": {\n \"id\": 48056359,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 89,\n \"descendants\": 62,\n \"time\": 1778195823,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056359\"\n },\n \"tags\": [\n \"Science\",\n \"Health\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"Judge rules DOGE cancellation of humanities grants was unconstitutional\",\n \"url\": \"https://apnews.com/article/trump-doge-humanities-funding-cuts-dda1383436c41be08da3bbf7cc08818e\",\n \"title_zh\": \"法官裁定 DOGE 取消人文类拨款被判违宪\",\n \"created_display\": \"Created: May 08, 2026 / 15:06 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/1c00acc/2147483647/strip/true/crop/6000x3998+0+1/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2Fd9%2Fbf%2Fdc0647cb38ff6c3016b3c75b79f2%2F5d3e88baec4c4878b1272b7977101d65\",\n \"summary_en\": \"A court ruled that the DOGE's cancellation of humanities grants was unconstitutional, potentially requiring restoration of funding and setting a precedent on public or quasi-public funding decisions. The decision invites scrutiny of political interference in arts and humanities funding and how such actions can face legal challenges.\",\n \"summary_zh\": \"法院裁定 DOGE 取消人文类拨款的行为违宪，可能要求恢复拨款并对公共资金决策设立先例。此判决引发对政治干预艺术与人文资助的审视，以及此类举动如何面临法律挑战。\",\n \"hn\": {\n \"id\": 48069354,\n \"type\": \"story\",\n \"by\": \"1659447091\",\n \"score\": 10,\n \"descendants\": 3,\n \"time\": 1778277979,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48069354\"\n },\n \"hot_score\": 0.17,\n \"tags\": [\n \"Legal\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"Singapore introduces caning for boys who bully others at school\",\n \"url\": \"https://www.theguardian.com/world/2026/may/06/singapore-caning-school-bullies\",\n \"title_zh\": \"新加坡对校园霸凌的男生实施鞭笞处罚\",\n \"created_display\": \"Created: May 05, 2026 / 23:29 PT\",\n \"image_url\": \"https://i.guim.co.uk/img/media/86ec731f883bf7323f947a4361cd8e6a97e55906/501_0_5000_4000/master/5000.jpg?width=1200&height=630&quality=85&auto=format&fit=crop&precrop=40:21,offset-x50,offset-y0&overlay-align=bottom%2Cleft&overlay-width=100p&overlay-base64=L2ltZy9zdGF0aWMvb3ZlcmxheXMvdGctZGVmYXVsdC5wbmc&enable=upscale&s=79aaafa1086b2db25f6bef3718c1989a\",\n \"summary_en\": \"Singapore approves corporal punishment for school bullies, sparking debate over effectiveness, ethics, and student welfare. The policy signals a hard line on bullying but raises concerns about proportionality and long-term impacts.\",\n \"summary_zh\": \"新加坡宣布对校园霸凌者实施鞭笞等体罚措施，引发关于效果、伦理与学生福祉的讨论。此举硬性打击校园欺凌，但也引发对处罚比例与长期影响的担忧。\",\n \"hn\": {\n \"id\": 48032968,\n \"type\": \"story\",\n \"by\": \"rustoo\",\n \"score\": 337,\n \"descendants\": 532,\n \"time\": 1778048993,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032968\"\n },\n \"tags\": [\n \"Politics\",\n \"Education\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Pinocchio is weirder than you remembered\",\n \"url\": \"https://storica.club/blog/pinocchio-in-italian/\",\n \"title_zh\": \"木偶奇遇记比你记得的更怪\",\n \"created_display\": \"Created: May 06, 2026 / 05:27 PT\",\n \"image_url\": \"https://storica.club/assets/og-image.png\",\n \"summary_en\": \"Pinocchio's tale reveals more linguistic quirks and cultural nuances in Italian storytelling than commonly assumed.\",\n \"summary_zh\": \"本文从语言与文化的视角，揭示意大利叙事中《木偶奇遇记》所具有的独特怪诞与细微差异，关注语言、翻译与民间传说如何塑造这一经典角色。\",\n \"hn\": {\n \"id\": 48035420,\n \"type\": \"story\",\n \"by\": \"cemsakarya\",\n \"score\": 297,\n \"descendants\": 127,\n \"time\": 1778070427,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48035420\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Principles for agent-native CLIs\",\n \"url\": \"https://twitter.com/trevin/status/2051316002730991795\",\n \"title_zh\": \"面向代理的原生 CLI 原则\",\n \"created_display\": \"Created: May 07, 2026 / 10:40 PT\",\n \"image_url\": \"https://pbs.twimg.com/media/HHN5QmAaYAA-lJO.jpg:large\",\n \"summary_en\": \"Designing CLIs that work with AI agents requires clear guidance on reliability, observability, and security. The principles outline how to keep interactions predictable, support reproducible results, and avoid leaking prompts or secret data. These guidelines help engineers build safer, more maintainable AI-powered tooling.\",\n \"summary_zh\": \"为 AI 代理设计原生 CLI 需要强调可靠性、可观测性与安全性。原则强调保持交互可预测、结果可复现，并防止提示或敏感数据泄露，帮助工程师构建更安全、易维护的 AI 工具。\",\n \"hn\": {\n \"id\": 48052333,\n \"type\": \"story\",\n \"by\": \"blumpy22\",\n \"score\": 101,\n \"descendants\": 49,\n \"time\": 1778175605,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052333\"\n },\n \"tags\": [\n \"Programming\",\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Dirty Frag: Universal Linux LPE\",\n \"url\": \"https://github.com/V4bel/dirtyfrag\",\n \"title_zh\": \"Dirty Frag：通用的 Linux 本地提权漏洞\",\n \"created_display\": \"Created: May 08, 2026 / 13:36 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/507935b60863da955d448e19887e4208dd36e0dc196adc137d3c70b0b911d6d4/V4bel/dirtyfrag\",\n \"summary_en\": \"Introducing Dirty Frag, a demonstration of a universal Linux local privilege escalation technique, illustrating how flexible bug chaining can yield root access from unprivileged code. The work underlines persistent kernel vulnerabilities and the need for hardened kernel configs, prompt patches, and defense-in-depth in Linux deployments.\",\n \"summary_zh\": \"Dirty Frag 展示了一种通用的 Linux 本地提权技术，演示了如何通过漏洞链从普通用户获得 root。该工作凸显了内核层漏洞的持续风险，强调在 Linux 系统中需要更强的内核加固、及时修补与防御深度。\",\n \"hn\": {\n \"id\": 48068475,\n \"type\": \"story\",\n \"by\": \"unbeli\",\n \"score\": 12,\n \"descendants\": 1,\n \"time\": 1778272611,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48068475\"\n },\n \"hot_score\": 0.15,\n \"tags\": [\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Show HN: TRUST – Coding Rust like it's 1989\",\n \"url\": \"https://github.com/wojtczyk/trust\",\n \"title_zh\": \"Show HN：我用 Rust 编程像 1989 年一样\",\n \"created_display\": \"Created: May 06, 2026 / 22:58 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/0cf54f5f3f8448975d7e11008f457b88577e490bac8fd095bc7c824a216162c8/wojtczyk/trust\",\n \"summary_en\": \"Show HN: Trust reimagines Rust coding with a retro,1989-inspired approach, highlighting how constraint-driven tooling can inform modern systems programming ergonomics.\",\n \"summary_zh\": \"Show HN：Trust 将 Rust 编程与 1989 年的编程风格相结合，强调受限工具链如何影响现代系统编程的体验与设计。\",\n \"hn\": {\n \"id\": 48045939,\n \"type\": \"story\",\n \"by\": \"wojtczyk\",\n \"score\": 147,\n \"descendants\": 78,\n \"time\": 1778133532,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48045939\"\n },\n \"tags\": [\n \"Show HN\",\n \"Programming\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"Roadside Attraction\",\n \"url\": \"https://theoffingmag.com/essay/roadside-attraction/\",\n \"title_zh\": \"Show HN：路边景点\",\n \"created_display\": \"Created: May 08, 2026 / 12:43 PT\",\n \"image_url\": \"https://theoffingmag.com/wp-content/uploads/2026/05/gabriel-tovar-zn64cXlPGKY-unsplash-scaled.jpg\",\n \"summary_en\": \"A reflective essay examining roadside attractions as modern myths, exploring how they shape travel culture, memory, and perception of place.\",\n \"summary_zh\": \"本文对路边景点这一文化现象进行反思，探讨它们如何成为现代神话、塑造旅行文化、记忆与地点感知。\",\n \"hn\": {\n \"id\": 48067764,\n \"type\": \"story\",\n \"by\": \"aways\",\n \"score\": 12,\n \"descendants\": 3,\n \"time\": 1778269384,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067764\"\n },\n \"hot_score\": 0.13,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Creating for a niche\",\n \"url\": \"https://www.davesnider.com/posts/working-in-a-niche\",\n \"title_zh\": \"为小众市场而创作\",\n \"created_display\": \"Created: May 07, 2026 / 12:32 PT\",\n \"image_url\": \"https://files.davesnider.com/2026MAY/p4K8ox2SKaY6UtNw.png\",\n \"summary_en\": \"The piece argues about building for a niche audience, weighing depth and differentiation against broader reach. It offers strategies for sustainable impact, such as specializing, community-building, and incremental product improvements.\",\n \"summary_zh\": \"文章讨论面向小众受众进行创作的取舍，强调在深耕与差异化之间取得平衡。给出可执行的思路，如专业化、社区建设和渐进式迭代等。\",\n \"hn\": {\n \"id\": 48053770,\n \"type\": \"story\",\n \"by\": \"snide\",\n \"score\": 73,\n \"descendants\": 7,\n \"time\": 1778182353,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053770\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.12\n },\n {\n \"title_en\": \"Digging into Drama at the Document Foundation\",\n \"url\": \"https://lwn.net/Articles/1066418/\",\n \"title_zh\": \"深入 Document Foundation 的风波\",\n \"created_display\": \"Created: May 07, 2026 / 20:51 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"An exploration of governance friction and internal drama at the Document Foundation, the umbrella organization behind LibreOffice. The piece analyzes how organizational tensions affect development priorities, contributor morale, and the project’s long-term health.\",\n \"summary_zh\": \"对 LibreOffice 背后机构 Document Foundation 的治理摩擦与内部风波进行了深入分析，探讨组织紧张关系如何影响开发优先级、贡献者士气及项目的长期健康。\",\n \"hn\": {\n \"id\": 48058337,\n \"type\": \"story\",\n \"by\": \"signa11\",\n \"score\": 49,\n \"descendants\": 10,\n \"time\": 1778212319,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058337\"\n },\n \"tags\": [\n \"Open Source\",\n \"Politics\",\n \"Health\"\n ],\n \"hot_score\": 0.12\n },\n {\n \"title_en\": \"US will start revoking passports for parents who owe child support\",\n \"url\": \"https://apnews.com/article/passports-unpaid-child-support-penalty-state-department-42d90cfa8a06ee349bb9145f668919b6\",\n \"title_zh\": \"美国将撤销拖欠子女抚养费者的护照\",\n \"created_display\": \"Created: May 07, 2026 / 20:52 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/feb0c7c/2147483647/strip/true/crop/6636x4422+42+0/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2F10%2F23%2Fb8137c4ddbbbfffebb4eb187fe45%2F6a8af663ca9c4f2485e8fd23dffcea9a\",\n \"summary_en\": \"The policy expands passport revocation for nonpayment of child support, aiming to enforce financial obligations. It raises questions about due process, potential hardship, and the data systems needed to enforce it.\",\n \"summary_zh\": \"该政策扩大对拖欠子女抚养费者的护照撤销范围，旨在加强执行义务。但也引发关于程序正义、潜在困难，以及执行所需数据系统的问题探讨。\",\n \"hn\": {\n \"id\": 48058340,\n \"type\": \"story\",\n \"by\": \"OutOfHere\",\n \"score\": 47,\n \"descendants\": 25,\n \"time\": 1778212334,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058340\"\n },\n \"hot_score\": 0.12,\n \"tags\": [\n \"Politics\",\n \"Legal\"\n ]\n },\n {\n \"title_en\": \"ZAYA1-8B matches DeepSeek-R1 on math with less than 1B active parameters\",\n \"url\": \"https://firethering.com/zaya1-8b-open-source-math-coding-model/\",\n \"title_zh\": \"ZAYA1-8B 以不到 1B 激活参数的规模，在数学推理任务中达到与 DeepSeek-R1 相当的水平\",\n \"created_display\": \"Created: May 07, 2026 / 01:56 PT\",\n \"image_url\": \"https://firethering.com/wp-content/uploads/2026/05/zaya1-8B-Ai-model.jpg\",\n \"summary_en\": \"Open-source LLM ZAYA1-8B achieves math performance on par with DeepSeek-R1 with under 1B active parameters. The result highlights progress toward compact, on-device capable models and the potential for accessible high-quality math reasoning in smaller footprints.\",\n \"summary_zh\": \"ZAYA1-8B 以不到 1B 激活参数的规模，在数学推理任务中达到与 DeepSeek-R1 相当的水平。此进展推动了在边缘设备上运行高效、可访问的高质量推理的可能性。\",\n \"hn\": {\n \"id\": 48047082,\n \"type\": \"story\",\n \"by\": \"steveharing1\",\n \"score\": 102,\n \"descendants\": 54,\n \"time\": 1778144211,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48047082\"\n },\n \"tags\": [\n \"AI\",\n \"Open Source\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"Komai: a fine Matrix chat app you can get to love\",\n \"url\": \"https://etke.cc/blog/introducing-komai\",\n \"title_zh\": \"Komai：一个你会爱上的 Matrix 聊天应用\",\n \"created_display\": \"Created: May 07, 2026 / 17:10 PT\",\n \"image_url\": \"https://etke.cc/img/komai/main-view.webp\",\n \"summary_en\": \"Komai presents a polished Matrix-based chat experience that could win over users who value open standards and interoperability. The review highlights the app’s design polish, UX, and potential to broaden Matrix adoption.\",\n \"summary_zh\": \"Komai 提供了一个精致的基于 Matrix 的聊天体验，可能吸引重视开放标准与互操作性的用户。文章重点评价其设计与用户体验，以及对扩大 Matrix 使用的潜力。\",\n \"hn\": {\n \"id\": 48056804,\n \"type\": \"story\",\n \"by\": \"anotherevan\",\n \"score\": 49,\n \"descendants\": 21,\n \"time\": 1778199044,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056804\"\n },\n \"tags\": [\n \"Open Source\",\n \"Design\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"Human typing habits and token counts\",\n \"url\": \"https://pankajpipada.com/posts/2026-05-08-human-habits-tokens/\",\n \"title_zh\": \"人类打字习惯与令牌数量\",\n \"created_display\": \"Created: May 08, 2026 / 06:12 PT\",\n \"image_url\": \"https://pankajpipada.com/images/icon-192x192.png\",\n \"summary_en\": \"Analyzes how human typing habits map to token counts in prompts and model inputs, offering practical guidance on prompting efficiency and cost control. Highlights the gap between perception of length and actual token usage in LLM workflows.\",\n \"summary_zh\": \"分析人类打字习惯与提示、输入中的令牌数量之间的关系，为提升提示效率和成本控制提供实用建议。指出感知长度与实际令牌数量之间的差异，以及在 LLM 工作流中的应用要点。\",\n \"hn\": {\n \"id\": 48062606,\n \"type\": \"story\",\n \"by\": \"ppipada\",\n \"score\": 20,\n \"descendants\": 4,\n \"time\": 1778245961,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062606\"\n },\n \"hot_score\": 0.1,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"The Disappearance of the Public Bench\",\n \"url\": \"https://placesjournal.org/article/the-disappearance-of-the-public-bench/\",\n \"title_zh\": \"公共长椅的消失\",\n \"created_display\": \"Created: May 06, 2026 / 15:36 PT\",\n \"image_url\": null,\n \"summary_en\": \"The public bench is vanishing from modern urban spaces, prompting a critique of design and policy that affect social life, accessibility, and city planning. The piece connects benches to civic space and democracy.\",\n \"summary_zh\": \"现代城市空间中的公共长椅正在消失，文章批评其对社交、无障碍与城市规划的影响，并将长椅与公共空间、民主关联起来。\",\n \"hn\": {\n \"id\": 48042817,\n \"type\": \"story\",\n \"by\": \"cainxinth\",\n \"score\": 135,\n \"descendants\": 173,\n \"time\": 1778106977,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48042817\"\n },\n \"tags\": [\n \"Design\",\n \"Politics\"\n ],\n \"hot_score\": 0.09\n },\n {\n \"title_en\": \"Wi is Fi: Understanding Wi-Fi 4/5/6/6E/7/8 (802.11 n/AC/ax/be/bn)\",\n \"url\": \"https://www.wiisfi.com/\",\n \"title_zh\": \"Wi is Fi：理解 Wi-Fi 4/5/6/6E/7/8（802.11n/AC/AX/BE/BN）\",\n \"created_display\": \"Created: May 06, 2026 / 09:01 PT\",\n \"image_url\": \"https://www.wiisfi.com/images/accesspointicon.gif\",\n \"summary_en\": \"A practical guide walking through Wi-Fi generations 4 through 8, highlighting key differences in throughput, spectrum usage, and efficiency. It includes tips on when to deploy newer standards and how client compatibility shapes real-world performance.\",\n \"summary_zh\": \"本指南对 Wi-Fi 4/5/6/6E/7/8 的差异进行梳理，聚焦吞吐量、频谱利用率和效率的提升，并给出在实际部署中应何时采用新标准以及客户端兼容性的考量。\",\n \"hn\": {\n \"id\": 48037760,\n \"type\": \"story\",\n \"by\": \"homebrewer\",\n \"score\": 145,\n \"descendants\": 49,\n \"time\": 1778083310,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037760\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Looking at the data behind prediction markets\",\n \"url\": \"https://asteriskmag.com/issues/14/are-prediction-markets-good-for-anything\",\n \"title_zh\": \"洞察预测市场背后的数据\",\n \"created_display\": \"Created: May 07, 2026 / 06:12 PT\",\n \"image_url\": \"https://asteriskmag.com/media/pages/issues/14/are-prediction-markets-good-for-anything/d248692542-1777393260/dan-schwarz-prediction-markets-asterisk-1600x900-crop-sharpen50.png\",\n \"summary_en\": \"An examination of the data generated by prediction markets reveals how liquidity, participation biases, and event framing affect accuracy and informativeness.\",\n \"summary_zh\": \"对预测市场产生的数据进行分析，揭示流动性、参与偏差和事件框架如何影响预测准确性与信息含量。数据所呈现的价格信号在哪些情形下可能误导决策者，并据此提出在使用此类市场进行预测时的注意事项。\",\n \"hn\": {\n \"id\": 48049014,\n \"type\": \"story\",\n \"by\": \"kqr\",\n \"score\": 71,\n \"descendants\": 32,\n \"time\": 1778159559,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049014\"\n },\n \"tags\": [\n \"Data\",\n \"Finance\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Claude Code CVE-2026-39861:sandbox escape via symlink\",\n \"url\": \"https://github.com/advisories/GHSA-vp62-r36r-9xqp\",\n \"title_zh\": \"Claude Code CVE-2026-39861：通过符号链接实现的沙箱逃逸\",\n \"created_display\": \"Created: May 07, 2026 / 19:39 PT\",\n \"image_url\": \"https://github.githubassets.com/assets/advisory-database-show-f32c8207dfb2.png\",\n \"summary_en\": \"A vulnerability in Claude Code allows sandbox escape via a symlink, exposing potential bypass of sandboxed execution. The advisory lists affected versions and mitigations; users should patch or disable affected features until fixed.\",\n \"summary_zh\": \"Claude Code 存在通过符号链接实现沙箱逃逸的漏洞（CVE-2026-39861），可能使受限执行环境被突破。公告列出受影响版本及缓解措施，建议尽快打补丁或在修复前禁用相关功能。\",\n \"hn\": {\n \"id\": 48057842,\n \"type\": \"story\",\n \"by\": \"Armor1AI\",\n \"score\": 35,\n \"descendants\": 4,\n \"time\": 1778207995,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057842\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Man finds $1M worth of Yu-Gi-Oh cards in a dumpster\",\n \"url\": \"https://www.404media.co/man-finds-1-million-worth-of-yu-gi-oh-cards-in-a-dumpster/\",\n \"title_zh\": \"男子在垃圾桶发现价值 100 万美元的 Yu-Gi-Oh 卡牌\",\n \"created_display\": \"Created: May 06, 2026 / 06:54 PT\",\n \"image_url\": \"https://storage.ghost.io/c/0f/76/0f76b548-bc58-4f25-abc3-3f5ebca07da4/content/images/2026/05/Yug1-1.jpg\",\n \"summary_en\": \"A man stumbled upon a discarded bag of Yu-Gi-Oh cards valued at up to $1 million. The find underscores the hidden value of collectibles and how storage conditions, rarity, and demand can dramatically affect resale potential.\",\n \"summary_zh\": \"一名男子在垃圾桶中发现价值高达百万美元的 Yu-Gi-Oh 卡牌收藏。该发现凸显收藏品的潜在价值，以及保存条件、稀有度和市场需求如何影响转售潜力。\",\n \"hn\": {\n \"id\": 48036289,\n \"type\": \"story\",\n \"by\": \"danso\",\n \"score\": 130,\n \"descendants\": 40,\n \"time\": 1778075660,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036289\"\n },\n \"tags\": [\n \"Entertainment\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"Mythical Man Month\",\n \"url\": \"https://martinfowler.com/bliki/MythicalManMonth.html\",\n \"title_zh\": \"《人月神话》：现代解读\",\n \"created_display\": \"Created: May 07, 2026 / 00:20 PT\",\n \"image_url\": \"https://martinfowler.com/logo-sq.png\",\n \"summary_en\": \"Revisits the core idea of the Mythical Man-Month and applies it to modern software teams, arguing that adding manpower to late-stage projects often backfires due to coordination overhead. Presents pragmatic takeaways for how to structure teams, estimate work, and preserve throughput in fast-moving environments.\",\n \"summary_zh\": \"重新审视《人月神话》在当下软件团队中的含义，指出把人力加到后期项目往往适得其反，增加的沟通成本会拖慢进度。给出在团队组织、工作量估算和保持产出方面的实用经验教训。\",\n \"hn\": {\n \"id\": 48046436,\n \"type\": \"story\",\n \"by\": \"ingve\",\n \"score\": 76,\n \"descendants\": 63,\n \"time\": 1778138455,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48046436\"\n },\n \"hot_score\": 0.07,\n \"tags\": [\n \"Programming\",\n \"Career\"\n ]\n },\n {\n \"title_en\": \"HantaWatch Real time hantavirus outbreak tracker\",\n \"url\": \"https://hantawatch.net/\",\n \"title_zh\": \"HantaWatch 实时汉坦病毒疫情追踪器\",\n \"created_display\": \"Created: May 07, 2026 / 22:24 PT\",\n \"image_url\": null,\n \"summary_en\": \"HantaWatch provides a real-time hantavirus outbreak tracker, aggregating case data and visualizing spread patterns. The tool supports researchers and public health officials with timely insights into outbreak dynamics and regional risk.\",\n \"summary_zh\": \"HantaWatch 提供实时汉坦病毒疫情追踪，聚合病例数据并可视化传播态势，为研究者和公共卫生官员提供关于疫情动态与区域风险的及时洞察。\",\n \"hn\": {\n \"id\": 48058917,\n \"type\": \"story\",\n \"by\": \"Accher\",\n \"score\": 27,\n \"descendants\": 35,\n \"time\": 1778217864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058917\"\n },\n \"tags\": [\n \"Health\",\n \"Data\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"The surprisingly complex journey to text-selectable client-side generated PDFs\",\n \"url\": \"https://sdocs.dev/blogs/journey-to-pdf-generation\",\n \"title_zh\": \"在客户端生成可文本选择的 PDF 的意外复杂旅程\",\n \"created_display\": \"Created: May 06, 2026 / 22:37 PT\",\n \"image_url\": null,\n \"summary_en\": \"The journey to generate PDFs in the browser with selectable text exposes intricate challenges around fonts, encoding, and cross-browser behavior. The piece walks through practical approaches, trade-offs, and why achieving reliable, accessible client-side PDF generation remains nontrivial.\",\n \"summary_zh\": \"在浏览器中生成可选中文本的 PDF 面临字体嵌入、编码及跨浏览器行为等复杂挑战。内容介绍了多种实现策略、权衡，以及实现可靠、可访问的客户端 PDF 生成为何仍然困难。\",\n \"hn\": {\n \"id\": 48045778,\n \"type\": \"story\",\n \"by\": \"FailMore\",\n \"score\": 74,\n \"descendants\": 57,\n \"time\": 1778132230,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48045778\"\n },\n \"tags\": [\n \"Web\",\n \"Programming\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"Four stable kernels with partial fixes for Dirty Frag\",\n \"url\": \"https://lwn.net/Articles/1071775/\",\n \"title_zh\": \"四个稳定内核对 Dirty Frag 的部分修复\",\n \"created_display\": \"Created: May 08, 2026 / 07:18 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"The kernel maintainers released four stable builds with partial fixes for a vulnerability nicknamed Dirty Frag. The patches reduce exposure, but a full fix may come in later updates; users should stay current.\",\n \"summary_zh\": \"内核维护者推出四个稳定版本，包含对名为 Dirty Frag 的漏洞的部分修复。这些修补降低了风险，但完整修复可能在后续更新中发布，用户应保持更新。\",\n \"hn\": {\n \"id\": 48063601,\n \"type\": \"story\",\n \"by\": \"Brajeshwar\",\n \"score\": 10,\n \"descendants\": 0,\n \"time\": 1778249898,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063601\"\n },\n \"hot_score\": 0.05,\n \"tags\": [\n \"Open Source\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"RaTeX: KaTeX-compatible LaTeX rendering engine in pure Rust\",\n \"url\": \"https://ratex.lites.dev/\",\n \"title_zh\": \"RaTeX：用纯 Rust 编写、兼容 KaTeX 的 LaTeX 渲染引擎\",\n \"created_display\": \"Created: May 04, 2026 / 09:19 PT\",\n \"image_url\": \"https://erweixin.github.io/RaTeX/screen.png\",\n \"summary_en\": \"RaTeX is a LaTeX rendering engine written in Rust that aims to be KaTeX-compatible and fast, safe, and embeddable in web apps. It offers Rust developers a high-performance math rendering option without relying on C++ bindings.\",\n \"summary_zh\": \"RaTeX 是用 Rust 编写的 LaTeX 渲染引擎，目标是兼容 KaTeX API、提供高性能和安全性，便于嵌入到 Web 应用中，为 Rust 开发者提供纯粹的数学渲染方案。\",\n \"hn\": {\n \"id\": 48010729,\n \"type\": \"story\",\n \"by\": \"atilimcetin\",\n \"score\": 170,\n \"descendants\": 92,\n \"time\": 1777911571,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48010729\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Bitter Lessons from the ISSpresso\",\n \"url\": \"https://mceglowski.substack.com/p/bitter-lessons-from-the-isspresso\",\n \"title_zh\": \"来自 ISSpresso 的苦涩教训\",\n \"created_display\": \"Created: May 06, 2026 / 12:09 PT\",\n \"image_url\": null,\n \"summary_en\": \"Shares hard-won lessons from ISSpresso, focusing on reliability engineering in extreme environments and how small design or testing gaps become costly in space. The takeaway: design for robustness, rigorous testing, and clear failure modes to avoid expensive, deterministic failures.\",\n \"summary_zh\": \"讲述 ISSpresso 这类极端环境下的工程教训，聚焦可靠性设计、充分测试和清晰的故障模式。结论是要以稳健性思维来避免昂贵的失败。\",\n \"hn\": {\n \"id\": 48040306,\n \"type\": \"story\",\n \"by\": \"zdw\",\n \"score\": 66,\n \"descendants\": 14,\n \"time\": 1778094569,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48040306\"\n },\n \"hot_score\": 0.04,\n \"tags\": [\n \"Space\",\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Let Me Convince You to Be Prolific\",\n \"url\": \"https://3quarksdaily.com/3quarksdaily/2026/05/let-me-convince-you-to-be-prolific.html\",\n \"title_zh\": \"让我说服你变得高产\",\n \"created_display\": \"Created: May 07, 2026 / 15:50 PT\",\n \"image_url\": \"https://3quarksdaily.com/wp-content/uploads/2026/05/ChatGPT-Image-May-5-2026-03_36_01-AM.png\",\n \"summary_en\": \"The essay argues for a culture of prolific writing and creation, highlighting benefits like building a portfolio, reinforcing ideas, and gaining momentum in one’s career. It also addresses tradeoffs with quality and sustainability.\",\n \"summary_zh\": \"本文主张培养高产创作的文化，强调积累作品、巩固观点以及职业发展的势头等好处，同时探讨产量与质量、可持续性之间的权衡。\",\n \"hn\": {\n \"id\": 48056128,\n \"type\": \"story\",\n \"by\": \"herbertl\",\n \"score\": 24,\n \"descendants\": 2,\n \"time\": 1778194252,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056128\"\n },\n \"hot_score\": 0.04,\n \"tags\": [\n \"Career\"\n ]\n },\n {\n \"title_en\": \"PySimpleGUI 6\",\n \"url\": \"https://github.com/PySimpleGUI/PySimpleGUI\",\n \"title_zh\": \"PySimpleGUI 6 版本发布\",\n \"created_display\": \"Created: May 05, 2026 / 11:18 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/140614233/b1327c00-8320-11eb-8e4d-25dff36db261\",\n \"summary_en\": \"PySimpleGUI 6 brings further simplifications to building cross-platform GUIs with minimal code. The update focuses on a stable API, easier layout handling, and broader widget options, lowering the barrier for developers to ship quick desktop tools.\",\n \"summary_zh\": \"PySimpleGUI 6 在跨平台 GUI 的开发上继续简化，强调稳定 API、简化布局处理与扩展的小部件选项，降低开发者快速交付桌面工具的门槛。\",\n \"hn\": {\n \"id\": 48026412,\n \"type\": \"story\",\n \"by\": \"geophph\",\n \"score\": 96,\n \"descendants\": 51,\n \"time\": 1778005122,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48026412\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"A polynomial autoencoder beats PCA on transformer embeddings\",\n \"url\": \"https://ivanpleshkov.dev/blog/polynomial-autoencoder/\",\n \"title_zh\": \"多项式自编码器在 Transformer 嵌入上超越 PCA\",\n \"created_display\": \"Created: May 05, 2026 / 04:31 PT\",\n \"image_url\": \"https://ivanpleshkov.dev/og/blog/en/polynomial-autoencoder.png\",\n \"summary_en\": \"A polynomial autoencoder—leveraging nonlinear polynomial interactions—outperforms PCA at compressing transformer embeddings, capturing more structure in a smaller latent space. This points to more efficient representations for large models, with potential savings in storage and downstream compute.\",\n \"summary_zh\": \"一种利用非线性多项式交互的多项式自编码器，在压缩 Transformer 嵌入时优于 PCA，能够在更小的潜在空间中保留更多结构信息。这为大型模型提供了更高效的表示，可能降低存储与下游计算成本。\",\n \"hn\": {\n \"id\": 48021023,\n \"type\": \"story\",\n \"by\": \"timvisee\",\n \"score\": 92,\n \"descendants\": 24,\n \"time\": 1777980672,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48021023\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"How to make SSE token streams resumable, cancellable, and multi-device\",\n \"url\": \"https://zknill.io/posts/everyone-said-sse-token-streaming-was-easy/\",\n \"title_zh\": \"如何让 SSE 令牌流具备可恢复、可取消和多设备支持\",\n \"created_display\": \"Created: May 06, 2026 / 07:31 PT\",\n \"image_url\": \"https://zknill.io/img/header.png\",\n \"summary_en\": \"This piece outlines practical patterns to make Server-Sent Events streams resumable, cancellable, and usable across multiple devices. It covers state management, signaling, and synchronization strategies that enable robust real-time streaming in web apps.\",\n \"summary_zh\": \"本文概述了使 Server-Sent Events 流具备可恢复、可取消以及跨多设备使用的实用模式，涵盖状态管理、信号传输与同步策略，帮助 Web 应用实现更强的实时流能力。\",\n \"hn\": {\n \"id\": 48036746,\n \"type\": \"story\",\n \"by\": \"zknill\",\n \"score\": 61,\n \"descendants\": 12,\n \"time\": 1778077902,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036746\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"The IT Productivity Paradox\",\n \"url\": \"https://cs.stanford.edu/people/eroberts/cs181/projects/productivity-paradox/index.html\",\n \"title_zh\": \"IT 生产力悖论\",\n \"created_display\": \"Created: May 07, 2026 / 17:02 PT\",\n \"image_url\": \"https://cs.stanford.edu/people/eroberts/cs181/projects/productivity-paradox/ITMattersLogo.png\",\n \"summary_en\": \"This exploration delves into the IT productivity paradox—the disconnect between IT spending and measured productivity gains. It covers measurement challenges, evolving IT value, and how to better quantify impact.\",\n \"summary_zh\": \"本文探讨 IT 生产力悖论，即 IT 投入与生产力提升之间的错配，分析衡量挑战、IT 价值的演变以及如何更准确地量化影响。\",\n \"hn\": {\n \"id\": 48056740,\n \"type\": \"story\",\n \"by\": \"simonpure\",\n \"score\": 15,\n \"descendants\": 0,\n \"time\": 1778198577,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056740\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Dithering with CSS\",\n \"url\": \"https://ikesau.co/blog/dithering-with-css/\",\n \"title_zh\": \"CSS 抖动技巧\",\n \"created_display\": \"Created: May 04, 2026 / 08:26 PT\",\n \"image_url\": \"https://ikesau.co/images/squidward-future.png\",\n \"summary_en\": \"CSS dithering combines techniques like gradients and color quantization to simulate more colors or smooth gradients on limited palettes. The piece offers practical patterns and cautions about performance and visual artifacts.\",\n \"summary_zh\": \"CSS 抖动通过渐变、颜色量化等方法，在受限调色板中模拟更多颜色或平滑渐变。文中给出实用做法与在性能与视觉伪影之间的权衡注意点。\",\n \"hn\": {\n \"id\": 48009879,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 104,\n \"descendants\": 29,\n \"time\": 1777908378,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48009879\"\n },\n \"tags\": [\n \"Web\",\n \"Design\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"All means are fair except solving the problem\",\n \"url\": \"https://yosefk.com/blog/all-means-are-fair-except-solving-the-problem.html\",\n \"title_zh\": \"除了解决问题，所有手段都算正当\",\n \"created_display\": \"Created: May 06, 2026 / 08:52 PT\",\n \"image_url\": null,\n \"summary_en\": \"The post critiques over-engineered processes that stall real solutions by chasing process, rules, and convoluted debates instead of addressing the core problem. It urges pragmatism and actionable work, warning that software and system design suffer when 'solving the problem' is deprioritized.\",\n \"summary_zh\": \"文章批评为了避免直面核心问题而过度追求流程与规章，导致拖延解决方案。它主张务实、落地的行动，警惕在设计与实现中把‘解决问题’置于次要位置。\",\n \"hn\": {\n \"id\": 48037655,\n \"type\": \"story\",\n \"by\": \"akkartik\",\n \"score\": 41,\n \"descendants\": 40,\n \"time\": 1778082745,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037655\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Light without electricity? Glowing algae could make it possible\",\n \"url\": \"https://www.colorado.edu/today/2026/05/06/light-without-electricity-glowing-algae-could-make-it-possible\",\n \"title_zh\": \"无电照明？发光藻类或可实现\",\n \"created_display\": \"Created: May 06, 2026 / 12:21 PT\",\n \"image_url\": \"https://www.colorado.edu/today/sites/default/files/2026-05/Buffalo_Acid%20triggered_HighRes.png\",\n \"summary_en\": \"Describes progress toward lighting without grid power using bioluminescent algae, exploring sustainable, low-energy illumination tech. Notes the engineering challenges and potential niche applications where glowing algae could complement or replace electrical lighting.\",\n \"summary_zh\": \"介绍通过发光藻类实现无电照明的最新进展，探讨其在低功耗、可持续照明方面的潜力。也提到实现现实世界应用需要面对的工程挑战和适用场景。\",\n \"hn\": {\n \"id\": 48040470,\n \"type\": \"story\",\n \"by\": \"geox\",\n \"score\": 40,\n \"descendants\": 14,\n \"time\": 1778095294,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48040470\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Science\",\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"Inventing Cyrillic (2024)\",\n \"url\": \"https://www.historytoday.com/archive/history-matters/inventing-cyrillic\",\n \"title_zh\": \"西里尔字母的诞生\",\n \"created_display\": \"Created: May 05, 2026 / 22:02 PT\",\n \"image_url\": null,\n \"summary_en\": \"The article traces the origins of the Cyrillic script in the medieval Slavic world, highlighting its Bulgarian roots and Greek influences that enabled widespread literacy in Eastern Europe. It explains how Cyrillic shaped liturgy, culture, and modern languages across the region.\",\n \"summary_zh\": \"本文追溯西里尔字母在中世纪斯拉夫世界的起源，强调其在保加利亚的根源以及希腊影响，推动了东欧的广泛读写能力。西里尔字母的形成深刻影响了祈祷仪式、文化及现代区域语言。\",\n \"hn\": {\n \"id\": 48032393,\n \"type\": \"story\",\n \"by\": \"lermontov\",\n \"score\": 39,\n \"descendants\": 81,\n \"time\": 1778043762,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032393\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Los Alamos and the long path to detecting neutrinos\",\n \"url\": \"https://www.lanl.gov/media/publications/1663/from-ghost-particle-to-cosmic-messenger\",\n \"title_zh\": \"洛斯阿拉莫斯与探测中微子之漫长征程\",\n \"created_display\": \"Created: May 06, 2026 / 07:21 PT\",\n \"image_url\": null,\n \"summary_en\": \"The piece chronicles Los Alamos’ long journey in neutrino detection, illustrating how detecting these elusive particles required decades of ingenuity and large-scale experiments. Neutrinos offer deep insights into astrophysics and fundamental physics, underpinning many modern discoveries.\",\n \"summary_zh\": \"本文回顾洛斯阿拉莫斯在中微子探测方面漫长的探索，展示了通过数十年的创新和大规模实验来捕捉这类微粒的挑战。中微子为天体物理与基础物理提供深刻见解，是现代诸多发现的基础。\",\n \"hn\": {\n \"id\": 48036622,\n \"type\": \"story\",\n \"by\": \"LAsteNERD\",\n \"score\": 38,\n \"descendants\": 5,\n \"time\": 1778077267,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036622\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Tools in the Grass: Raising the next generation of crafts person\",\n \"url\": \"https://www.popularwoodworking.com/editors-blog/tools-in-the-grass/\",\n \"title_zh\": \"在草地上的工具：培养下一代工匠\",\n \"created_display\": \"Created: May 05, 2026 / 12:24 PT\",\n \"image_url\": \"https://media.popularwoodworking.com/app/uploads/2026/03/18104335/ae8459ce-c536-4cdb-9be0-2147c861dc79_2016x1512.jpg\",\n \"summary_en\": \"Tools in the Grass explores nurturing the next generation of craftsmen, emphasizing practical tool use, mentorship, and hands-on woodworking education. It argues that traditional crafts sustain innovation and job skills.\",\n \"summary_zh\": \"《在草地上的工具》聚焦培养下一代工匠，强调动手工具运用、导师制与实作木工教育的重要性。文章主张传统手艺能促进创新与职业技能的培养。\",\n \"hn\": {\n \"id\": 48027275,\n \"type\": \"story\",\n \"by\": \"NaOH\",\n \"score\": 42,\n \"descendants\": 3,\n \"time\": 1778009099,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48027275\"\n },\n \"tags\": [\n \"Education\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"The Soul of Maintaining a New Machine\",\n \"url\": \"https://books.worksinprogress.co/book/maintenance-of-everything/communities-of-practice/the-soul-of-maintaining-a-new-machine/3\",\n \"title_zh\": \"维护新机器的灵魂\",\n \"created_display\": \"Created: May 05, 2026 / 21:01 PT\",\n \"image_url\": null,\n \"summary_en\": \"Explores the cultural and technical importance of sustaining a new machine, arguing that maintenance is a social practice as much as a technical task. Urges building communities of practice around reliability, with rituals and shared knowledge that keep tech alive.\",\n \"summary_zh\": \"论述维持新机器的精神，强调维护不仅是技术任务，也是社区实践。提倡建立共同体、仪式化的知识传承，以提升系统的可靠性和寿命。\",\n \"hn\": {\n \"id\": 48032014,\n \"type\": \"story\",\n \"by\": \"akkartik\",\n \"score\": 25,\n \"descendants\": 2,\n \"time\": 1778040102,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032014\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Culture\",\n \"Education\"\n ]\n },\n {\n \"title_en\": \"Defeating Works by Design's Unpickable Lock [video]\",\n \"url\": \"https://www.youtube.com/watch?v=rMi1dIqMwNw\",\n \"title_zh\": \"破解 Works by Design 的“不可解锁”锁 [视频]\",\n \"created_display\": \"Created: May 05, 2026 / 19:31 PT\",\n \"image_url\": null,\n \"summary_en\": \"A video demonstration challenges a puzzle-like lock marketed as unpickable, illustrating how design choices can be bypassed with clever reasoning or tooling. The content offers lessons on security-by-obscurity vs. verifiable robustness and the importance of rigorous testing.\",\n \"summary_zh\": \"视频演示挑战一个被标榜为“不可解锁”的锁，展示通过巧妙推理或工具绕过设计选择的可能性。内容强调“以花招掩盖安全性”与可验证鲁棒性之间的取舍，以及严格测试的重要性。\",\n \"hn\": {\n \"id\": 48031436,\n \"type\": \"story\",\n \"by\": \"zdw\",\n \"score\": 15,\n \"descendants\": 5,\n \"time\": 1778034686,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48031436\"\n },\n \"tags\": [\n \"Security\",\n \"Design\"\n ],\n \"hot_score\": 0.01\n }\n ]\n}"}, "ca9be99f7aaf0b8b51412125d687a00323bf530f": {"t": 1785772465.9584863, "n": 108398, "h": "aeaa2ab9d6e05b51", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 100,\n \"reused_same_day\": 34,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 15,\n \"scrape_time_display\": \"22:16, May 08, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/05/08\",\n \"content_date\": \"2026-05-08\",\n \"run_time_local\": \"22:16, May 08, 2026 (PDT)\",\n \"run_time_utc\": \"2026-05-09 05:16:59 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-05-09 05:18:21 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Google broke reCAPTCHA for de-googled Android users\",\n \"url\": \"https://reclaimthenet.org/google-broke-recaptcha-for-de-googled-android-users\",\n \"title_zh\": \"谷歌对去谷歌化 Android 用户的 reCAPTCHA 失效\",\n \"created_display\": \"Created: May 08, 2026 / 11:45 PT\",\n \"image_url\": \"https://reclaimthenet.org/wp-content/uploads/2026/05/BAPiBKSUNDTJ-scaled.jpg\",\n \"summary_en\": \"A report claims reCAPTCHA no longer functions on de-Googled Android devices, highlighting how privacy-focused setups can clash with anti-bot protections. The piece raises questions about platform control, user privacy, and the trade-offs of relying on third-party verification.\",\n \"summary_zh\": \"报道称去谷歌化 Android 设备上的 reCAPTCHA 功能不再工作，凸显隐私保护设置与反机器人机制之间的冲突。文章提出对平台控制、用户隐私以及依赖第三方验证所带来的权衡的质疑。\",\n \"hn\": {\n \"id\": 48067119,\n \"type\": \"story\",\n \"by\": \"anonymousiam\",\n \"score\": 817,\n \"descendants\": 270,\n \"time\": 1778265958,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067119\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\"\n ],\n \"hot_score\": 8.61\n },\n {\n \"title_en\": \"Poland is now among the 20 largest economies\",\n \"url\": \"https://apnews.com/article/poland-economy-growth-g20-gdp-26fe06e120398410f8d773ba5661e7aa\",\n \"title_zh\": \"波兰现已跻身全球前二十大经济体：原因何在\",\n \"created_display\": \"Created: May 08, 2026 / 05:30 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/909dda7/2147483647/strip/true/crop/4923x3280+3+0/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2Fe4%2Fdf%2F057b32831d24160d51408147c477%2F88cbd023c7c44085abb11287ab911ccf\",\n \"summary_en\": \"Poland has entered the global top 20 economies by GDP, driven by resilient domestic demand, investment, and productivity gains from reforms and EU funding. This shift reshapes European dynamics and could influence policy in energy, labor, and technology sectors.\",\n \"summary_zh\": \"波兰凭借国内需求韧性、投资增长以及改革与欧盟资金带来的生产力提升，GDP规模跃入全球前二十。此举重新塑造了欧洲格局，未来在能源、劳动力与科技领域的政策走向值得关注。\",\n \"hn\": {\n \"id\": 48062117,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 937,\n \"descendants\": 746,\n \"time\": 1778243405,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062117\"\n },\n \"tags\": [\n \"Business\",\n \"Energy\"\n ],\n \"hot_score\": 4.76\n },\n {\n \"title_en\": \"Meta Shuts Down End-to-End Encryption for Instagram Messaging\",\n \"url\": \"https://www.pcmag.com/news/meta-shuts-down-end-to-end-encryption-for-instagram-dms-messaging\",\n \"title_zh\": \"Meta 关闭 Instagram 消息端到端加密\",\n \"created_display\": \"Created: May 08, 2026 / 14:47 PT\",\n \"image_url\": \"https://i.pcmag.com/imagery/articles/01VCs6SZdta2WftLSUptXTG-1.fit_lim.size_1200x630.v1778247916.jpg\",\n \"summary_en\": \"Meta has disabled end-to-end encryption for Instagram direct messages, citing policy enforcement and safety considerations. The change enables company access to message content for law enforcement and platform moderation, sparking debate over user privacy and the trade-offs of security versus safety.\",\n \"summary_zh\": \"Meta 已对 Instagram 私信关闭端到端加密，表示出于合规执法和安全考量需要对信息进行访问。此举引发对隐私与安全的权衡辩论，质疑用户隐私性是否应让位于平台监控和执法需求。\",\n \"hn\": {\n \"id\": 48069192,\n \"type\": \"story\",\n \"by\": \"tcp_handshaker\",\n \"score\": 216,\n \"descendants\": 130,\n \"time\": 1778276867,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48069192\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\"\n ],\n \"hot_score\": 3.73\n },\n {\n \"title_en\": \"Over 97% of the 'Linux' Foundation's Budget Goes Not to Linux\",\n \"url\": \"https://techrights.org/n/2026/05/08/Over_97_of_the_Linux_Foundation_s_Budget_Goes_Not_to_Linux.shtml\",\n \"title_zh\": \"Linux 基金会预算中97%流向非 Linux 项目\",\n \"created_display\": \"Created: May 08, 2026 / 20:21 PT\",\n \"image_url\": \"https://techrights.org/images/header-pillars.jpg\",\n \"summary_en\": \"Claims the Linux Foundation allocates over 97% of its budget away from Linux work, prompting questions about governance and funding priorities in open-source ecosystems. Sparks discussion about how foundations balance stewardship, vendor relations, and core project investment.\",\n \"summary_zh\": \"批评 Linux 基金会的预算分配，称97%并非用于 Linux 核心项目，引发关于开源治理和资金优先级的讨论。探讨基金会在治理、商业关系与核心工程投资之间的权衡。\",\n \"hn\": {\n \"id\": 48071496,\n \"type\": \"story\",\n \"by\": \"esaym\",\n \"score\": 43,\n \"descendants\": 22,\n \"time\": 1778296866,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48071496\"\n },\n \"hot_score\": 3.54,\n \"tags\": [\n \"Open Source\",\n \"Business\"\n ]\n },\n {\n \"title_en\": \"A recent experience with ChatGPT 5.5 Pro\",\n \"url\": \"https://gowers.wordpress.com/2026/05/08/a-recent-experience-with-chatgpt-5-5-pro/\",\n \"title_zh\": \"最近使用 ChatGPT 5.5 Pro 的体验\",\n \"created_display\": \"Created: May 08, 2026 / 19:41 PT\",\n \"image_url\": \"https://s0.wp.com/i/blank.jpg?m=1383295312i\",\n \"summary_en\": \"Firsthand take on ChatGPT 5.5 Pro, noting noticeable speed gains and steadier responses, plus improved handling of long conversations. Highlights advantages for developers and power users, but cautions that accuracy can still slip and prompts require careful framing.\",\n \"summary_zh\": \"分享了对 ChatGPT 5.5 Pro 的最新使用感受，指出响应更快、对话更连贯，长上下文处理也有所改善。强调这对开发者和高阶用户有实用价值，但仍需警惕输出的不准确性，并在使用时保持批判性。\",\n \"hn\": {\n \"id\": 48071262,\n \"type\": \"story\",\n \"by\": \"_alternator_\",\n \"score\": 46,\n \"descendants\": 1,\n \"time\": 1778294502,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48071262\"\n },\n \"hot_score\": 2.87,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"AI is breaking two vulnerability cultures\",\n \"url\": \"https://www.jefftk.com/p/ai-is-breaking-two-vulnerability-cultures\",\n \"title_zh\": \"AI 正在打破两种漏洞文化\",\n \"created_display\": \"Created: May 08, 2026 / 10:55 PT\",\n \"image_url\": \"https://www.jefftk.com/jefftk-glyph-framed.jpg\",\n \"summary_en\": \"AI is accelerating vulnerability research and patching, collapsing the old divide between offensive and defensive security cultures. The post argues AI tools change how bugs are discovered, validated, and fixed, urging teams to rethink disclosure, testing, and risk modeling in software.\",\n \"summary_zh\": \"AI 正在加速漏洞研究与修复，打破了旧有的攻击者与防御者漏洞文化之分。AI 工具改变了漏洞的发现、验证与修复方式，促使团队重新审视披露、测试和风险建模等软件开发实践。\",\n \"hn\": {\n \"id\": 48066524,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 298,\n \"descendants\": 124,\n \"time\": 1778262908,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066524\"\n },\n \"tags\": [\n \"AI\",\n \"Security\"\n ],\n \"hot_score\": 2.78\n },\n {\n \"title_en\": \"David Attenborough's 100th Birthday\",\n \"url\": \"https://www.bbc.com/news/articles/cp3pww9g0p5o\",\n \"title_zh\": \"大卫·艾登堡百岁生日\",\n \"created_display\": \"Created: May 08, 2026 / 05:03 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/4ee8/live/01ccbf70-4ace-11f1-a909-a5874e7743fb.jpg\",\n \"summary_en\": \"David Attenborough's centennial marks a landmark career in nature documentary, blending storytelling with scientific communication. The milestone underscores the enduring role of nature programming in science literacy and global environmental awareness.\",\n \"summary_zh\": \"大卫·艾登堡百岁生日标志着他在自然纪录片领域的里程碑式职业生涯，将叙事与科普结合，持续推动科学素养与全球环境意识。\",\n \"hn\": {\n \"id\": 48061884,\n \"type\": \"story\",\n \"by\": \"defrost\",\n \"score\": 528,\n \"descendants\": 100,\n \"time\": 1778241806,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48061884\"\n },\n \"tags\": [\n \"Science\",\n \"Culture\"\n ],\n \"hot_score\": 2.57\n },\n {\n \"title_en\": \"Google Cloud Fraud Defence is just WEI repackaged\",\n \"url\": \"https://privatecaptcha.com/blog/google-cloud-fraud-defence-wei/\",\n \"title_zh\": \"Google Cloud Fraud Defence 实际上是 WEI 的再包装\",\n \"created_display\": \"Created: May 08, 2026 / 06:56 PT\",\n \"image_url\": \"https://privatecaptcha.com/images/pc-logo-dark.svg\",\n \"summary_en\": \"Claims Google Cloud Fraud Defence is not a new product but a repackaged WEI platform. The feature set and data handling reportedly mirror WEI, raising questions about novelty and customer value. If true, the post highlights how cloud vendors leverage existing tech to accelerate go-to-market and blur differentiation.\",\n \"summary_zh\": \"该文声称 Google Cloud Fraud Defence 并非全新产品，而是把 WEI 平台重新包装后推出。具体特征、集成点和数据处理与 WEI 相似，引发对创新性和对客户价值的质疑。若属实，反映云厂商通过再包装工具来加速上市的趋势，或影响市场区分度。\",\n \"hn\": {\n \"id\": 48063199,\n \"type\": \"story\",\n \"by\": \"ribtoks\",\n \"score\": 439,\n \"descendants\": 211,\n \"time\": 1778248570,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063199\"\n },\n \"hot_score\": 2.57,\n \"tags\": [\n \"Business\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Cartoon Network Flash Games\",\n \"url\": \"https://www.webdesignmuseum.org/flash-game-exhibitions/cartoon-network-flash-games\",\n \"title_zh\": \"卡通网络的 Flash 游戏\",\n \"created_display\": \"Created: May 08, 2026 / 09:29 PT\",\n \"image_url\": \"https://www.webdesignmuseum.org/uploaded/exhibitions/cover-flash-games/cartoon-network-flash-games-preview.png\",\n \"summary_en\": \"A retrospective on Cartoon Network's Flash-era games, many of which are now part of digital heritage as browsers retire Flash.\",\n \"summary_zh\": \"回顾卡通网络在 Flash 时代推出的网页游戏，如今随着浏览器逐步淘汰 Flash，这些游戏成为数字遗产的一部分。文中强调游戏的艺术性和玩法对早期网络游戏文化的影响，以及为未来保存这些作品所进行的努力。\",\n \"hn\": {\n \"id\": 48065360,\n \"type\": \"story\",\n \"by\": \"willmeyers\",\n \"score\": 310,\n \"descendants\": 102,\n \"time\": 1778257792,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065360\"\n },\n \"tags\": [\n \"Entertainment\"\n ],\n \"hot_score\": 2.42\n },\n {\n \"title_en\": \"Cloudflare to cut about 20% of its workforce\",\n \"url\": \"https://www.reuters.com/business/world-at-work/cloudflare-cut-over-1100-jobs-2026-05-07/\",\n \"title_zh\": \"Cloudflare 将裁员约 20%\",\n \"created_display\": \"Created: May 07, 2026 / 13:23 PT\",\n \"image_url\": null,\n \"summary_en\": \"Cloudflare plans to cut about 1,100 jobs, roughly 20% of its staff, as part of a strategic restructuring amid macro pressures. The move reflects broader tech layoff trends and the tension between growth, profitability, and the resilience of critical internet infrastructure.\",\n \"summary_zh\": \"Cloudflare 将裁员约 20%，涉及约 1100 名员工，作为战略重组的一部分。此举反映出科技行业的裁员潮以及在维持关键互联网基础设施的同时寻求盈利与增长的挑战。\",\n \"hn\": {\n \"id\": 48054423,\n \"type\": \"story\",\n \"by\": \"PriorityLeft\",\n \"score\": 1285,\n \"descendants\": 927,\n \"time\": 1778185417,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48054423\"\n },\n \"tags\": [\n \"Business\",\n \"DevOps\"\n ],\n \"hot_score\": 2.14\n },\n {\n \"title_en\": \"You gave me a u32. I gave you root. (io_uring ZCRX freelist LPE)\",\n \"url\": \"https://ze3tar.github.io/post-zcrx.html\",\n \"title_zh\": \"你给我一个 u32，我就能拿到 root：基于 io_uring freelist 的本地提权漏洞\",\n \"created_display\": \"Created: May 08, 2026 / 12:40 PT\",\n \"image_url\": null,\n \"summary_en\": \"Researchers describe a local privilege escalation using io_uring's freelist, where a crafted u32 value can corrupt kernel state and grant root access. The bug exposes a class of LPE vectors in async I/O subsystems and stresses the importance of robust freelist validation and timely kernel fixes. Practitioners should monitor for upstream patches and consider mitigations in environments exposing io_uring to untrusted inputs.\",\n \"summary_zh\": \"研究者发现借助 io_uring 的 freelist 可以通过伪造的 u32 值实现本地提权，获得 root 权限。该漏洞暴露了异步 I/O 子系统中 freelist 处理的安全漏洞，凸显需要加强对 freelist 的校验与及时的内核修复。企业应关注上游补丁并在受信任输入环境中实施缓解。\",\n \"hn\": {\n \"id\": 48067734,\n \"type\": \"story\",\n \"by\": \"MrBruh\",\n \"score\": 161,\n \"descendants\": 90,\n \"time\": 1778269239,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067734\"\n },\n \"tags\": [\n \"Security\",\n \"Programming\"\n ],\n \"hot_score\": 1.93\n },\n {\n \"title_en\": \"An Introduction to Meshtastic\",\n \"url\": \"https://meshtastic.org/docs/introduction/\",\n \"title_zh\": \"Meshtastic 入门指南\",\n \"created_display\": \"Created: May 08, 2026 / 04:22 PT\",\n \"image_url\": \"https://meshtastic.org/img/logo.svg\",\n \"summary_en\": \"Meshtastic is an open-source mesh-networking project that enables off-grid text messaging using low-power radios like LoRa. This introduction covers core concepts, components, and practical use cases, plus trade-offs in latency and range compared with cellular networks.\",\n \"summary_zh\": \"Meshtastic 是一个开源网状通信项目，利用低功耗无线电（如 LoRa）在无蜂窝网络的情况下实现短讯传输。本文概述了核心概念、组成部分和典型用例，并讨论了与蜂窝网络相比的延迟和覆盖范围权衡。\",\n \"hn\": {\n \"id\": 48061566,\n \"type\": \"story\",\n \"by\": \"ColinWright\",\n \"score\": 391,\n \"descendants\": 153,\n \"time\": 1778239331,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48061566\"\n },\n \"tags\": [\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 1.79\n },\n {\n \"title_en\": \"A web page that shows you everything the browser told it without asking\",\n \"url\": \"https://sinceyouarrived.world/taken\",\n \"title_zh\": \"网页能看到的浏览器信息全景\",\n \"created_display\": \"Created: May 08, 2026 / 05:37 PT\",\n \"image_url\": \"https://sinceyouarrived.world/api/og-taken\",\n \"summary_en\": \"A page lists all data the browser inherently exposes to a web page, without prompting for permission. It highlights the breadth of telemetry accessible via default APIs, underscoring privacy and security implications for developers and users.\",\n \"summary_zh\": \"该网页列出浏览器默认暴露给网页的全部信息，无需用户授权。内容揭示了通过默认 API 可以获取的大量信息，强调开发者与用户在隐私与安全方面的潜在风险。\",\n \"hn\": {\n \"id\": 48062178,\n \"type\": \"story\",\n \"by\": \"mwheelz\",\n \"score\": 349,\n \"descendants\": 177,\n \"time\": 1778243825,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062178\"\n },\n \"tags\": [\n \"Privacy\",\n \"Security\",\n \"Web\"\n ],\n \"hot_score\": 1.79\n },\n {\n \"title_en\": \"Apple, Intel have reached preliminary chip-making deal\",\n \"url\": \"https://www.reuters.com/business/apple-intel-have-reached-preliminary-chip-making-deal-wsj-reports-2026-05-08/\",\n \"title_zh\": \"苹果与英特尔就芯片制造达成初步协议\",\n \"created_display\": \"Created: May 08, 2026 / 10:25 PT\",\n \"image_url\": null,\n \"summary_en\": \"A preliminary chip-making agreement between Apple and Intel hints at deeper collaboration within the semiconductor ecosystem. The deal could influence foundry capacity, supply chain resilience, and competition in chip manufacturing as Apple explores multiple fabrication channels.\",\n \"summary_zh\": \"苹果与英特尔就芯片制造达成初步协议，暗示在半导体生态系统中可能加深合作。此举或影响产能分配、供应链韧性以及芯片制造领域的竞争格局。\",\n \"hn\": {\n \"id\": 48066169,\n \"type\": \"story\",\n \"by\": \"scrlk\",\n \"score\": 199,\n \"descendants\": 133,\n \"time\": 1778261121,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066169\"\n },\n \"tags\": [\n \"Business\",\n \"Hardware\"\n ],\n \"hot_score\": 1.74\n },\n {\n \"title_en\": \"Canvas online again as ShinyHunters threatens to leak schools’ data\",\n \"url\": \"https://www.theverge.com/tech/926458/canvas-shinyhunters-breach\",\n \"title_zh\": \"ShinyHunters 威胁泄露学校数据后 Canvas 在线恢复\",\n \"created_display\": \"Created: May 07, 2026 / 15:22 PT\",\n \"image_url\": \"https://platform.theverge.com/wp-content/uploads/sites/2/chorus/uploads/chorus_asset/file/25332725/STK419_DEEPFAKE_CVIRGINIA_L.jpg?quality=90&strip=all&crop=0%2C10.732984293194%2C100%2C78.534031413613&w=1200\",\n \"summary_en\": \"Canvas comes back online after a breach tied to ShinyHunters threatening to leak school data, highlighting ongoing edtech security risks. The incident illustrates how student records and school systems remain high-value targets and the importance of rapid incident response and data protection.\",\n \"summary_zh\": \"Canvas 在 ShinyHunters 威胁泄露学校数据的情况下重新上线，凸显教育技术平台的安全风险。事件凸显学生记录与学校系统作为高价值目标的现实，并强调快速应对和数据保护的重要性。\",\n \"hn\": {\n \"id\": 48055913,\n \"type\": \"story\",\n \"by\": \"stefanpie\",\n \"score\": 900,\n \"descendants\": 611,\n \"time\": 1778192541,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48055913\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\",\n \"Education\"\n ],\n \"hot_score\": 1.67\n },\n {\n \"title_en\": \"Maybe you shouldn't install new software for a bit\",\n \"url\": \"https://xeiaso.net/blog/2026/abstain-from-install/\",\n \"title_zh\": \"也许你暂时不该安装新软件\",\n \"created_display\": \"Created: May 07, 2026 / 16:02 PT\",\n \"image_url\": \"https://xeiaso.net/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=v1.25.0-46-gd3a00da\",\n \"summary_en\": \"The author argues against rushing to install new software, urging readers to pause updates while evaluating risk and security implications. Practical tips include staged deployments, prioritizing critical fixes, and verifying supply-chain integrity.\",\n \"summary_zh\": \"作者主张暂缓安装新软件以降低风险，敦促在评估风险与安全影响后再决策更新。文中给出阶段性部署、优先修复关键问题以及核验供应链完整性的做法。\",\n \"hn\": {\n \"id\": 48056227,\n \"type\": \"story\",\n \"by\": \"psxuaw\",\n \"score\": 804,\n \"descendants\": 426,\n \"time\": 1778194931,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056227\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 1.54\n },\n {\n \"title_en\": \"Serving a website on a Raspberry Pi Zero running in RAM\",\n \"url\": \"https://btxx.org/posts/memory/\",\n \"title_zh\": \"在 RAM 中运行的 Raspberry Pi Zero 托管网站\",\n \"created_display\": \"Created: May 08, 2026 / 08:10 PT\",\n \"image_url\": \"https://btxx.org/public/images/pi-zero.png\",\n \"summary_en\": \"Introduction to serving a site from RAM on a Raspberry Pi Zero, using a memory-based filesystem to achieve fast, wear-free hosting. The approach trades persistence for low latency and reduced SD card wear, making it suitable for ephemeral demos and low-traffic setups.\",\n \"summary_zh\": \"介绍在 Raspberry Pi Zero 的内存中运行并托管一个网站，利用内存文件系统实现快速、减少写入磨损的托管。此方法以牺牲持久性换取低延迟和降低 SD 卡磨损，适合短期演示和低流量场景。\",\n \"hn\": {\n \"id\": 48064312,\n \"type\": \"story\",\n \"by\": \"xngbuilds\",\n \"score\": 200,\n \"descendants\": 87,\n \"time\": 1778253035,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48064312\"\n },\n \"tags\": [\n \"Hardware\",\n \"DevOps\"\n ],\n \"hot_score\": 1.33\n },\n {\n \"title_en\": \"Dirtyfrag: Universal Linux LPE\",\n \"url\": \"https://www.openwall.com/lists/oss-security/2026/05/07/8\",\n \"title_zh\": \"Dirtyfrag：通用 Linux 本地提权漏洞\",\n \"created_display\": \"Created: May 07, 2026 / 12:21 PT\",\n \"image_url\": \"https://www.openwall.com/logo.png\",\n \"summary_en\": \"Disclosures describe Dirtyfrag, a Linux local privilege escalation that appears broadly exploitable across distributions. It demonstrates how a single flaw can allow unprivileged processes to gain root access, underscoring the need for timely kernel and library hardening. Vendors are issuing patches and mitigation guidance, and security teams should audit systems for exposure.\",\n \"summary_zh\": \"公开披露显示 Dirtyfrag 是一个看似可跨发行版利用的 Linux 本地提权漏洞，能让非特权进程获得 root。该漏洞凸显了单一缺陷就能影响广泛系统的重要性，促使各厂商发布补丁与缓解措施。安全团队应尽快审查系统暴露面并部署更新。\",\n \"hn\": {\n \"id\": 48053623,\n \"type\": \"story\",\n \"by\": \"flipped\",\n \"score\": 790,\n \"descendants\": 310,\n \"time\": 1778181692,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053623\"\n },\n \"tags\": [\n \"Security\",\n \"Open Source\"\n ],\n \"hot_score\": 1.25\n },\n {\n \"title_en\": \"US Government releases first batch of UAP documents and videos\",\n \"url\": \"https://www.war.gov/UFO/\",\n \"title_zh\": \"美国政府公布第一批 UAP 文件与视频\",\n \"created_display\": \"Created: May 08, 2026 / 05:10 PT\",\n \"image_url\": null,\n \"summary_en\": \"The first batch of UAP documents and videos released by the government provides new material for researchers and the public, signaling a move toward greater transparency. The files invite scrutiny and could spur AI-assisted analysis and cross-industry interest in anomalous aerial data.\",\n \"summary_zh\": \"政府公布第一批 UAP 文件与视频，为研究人员与公众提供了新材料，标志着透明度的提升。这些资料将引发关注，可能促成 AI 辅助分析及跨行业对异常空中数据的兴趣。\",\n \"hn\": {\n \"id\": 48061938,\n \"type\": \"story\",\n \"by\": \"david-gpu\",\n \"score\": 251,\n \"descendants\": 416,\n \"time\": 1778242225,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48061938\"\n },\n \"tags\": [\n \"Science\",\n \"Politics\",\n \"AI\"\n ],\n \"hot_score\": 1.23\n },\n {\n \"title_en\": \"AI slop is killing online communities\",\n \"url\": \"https://rmoff.net/2026/05/06/ai-slop-is-killing-online-communities/\",\n \"title_zh\": \"AI 低质内容正在侵蚀在线社区\",\n \"created_display\": \"Created: May 07, 2026 / 11:46 PT\",\n \"image_url\": \"https://rmoff.net/images/2026/05/IMG_6442.webp\",\n \"summary_en\": \"AI-generated content is flooding forums and comment sections, diluting signal and user trust. Moderation becomes harder as automated posts mimic human behavior, prompting calls for better guidelines, tooling, and community norms. The piece argues for proactive design choices to preserve healthy discourse online.\",\n \"summary_zh\": \"AI 生成的内容大量涌入论坛和评论区，削弱了信息质量和社区信任。随着自动化发帖越来越像真人，社区治理更具挑战性，呼吁更好的准则、工具和治理机制来维护健康讨论。\",\n \"hn\": {\n \"id\": 48053203,\n \"type\": \"story\",\n \"by\": \"thm\",\n \"score\": 782,\n \"descendants\": 683,\n \"time\": 1778179585,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053203\"\n },\n \"tags\": [\n \"AI\",\n \"Culture\"\n ],\n \"hot_score\": 1.2\n },\n {\n \"title_en\": \"Ask HN: We just had an actual UUID v4 collision...\",\n \"url\": \"https://news.ycombinator.com/item?id=48060054\",\n \"title_zh\": \"Ask HN：我们刚刚遇到一次真正的 UUID v4 冲突\",\n \"created_display\": \"Created: May 08, 2026 / 00:57 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"A real UUID v4 collision occurred, a surprising reminder that even with 122 random bits, edge cases happen. The incident prompts developers to consider UUID generation strategies, namespace-based or versioned schemes, and robust collision handling in distributed systems.\",\n \"summary_zh\": \"一次真正的 UUID v4 冲突发生，提醒即使有 122 位随机性也会出现极端情况。此事件促使开发者重新考虑 UUID 生成策略、命名空间或版本化方案，以及在分布式系统中对冲突的鲁棒处理。\",\n \"hn\": {\n \"id\": 48060054,\n \"type\": \"story\",\n \"by\": \"mittermayr\",\n \"score\": 340,\n \"descendants\": 274,\n \"time\": 1778227034,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48060054\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 1.17\n },\n {\n \"title_en\": \"Teaching Claude Why\",\n \"url\": \"https://www.anthropic.com/research/teaching-claude-why\",\n \"title_zh\": \"教会 Claude 为什么\",\n \"created_display\": \"Created: May 08, 2026 / 10:59 PT\",\n \"image_url\": \"https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Knot&backgroundColor=cactus\",\n \"summary_en\": \"Anthropic explores methods to teach Claude to explain its reasoning, enhancing transparency and user trust in large language models. By prompting for justifications and training for verifiable reasoning, the approach aims to reduce hallucinations and improve debuggability in practice.\",\n \"summary_zh\": \"Anthropic 探讨让 Claude 解释自己推理过程的方法，以提高透明度和信任度。通过引导性提示和可验证推理的训练，旨在减少幻觉并提升调试性。\",\n \"hn\": {\n \"id\": 48066592,\n \"type\": \"story\",\n \"by\": \"pretext\",\n \"score\": 119,\n \"descendants\": 52,\n \"time\": 1778263181,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066592\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 1.12\n },\n {\n \"title_en\": \"Valve releases Steam Controller CAD files under Creative Commons license\",\n \"url\": \"https://www.digitalfoundry.net/news/2026/05/valve-releases-steam-controller-cad-files-under-creative-commons-license\",\n \"title_zh\": \"Valve 将 Steam 控制器 CAD 文件以 Creative Commons 许可发布\",\n \"created_display\": \"Created: May 06, 2026 / 08:44 PT\",\n \"image_url\": \"https://images.digitalfoundry.net/19e3ca4a25c2c/large.jpg\",\n \"summary_en\": \"Valve released the Steam Controller's CAD files under a Creative Commons license, enabling makers to study, modify, or 3D print its components. This broadens access to hardware designs and could spur community-driven mods, repairs, and derivative hardware. The takeaway is that open hardware files lower barriers to tinkering and experimentation.\",\n \"summary_zh\": \"Valve 将 Steam 控制器的 CAD 文件以 Creative Commons 授权发布，允许开发者研究、修改乃至3D打印相关部件。此举扩大了硬件设计的获取渠道，可能促成社区驱动的改造、维修与衍生硬件。核心意义在于开源硬件设计降低了再加工的门槛。\",\n \"hn\": {\n \"id\": 48037555,\n \"type\": \"story\",\n \"by\": \"haunter\",\n \"score\": 1717,\n \"descendants\": 584,\n \"time\": 1778082253,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037555\"\n },\n \"tags\": [\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 0.97\n },\n {\n \"title_en\": \"The map that keeps Burning Man honest\",\n \"url\": \"https://www.not-ship.com/burning-man-moop/\",\n \"title_zh\": \"让 Burning Man 公正的 MOOP 地图\",\n \"created_display\": \"Created: May 07, 2026 / 07:06 PT\",\n \"image_url\": \"https://storage.ghost.io/c/f0/60/f060ef3f-d4e0-4af4-9255-1373fbf0a44f/content/images/size/w1200/2026/05/featured-new.jpg\",\n \"summary_en\": \"A Burning Man MOOP mapping tool helps organizers track waste and enforce cleanup rules, keeping the festival honest and environmentally responsible.\",\n \"summary_zh\": \"一张用于追踪MOOP的地图工具帮助 Burning Man 的组织者监控垃圾并执行清理规定，提升活动透明度与环保责任。文章展示开放数据实践如何改进活动治理。\",\n \"hn\": {\n \"id\": 48049653,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 741,\n \"descendants\": 341,\n \"time\": 1778162770,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049653\"\n },\n \"tags\": [\n \"Culture\",\n \"Science\"\n ],\n \"hot_score\": 0.92\n },\n {\n \"title_en\": \"Rumors of my death are slightly exaggerated\",\n \"url\": \"https://news.ycombinator.com/item?id=48037336\",\n \"title_zh\": \"关于我的死亡传闻被略微夸大\",\n \"created_display\": \"Created: May 06, 2026 / 08:24 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"Despite industry chatter about its demise, the subject remains active and evolving. Recent developments hint at continued momentum rather than an end.\",\n \"summary_zh\": \"尽管行业里有死讯传闻，该对象仍在活跃并在演进，最近的进展显示其持续增长的势头而非终结。\",\n \"hn\": {\n \"id\": 48037336,\n \"type\": \"story\",\n \"by\": \"CliffStoll\",\n \"score\": 1575,\n \"descendants\": 242,\n \"time\": 1778081091,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037336\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.89\n },\n {\n \"title_en\": \"ClojureScript Gets Async/Await\",\n \"url\": \"https://clojurescript.org/news/2026-05-07-release\",\n \"title_zh\": \"ClojureScript 新增 Async/Await 支持\",\n \"created_display\": \"Created: May 08, 2026 / 00:04 PT\",\n \"image_url\": \"https://clojurescript.org/images/cljs-logo-60b.png\",\n \"summary_en\": \"ClojureScript adds async/await to simplify asynchronous code in the browser and Node.js environments. The update brings modern JS-style asynchronous patterns to the language and could broaden frontend adoption.\",\n \"summary_zh\": \"ClojureScript 新增对 async/await 的支持，使异步代码在浏览器与 Node.js 中更易编写。更新使语言生态更贴近 JavaScript 的异步模式，可能扩大前端应用的采用。\",\n \"hn\": {\n \"id\": 48059662,\n \"type\": \"story\",\n \"by\": \"Borkdude\",\n \"score\": 265,\n \"descendants\": 70,\n \"time\": 1778223864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059662\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.85\n },\n {\n \"title_en\": \"PC Engine CPU\",\n \"url\": \"https://jsgroth.dev/blog/posts/pc-engine-cpu/\",\n \"title_zh\": \"PC Engine CPU 架构揭秘\",\n \"created_display\": \"Created: May 08, 2026 / 07:14 PT\",\n \"image_url\": null,\n \"summary_en\": \"The PC Engine runs on the HuC6280, a modified 65C02-compatible core with an integrated timer and rich I/O. This piece breaks down how the CPU design balances cost, performance, and timing quirks that influenced both games and emulation.\",\n \"summary_zh\": \"PC Engine 使用经过修改的 HuC6280 CPU，属于改良的 65C02 兼容核心，具备内置定时器和丰富的 I/O。文章解析了该设计如何在成本与性能之间取得平衡，以及对游戏和移植仿真产生的时序特性影响。\",\n \"hn\": {\n \"id\": 48063521,\n \"type\": \"story\",\n \"by\": \"ibobev\",\n \"score\": 135,\n \"descendants\": 57,\n \"time\": 1778249671,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063521\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.81\n },\n {\n \"title_en\": \"Chrome removes claim of On-device Al not sending data to Google Servers\",\n \"url\": \"https://old.reddit.com/r/chrome/comments/1t5qayz/chrome_removes_claim_of_ondevice_al_not_sending/\",\n \"title_zh\": \"Chrome 撤回‘本地 AI 不发送数据给 Google 服务器’的声明\",\n \"created_display\": \"Created: May 07, 2026 / 08:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"Chrome has updated its messaging around on-device AI privacy, removing the claim that on-device processing never transmits data to Google servers. The change underscores ongoing tensions between user privacy, telemetry, and model updates. For users and developers, it highlights the importance of transparent data practices in browser-hosted AI features.\",\n \"summary_zh\": \"Chrome 更新了关于本地化 AI 隐私的表述，撤回了“本地处理不向 Google 服务器发送数据”的说法。这一变动凸显了用户隐私、遥测和模型更新之间的持续博弈，并提醒开发者和用户关注浏览器 AI 功能中的数据透明度。\",\n \"hn\": {\n \"id\": 48050964,\n \"type\": \"story\",\n \"by\": \"newsoftheday\",\n \"score\": 592,\n \"descendants\": 235,\n \"time\": 1778169393,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050964\"\n },\n \"tags\": [\n \"AI\",\n \"Privacy\",\n \"Web\"\n ],\n \"hot_score\": 0.8\n },\n {\n \"title_en\": \"Agents need control flow, not more prompts\",\n \"url\": \"https://bsuh.bearblog.dev/agents-need-control-flow/\",\n \"title_zh\": \"代理需要控制流，而非更多提示\",\n \"created_display\": \"Created: May 07, 2026 / 09:43 PT\",\n \"image_url\": \"https://bsuh.bearblog.dev/static/og-image.png\",\n \"summary_en\": \"Prompt-based thinking has plateaued for coordinating multi-step AI agents. The piece argues that explicit control flow, state machines, and orchestration offer reliability and debuggability that prompts can't. As AI agents tackle more complex workflows, control-flow design becomes essential.\",\n \"summary_zh\": \"用提示词来指挥多步代理的局限性逐渐显现。文章主张通过显式控制流、状态机和任务编排来提升可靠性与可调试性；当代理处理更复杂的工作流时，控制流设计显得至关重要。\",\n \"hn\": {\n \"id\": 48051562,\n \"type\": \"story\",\n \"by\": \"bsuh\",\n \"score\": 561,\n \"descendants\": 276,\n \"time\": 1778172215,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051562\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 0.78\n },\n {\n \"title_en\": \"Mojo 1.0 Beta\",\n \"url\": \"https://mojolang.org/\",\n \"title_zh\": \"Mojo 1.0 测试版\",\n \"created_display\": \"Created: May 07, 2026 / 19:49 PT\",\n \"image_url\": \"https://mojolang.org/img/mojo-social-card.png\",\n \"summary_en\": \"Mojo 1.0 Beta marks a milestone for the Mojo language, blending Python-like ergonomics with systems-level performance via LLVM-backed compilation. The beta signals growing interest in a Python-friendly, high-performance language for AI workloads.\",\n \"summary_zh\": \"Mojo 1.0 测试版标志着这门语言的一个里程碑，将 Python 风格的易用性与 LLVM 支撑的高性能系统级能力结合起来。测试版显示了对面向 AI 工作负载的高性能、易用语言的日益增长兴趣。\",\n \"hn\": {\n \"id\": 48057901,\n \"type\": \"story\",\n \"by\": \"sbt567\",\n \"score\": 323,\n \"descendants\": 198,\n \"time\": 1778208541,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057901\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 0.78\n },\n {\n \"title_en\": \"The React2Shell Story\",\n \"url\": \"https://lachlan.nz/blog/the-react2shell-story/\",\n \"title_zh\": \"React2Shell 的故事\",\n \"created_display\": \"Created: May 08, 2026 / 09:39 PT\",\n \"image_url\": \"https://lachlan.nz/post-images/r2s/Server%20Actions.png\",\n \"summary_en\": \"Tells the backstory of the React2Shell project, illustrating cross-pollination between web UI ideas and shell-like interfaces. Highlights the overheads and surprising insights that emerge when translating React components into a shell-style workflow.\",\n \"summary_zh\": \"讲述 React2Shell 项目的起源和发展，展示 Web UI 思路与 shell 风格工作流之间的交叉。揭示在把 React 组件映射到类 shell 的实现中产生的额外开销和意外收获。\",\n \"hn\": {\n \"id\": 48065511,\n \"type\": \"story\",\n \"by\": \"mufeedvh\",\n \"score\": 97,\n \"descendants\": 5,\n \"time\": 1778258388,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065511\"\n },\n \"hot_score\": 0.77,\n \"tags\": [\n \"Design\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"Nintendo announces price increases for Nintendo Switch 2\",\n \"url\": \"https://www.nintendo.co.jp/corporate/release/en/2026/260508.html\",\n \"title_zh\": \"任天堂宣布对 Nintendo Switch 2 提价\",\n \"created_display\": \"Created: May 07, 2026 / 23:56 PT\",\n \"image_url\": \"https://www.nintendo.co.jp/img/og_nintendo.png\",\n \"summary_en\": \"Nintendo raises prices for the upcoming Switch 2, citing inflation and cost pressures. The move could impact demand in a competitive console market and influence accessory ecosystems and developer planning.\",\n \"summary_zh\": \"任天堂宣布对新一代 Switch 2 提价，理由包括通胀与成本压力。此举可能影响市场需求，并对配件生态与开发者的定价与计划产生影响。\",\n \"hn\": {\n \"id\": 48059606,\n \"type\": \"story\",\n \"by\": \"razorbeamz\",\n \"score\": 219,\n \"descendants\": 206,\n \"time\": 1778223373,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059606\"\n },\n \"tags\": [\n \"Business\",\n \"Gaming\"\n ],\n \"hot_score\": 0.7\n },\n {\n \"title_en\": \"Non-determinism is an issue with patching CVEs\",\n \"url\": \"https://flox.dev/blog/achieving-rapid-cve-remediation-in-an-era-of-escalating-vulnerabilities/\",\n \"title_zh\": \"修补 CVE 时的非确定性问题\",\n \"created_display\": \"Created: May 08, 2026 / 14:23 PT\",\n \"image_url\": \"https://flox.dev/images/blog/desk-with-magnifying-glass.webp\",\n \"summary_en\": \"Non-deterministic behavior in patch deployment can cause inconsistent CVE remediation across systems, complicating verification and rollback. The piece suggests deterministic patching pipelines, reproducible builds, and thorough testing to improve remediation consistency.\",\n \"summary_zh\": \"在打补丁的过程中，非确定性会导致不同系统的修补效果不一致，增加验证和回滚的难度。文章建议建立可重复的补丁流程、使用可重现构建和严格测试来提升修复的一致性。\",\n \"hn\": {\n \"id\": 48068947,\n \"type\": \"story\",\n \"by\": \"mathewpregasen\",\n \"score\": 44,\n \"descendants\": 12,\n \"time\": 1778275387,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48068947\"\n },\n \"tags\": [\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 0.69\n },\n {\n \"title_en\": \"Podman rootless containers and the Copy Fail exploit\",\n \"url\": \"https://garrido.io/notes/podman-rootless-containers-copy-fail/\",\n \"title_zh\": \"Podman 无根容器的 Copy Fail 漏洞\",\n \"created_display\": \"Created: May 08, 2026 / 06:22 PT\",\n \"image_url\": null,\n \"summary_en\": \"Rootless Podman containers can be affected by a Copy Fail exploit that triggers during file copy operations in the container filesystem. The issue can lead to privilege escalation or container escape under certain kernel and namespace configurations. Mitigations include upgrading Podman, applying the latest kernel patches, and reviewing storage driver choices.\",\n \"summary_zh\": \"无根 Podman 容器在容器文件系统的拷贝操作中可能触发 Copy Fail 漏洞，在某些内核与命名空间配置下可能导致权限提升或容器越狱。缓解措施包括升级 Podman、应用最新内核补丁并审查存储驱动选项。\",\n \"hn\": {\n \"id\": 48062745,\n \"type\": \"story\",\n \"by\": \"ggpsv\",\n \"score\": 122,\n \"descendants\": 23,\n \"time\": 1778246553,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062745\"\n },\n \"tags\": [\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 0.67\n },\n {\n \"title_en\": \"How do I deal with memory leaks? (2022)\",\n \"url\": \"https://www.stroustrup.com/bs_faq2.html#memory-leaks\",\n \"title_zh\": \"Bjarne Stroustrup：如何处理内存泄漏？\",\n \"created_display\": \"Created: May 08, 2026 / 10:06 PT\",\n \"image_url\": null,\n \"summary_en\": \"Bjarne Stroustrup discusses memory leaks in a 2022 FAQ, recommending modern C++ practices like RAII, smart pointers, and careful resource management. He emphasizes designing code to avoid leaks from the start and using tooling to detect leaks early.\",\n \"summary_zh\": \"巴兰·斯特鲁斯特鲁普在 2022 年的问答中谈及内存泄漏，推荐现代 C++ 实践如 RAII、智能指针和谨慎的资源管理，强调从设计阶段就避免泄漏，并使用工具尽早发现问题。\",\n \"hn\": {\n \"id\": 48065916,\n \"type\": \"story\",\n \"by\": \"theanonymousone\",\n \"score\": 80,\n \"descendants\": 67,\n \"time\": 1778260019,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065916\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.67\n },\n {\n \"title_en\": \"DeepSeek 4 Flash local inference engine for Metal\",\n \"url\": \"https://github.com/antirez/ds4\",\n \"title_zh\": \"DeepSeek 4：面向 Metal 的本地推理引擎\",\n \"created_display\": \"Created: May 07, 2026 / 08:40 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/81cfc4881ef4ad3653f34ee37858e28367d14efb79212067e4aac6c3e9ea5ff5/antirez/ds4\",\n \"summary_en\": \"DeepSeek 4 Flash runs as a local inference engine optimized for Apple's Metal, enabling on-device ML workloads without cloud dependencies. It aims for fast, low-footprint inference suitable for edge apps and privacy-conscious users. The project highlights ongoing efforts to bring efficient ML at the user device level.\",\n \"summary_zh\": \"DeepSeek 4 作为面向 Apple Metal 的本地推理引擎，支持在设备上运行 ML 推理，避免云端依赖。目标是为边缘应用提供快速、低开销的推理，并强调对隐私的考虑。\",\n \"hn\": {\n \"id\": 48050751,\n \"type\": \"story\",\n \"by\": \"tamnd\",\n \"score\": 469,\n \"descendants\": 138,\n \"time\": 1778168424,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050751\"\n },\n \"tags\": [\n \"AI\",\n \"Hardware\",\n \"Privacy\"\n ],\n \"hot_score\": 0.62\n },\n {\n \"title_en\": \"GeoJSON\",\n \"url\": \"https://geojson.org/\",\n \"title_zh\": \"GeoJSON\",\n \"created_display\": \"Created: May 08, 2026 / 02:55 PT\",\n \"image_url\": null,\n \"summary_en\": \"GeoJSON is a lightweight format for encoding geographic features as JSON. It standardizes points, lines, polygons, and collections, enabling simple sharing and mapping in web apps and GIS workflows.\",\n \"summary_zh\": \"GeoJSON 是一种用 JSON 编码地理要素的轻量格式，支持点、线、面及集合，便于在网页地图和 GIS 工作流中进行简单的共享与可视化。\",\n \"hn\": {\n \"id\": 48060918,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 151,\n \"descendants\": 71,\n \"time\": 1778234137,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48060918\"\n },\n \"tags\": [\n \"Data\",\n \"Web\"\n ],\n \"hot_score\": 0.61\n },\n {\n \"title_en\": \"Show HN: Git for AI Agents\",\n \"url\": \"https://github.com/regent-vcs/re_gent\",\n \"title_zh\": \"Show HN: 面向 AI 代理的 Git\",\n \"created_display\": \"Created: May 08, 2026 / 07:15 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/92efb3e792c4196e2edfe9dd78eaf2e3dfb8ea51179d8401ce742f69615628df/regent-vcs/re_gent\",\n \"summary_en\": \"A lightweight, Git-like tool for coordinating AI agents, enabling versioned sharing of prompts, plans, and state. It aims to improve reproducibility and collaboration among autonomous agents and could inspire new agent-communication patterns.\",\n \"summary_zh\": \"一个简易的类似 Git 的工具，面向 AI 代理的协作与版本控制，支持对提示、计划与状态等进行版本化分享。意在提升可重复性与协作性，并可能引发新的代理间通信模式。\",\n \"hn\": {\n \"id\": 48063548,\n \"type\": \"story\",\n \"by\": \"doshay\",\n \"score\": 96,\n \"descendants\": 46,\n \"time\": 1778249736,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063548\"\n },\n \"tags\": [\n \"Show HN\",\n \"AI\",\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 0.58\n },\n {\n \"title_en\": \"Brazil's Pix payment system faces pressure from Visa and Mastercard\",\n \"url\": \"https://www.elciudadano.com/en/brazils-pix-payment-system-faces-pressure-from-visa-and-mastercard/04/04/\",\n \"title_zh\": \"巴西 Pix 支付体系面临 Visa 与 Mastercard 的压力\",\n \"created_display\": \"Created: May 07, 2026 / 10:42 PT\",\n \"image_url\": \"https://www.elciudadano.com/wp-content/uploads/2019/09/el-ciudadano-img-1.png\",\n \"summary_en\": \"Brazil's Pix system is under pressure from card networks seeking interoperability or competition, raising questions about payment dynamics, fees, and regulatory responses in Latin America. The development could reshape how instant payments coexist with card rails and banks.\",\n \"summary_zh\": \"巴西的 Pix 即时支付体系正面临 Visa 与 Mastercard 的压力，涉及互操作性和竞争格局，可能影响费率、支付生态与监管走向。该动向将影响即时支付与信用卡通道、银行系统的共存方式。\",\n \"hn\": {\n \"id\": 48052371,\n \"type\": \"story\",\n \"by\": \"wslh\",\n \"score\": 367,\n \"descendants\": 311,\n \"time\": 1778175778,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052371\"\n },\n \"tags\": [\n \"Business\",\n \"Finance\",\n \"Politics\"\n ],\n \"hot_score\": 0.54\n },\n {\n \"title_en\": \"Tesla is recalling its cheaper Cybertruck because the wheels might fall off\",\n \"url\": \"https://www.theverge.com/transportation/926741/tesla-cybertruck-cheaper-recall\",\n \"title_zh\": \"特斯拉召回更便宜的 Cybertruck：轮子可能脱落\",\n \"created_display\": \"Created: May 08, 2026 / 06:58 PT\",\n \"image_url\": \"https://platform.theverge.com/wp-content/uploads/sites/2/2026/05/cybertruck-long-range.jpeg?quality=90&strip=all&crop=0,8.1151832460733,100,83.769633507853\",\n \"summary_en\": \"Tesla is recalling its cheaper Cybertruck due to a risk that wheels may detach while driving. The fix involves inspections and component replacements, illustrating safety-focused recalls as new EV platforms scale production.\",\n \"summary_zh\": \"特斯拉因轮子在行驶中可能脱落而召回更便宜的 Cybertruck。召回将涉及对相关部件的检修和更换，反映出新电动车大规模交付阶段的安全召回挑战。\",\n \"hn\": {\n \"id\": 48063240,\n \"type\": \"story\",\n \"by\": \"droidjj\",\n \"score\": 91,\n \"descendants\": 69,\n \"time\": 1778248712,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063240\"\n },\n \"hot_score\": 0.53,\n \"tags\": [\n \"Business\",\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"Natural Language Autoencoders: Turning Claude's Thoughts into Text\",\n \"url\": \"https://www.anthropic.com/research/natural-language-autoencoders\",\n \"title_zh\": \"自然语言自动编码器：把 Claude 的想法转化为文本\",\n \"created_display\": \"Created: May 07, 2026 / 10:54 PT\",\n \"image_url\": \"https://cdn.sanity.io/images/4zrzovbb/website/645f8c90db35a5d392c816a90c806b2904ccad21-1280x720.png\",\n \"summary_en\": \"Researchers explore natural language autoencoders as a way to compress model thoughts into textual representations. The approach aims to store, retrieve, and manipulate internal reasoning as editable text, potentially improving interpretability and memory for large AI systems. It also raises questions about fidelity, control, and how to use such latent text in downstream tasks.\",\n \"summary_zh\": \"研究者将自然语言自动编码器用于把模型内部思维压缩成文本表示，以便存储、检索和编辑。该思路可能提升大型模型的可解释性与记忆能力，但也带来保真度、控制以及在下游任务中的应用挑战。\",\n \"hn\": {\n \"id\": 48052537,\n \"type\": \"story\",\n \"by\": \"instagraham\",\n \"score\": 351,\n \"descendants\": 113,\n \"time\": 1778176442,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052537\"\n },\n \"tags\": [\n \"AI\",\n \"Science\"\n ],\n \"hot_score\": 0.52\n },\n {\n \"title_en\": \"Hackers breach JDownloader's website to serve malware-laced downloads\",\n \"url\": \"https://www.neowin.net/news/if-you-downloaded-this-popular-software-recently-you-might-have-installed-malware/\",\n \"title_zh\": \"黑客入侵 JDownloader 官网，提供带有恶意软件的下载\",\n \"created_display\": \"Created: May 08, 2026 / 05:20 PT\",\n \"image_url\": \"https://cdn.neowin.com/news/images/uploaded/2026/05/1778238416_jdownloader_story.webp\",\n \"summary_en\": \"Hackers breached JDownloader's website to serve malware-laced downloads, highlighting the risk of software-distribution compromises. Users should monitor official advisories and verify downloads/signatures.\",\n \"summary_zh\": \"黑客入侵 JDownloader 官网并分发带有恶意软件的下载包，凸显软件分发环节风险。用户应关注官方公告并核对下载签名。\",\n \"hn\": {\n \"id\": 48062035,\n \"type\": \"story\",\n \"by\": \"bundie\",\n \"score\": 98,\n \"descendants\": 26,\n \"time\": 1778242801,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062035\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.49\n },\n {\n \"title_en\": \"My first in-prod corrupted hard drive problem\",\n \"url\": \"https://blog.pavementlink.ch/2026/05/07/my-first-corrupted-hard-drive-problem/\",\n \"title_zh\": \"我遇到的第一起生产环境中损坏的硬盘问题\",\n \"created_display\": \"Created: May 08, 2026 / 12:35 PT\",\n \"image_url\": \"https://blog.pavementlink.ch/assets/my_first_corrupted_hard_drive_exp/eventviewer_error.jpg\",\n \"summary_en\": \"An engineer recounts their first in-production hard drive corruption, detailing the failover steps, data integrity checks, and lessons learned about backups, monitoring, and hot-swaps. The post emphasizes the importance of early detection, robust disaster recovery plans, and practicing hardware failure scenarios.\",\n \"summary_zh\": \"作者分享在生产环境中遇到的首次硬盘损坏案例，描述故障诊断、数据完整性校验与接管流程。强调及时发现、完善备份与热插拔、以及演练灾难恢复的要点。\",\n \"hn\": {\n \"id\": 48067686,\n \"type\": \"story\",\n \"by\": \"r1chk1t\",\n \"score\": 40,\n \"descendants\": 28,\n \"time\": 1778268936,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067686\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.47\n },\n {\n \"title_en\": \"Hardening Firefox with Claude Mythos Preview\",\n \"url\": \"https://hacks.mozilla.org/2026/05/behind-the-scenes-hardening-firefox/\",\n \"title_zh\": \"用 Claude Mythos Preview 强化 Firefox 安全\",\n \"created_display\": \"Created: May 07, 2026 / 09:05 PT\",\n \"image_url\": \"https://hacks.mozilla.org/wp-content/uploads/2026/05/Cursor_Green_1920x1080-scaled.jpeg\",\n \"summary_en\": \"Firefox gains hardening features via Claude Mythos Preview, illustrating how AI-assisted tooling can tighten browser security and developer workflows. The post shares concrete steps and rationale.\",\n \"summary_zh\": \"Firefox 通过 Claude Mythos Preview 引入安全增强功能，展示了人工智能辅助工具在提升浏览器安全与开发流程方面的潜力。文中给出具体实现步骤与背后的原因。\",\n \"hn\": {\n \"id\": 48051079,\n \"type\": \"story\",\n \"by\": \"HieronymusBosch\",\n \"score\": 328,\n \"descendants\": 141,\n \"time\": 1778169933,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051079\"\n },\n \"tags\": [\n \"Security\",\n \"AI\",\n \"Web\"\n ],\n \"hot_score\": 0.44\n },\n {\n \"title_en\": \"AWS North Virginia data center outage – recovery to take hours\",\n \"url\": \"https://www.cnbc.com/2026/05/08/aws-outage-data-center-fanduel-coinbase.html\",\n \"title_zh\": \"AWS 北弗吉尼亚数据中心故障：恢复需数小时\",\n \"created_display\": \"Created: May 07, 2026 / 20:31 PT\",\n \"image_url\": \"https://image.cnbcfm.com/api/v1/image/108234845-1764632113000-gettyimages-2248079963-20251126SOPAMASL005.jpeg?v=1778252007&w=1920&h=1080\",\n \"summary_en\": \"A major AWS North Virginia data center outage is expected to take hours to recover, affecting many services and customers; the incident underscores the fragility of single-region reliance and the importance of multi-region disaster recovery, geographic redundancy, and careful incident response.\",\n \"summary_zh\": \"AWS 北弗吉尼亚数据中心故障，预计恢复需要数小时，影响广泛。强调对单一区域依赖的脆弱性，以及多区域灾备和周密事件响应的重要性。\",\n \"hn\": {\n \"id\": 48058197,\n \"type\": \"story\",\n \"by\": \"christhecaribou\",\n \"score\": 174,\n \"descendants\": 123,\n \"time\": 1778211118,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058197\"\n },\n \"hot_score\": 0.44,\n \"tags\": [\n \"DevOps\",\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Can LLMs model real-world systems in TLA+?\",\n \"url\": \"https://www.sigops.org/2026/can-llms-model-real-world-systems-in-tla/\",\n \"title_zh\": \"LLMs 能用 TLA+ 建模现实系统吗？\",\n \"created_display\": \"Created: May 08, 2026 / 09:21 PT\",\n \"image_url\": \"https://www.sigops.org/wp-content/uploads/2026/05/sysmobench-1672x941.jpg\",\n \"summary_en\": \"Experiments with using LLMs to model real-world systems in the TLA+ formalism, evaluating where AI-assisted modeling helps or falls short. Finds that while LLMs can draft specifications and suggest invariants, they struggle with rigorous correctness at scale.\",\n \"summary_zh\": \"研究让 LLMs 在 TLA+ 形式化语言中建模现实系统的可能性，评估 AI 辅助建模的优势与局限。结果显示，AI 可以起草规范、给出不变量，但在规模化正确性方面仍存在困难。\",\n \"hn\": {\n \"id\": 48065254,\n \"type\": \"story\",\n \"by\": \"mad\",\n \"score\": 57,\n \"descendants\": 9,\n \"time\": 1778257316,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065254\"\n },\n \"hot_score\": 0.43,\n \"tags\": [\n \"AI\",\n \"Science\"\n ]\n },\n {\n \"title_en\": \"AlphaEvolve: Gemini-powered coding agent scaling impact across fields\",\n \"url\": \"https://deepmind.google/blog/alphaevolve-impact/\",\n \"title_zh\": \"AlphaEvolve：以 Gemini 驱动的编码代理在各领域扩展影响\",\n \"created_display\": \"Created: May 07, 2026 / 08:02 PT\",\n \"image_url\": \"https://lh3.googleusercontent.com/UNlyTVoqkmAoTzbbF4QRoPXr-X-QBkXeVpcHxIjte0y5mn_f6ZYHVsynQswOhGLJx-7hnbwt1NcTOQDQoCbum3-l8wPPP5dC6kw0tGmBQAw60nEHog=w1200-h630-n-nu-rw\",\n \"summary_en\": \"AlphaEvolve uses a Gemini-powered coding agent to automate coding tasks and assist across domains beyond software development. The approach shows how AI agents can scale from code generation to research, data analysis, and product-building, potentially speeding up timelines.\",\n \"summary_zh\": \"AlphaEvolve 利用 Gemini 支撑的编码代理来自动化编码任务并扩展至非软件领域的应用。该方法展示了 AI 代理如何将代码生成能力扩展到研究、数据分析和产品开发，从而加速项目进程。\",\n \"hn\": {\n \"id\": 48050278,\n \"type\": \"story\",\n \"by\": \"berlianta\",\n \"score\": 319,\n \"descendants\": 139,\n \"time\": 1778166140,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050278\"\n },\n \"tags\": [\n \"AI\",\n \"Startups\"\n ],\n \"hot_score\": 0.41\n },\n {\n \"title_en\": \"I want to live like Costco people\",\n \"url\": \"https://tastecooking.com/i-want-to-live-like-costco-people/\",\n \"title_zh\": \"我想过像 Costco 那样生活\",\n \"created_display\": \"Created: May 07, 2026 / 08:19 PT\",\n \"image_url\": \"https://tastecooking.com/wp-content/uploads/2026/05/COSTCO_SOCIAL-scaled.jpg\",\n \"summary_en\": \"An essay exploring the Costco lifestyle—bulk buying, long memberships, and frugal routines—as a model for efficiency and minimalism. It argues that adopting Costco-like habits can simplify decision fatigue, cut waste, and emphasize value over novelty in everyday consumption.\",\n \"summary_zh\": \"本文探讨 Costco 式的生活方式——囤货、长期会员、简洁的日常习惯——作为提升效率与简约的范式。作者认为采用 Costco 风格的做法可以降低决策疲劳、减少浪费，并让日常消费更注重性价比。\",\n \"hn\": {\n \"id\": 48050499,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 311,\n \"descendants\": 659,\n \"time\": 1778167167,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050499\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.41\n },\n {\n \"title_en\": \"When is your birthday? The math behind hash collisions\",\n \"url\": \"https://0xkrt26.github.io/math_behind_security/2026/05/08/birthday-problem.html\",\n \"title_zh\": \"你生日是哪天？哈希冲突背后的数学\",\n \"created_display\": \"Created: May 08, 2026 / 13:18 PT\",\n \"image_url\": null,\n \"summary_en\": \"Examines the birthday paradox as it applies to hash collisions, explaining how collision probability grows with the number of samples and the size of the hash space. Keeps math intuitive, with practical implications for choosing hash sizes and understanding cryptographic risk.\",\n \"summary_zh\": \"以生日悖论为线索解释哈希冲突的数学原理，讲清冲突概率随样本量和哈希空间大小的关系。给出对选择哈希位数和理解密码风险的直观提示。\",\n \"hn\": {\n \"id\": 48068254,\n \"type\": \"story\",\n \"by\": \"denismenace\",\n \"score\": 31,\n \"descendants\": 4,\n \"time\": 1778271519,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48068254\"\n },\n \"hot_score\": 0.4,\n \"tags\": [\n \"Science\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"GPT-5.5 Price Increase: What It Costs\",\n \"url\": \"https://openrouter.ai/announcements/gpt55-cost-analysis\",\n \"title_zh\": \"GPT-5.5 价格上涨：成本是多少\",\n \"created_display\": \"Created: May 07, 2026 / 18:02 PT\",\n \"image_url\": \"https://openrouter.ai/dynamic-og?title=GPT-5.5+Price+Increase%3A+What+It+Actually+Costs&description=OpenAI+doubled+per-token+prices+with+GPT-5.5+but+the+model+is+less+verbose.+We+measured+real+usage+to+see+the+net+cost+impact.\",\n \"summary_en\": \"A breakdown of the price increase for GPT-5.5, detailing how costs scale with usage, hardware, and service tiers. The analysis helps teams model budget impact for API workloads and plan capacity as new models come online.\",\n \"summary_zh\": \"对 GPT-5.5 的定价上涨进行分解，阐述使用量、硬件与服务层级如何影响成本。此分析帮助团队评估 API 工作负载的预算影响，并为新模型上线时的容量规划提供参考。\",\n \"hn\": {\n \"id\": 48057209,\n \"type\": \"story\",\n \"by\": \"gmays\",\n \"score\": 183,\n \"descendants\": 54,\n \"time\": 1778202148,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057209\"\n },\n \"tags\": [\n \"Business\",\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 0.39\n },\n {\n \"title_en\": \"Programming Still Sucks\",\n \"url\": \"https://www.stvn.sh/writing/programming-still-sucks-fqffhyp\",\n \"title_zh\": \"编程仍然很糟糕\",\n \"created_display\": \"Created: May 06, 2026 / 12:06 PT\",\n \"image_url\": null,\n \"summary_en\": \"A provocative essay argues that programming remains challenging due to fragmentation, tool churn, and misaligned incentives, urging improvements in tooling, processes, and collaboration to ease developers' pain.\",\n \"summary_zh\": \"这篇挑衅性文章认为编程仍然困难，原因包括工具生态碎片化、工具更新换代频繁以及激励机制错配。作者提出通过改进工具链、流程与协作来缓解开发者痛苦的建议。\",\n \"hn\": {\n \"id\": 48040269,\n \"type\": \"story\",\n \"by\": \"jeromechoo\",\n \"score\": 596,\n \"descendants\": 300,\n \"time\": 1778094401,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48040269\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.37\n },\n {\n \"title_en\": \"Nonprofit hospitals spend billions on consultants with no clear effect\",\n \"url\": \"https://www.uchicagomedicine.org/forefront/research-and-discoveries-articles/nonprofit-hospitals-spend-billions-on-management-consultants\",\n \"title_zh\": \"非营利医院在管理顾问上花费数十亿美元却未见明显成效\",\n \"created_display\": \"Created: May 07, 2026 / 15:54 PT\",\n \"image_url\": \"https://edge.sitecorecloud.io/unichicagomc-81nbqnb3/media/images/ucmc/forefront/channel-pages/research-and-discoveries/universal/money-stethascope_1664x938.jpg?h=938&iar=0&w=1664\",\n \"summary_en\": \"Nonprofit hospitals spend billions on management consultants with little measurable impact on outcomes, prompting questions about the value of external advice in healthcare systems. The finding suggests rethinking procurement and internal capability-building.\",\n \"summary_zh\": \"非营利医院在管理咨询上的支出达到数十亿美元，但对结果的可量化影响甚微，引发对外部咨询在医疗体系中的价值的讨论。研究或促使重新审视采购与内部能力建设的策略。\",\n \"hn\": {\n \"id\": 48056158,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 178,\n \"descendants\": 70,\n \"time\": 1778194474,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056158\"\n },\n \"tags\": [\n \"Health\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"OpenAI's WebRTC problem\",\n \"url\": \"https://moq.dev/blog/webrtc-is-the-problem/\",\n \"title_zh\": \"OpenAI 的 WebRTC 问题\",\n \"created_display\": \"Created: May 07, 2026 / 10:11 PT\",\n \"image_url\": \"https://moq.dev/blog/webrtc-is-the-problem/rtt.png\",\n \"summary_en\": \"Discusses a WebRTC-related hurdle in OpenAI's stack, with reliability and compatibility frictions affecting real-time features. The post identifies root challenges and suggests practical workarounds or design implications for building browser-based AI apps.\",\n \"summary_zh\": \"分析 OpenAI WebRTC 的若干瓶颈，实时特性在浏览器中的兼容性和稳定性仍是挑战。给出可能的原因和对策，提醒前端开发者在构建 AI 驱动的实时应用时需要考虑的设计取舍。\",\n \"hn\": {\n \"id\": 48051951,\n \"type\": \"story\",\n \"by\": \"atgctg\",\n \"score\": 216,\n \"descendants\": 58,\n \"time\": 1778173919,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051951\"\n },\n \"hot_score\": 0.31,\n \"tags\": [\n \"Web\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Court to DOGE: Asking ChatGPT 'Is This DEI?' Is Not Proper Legal Process\",\n \"url\": \"https://www.techdirt.com/2026/05/08/court-to-doge-bros-asking-chatgpt-yo-is-this-dei-is-not-proper-legal-process-also-a-first-amendment-violation/\",\n \"title_zh\": \"法院：让 ChatGPT 判断 ‘Is This DEI?’ 不是正当法律程序\",\n \"created_display\": \"Created: May 08, 2026 / 10:14 PT\",\n \"image_url\": \"https://www.techdirt.com/wp-content/themes/techdirt/assets/images/td-rect-logo-white.png\",\n \"summary_en\": \"A court cautions that using a language model to decide if something qualifies as DEI is not proper legal process and may violate due process. The ruling underscores limits of AI in legal decision-making and the need for human judgment in sensitive cases.\",\n \"summary_zh\": \"法院提醒用语言模型判断某事是否属于 DEI 并非正当的法律程序，可能侵犯正当程序。这一裁决凸显人工智能在法律决策中的局限性，以及在敏感案件中需要人类判断。\",\n \"hn\": {\n \"id\": 48066038,\n \"type\": \"story\",\n \"by\": \"hn_acker\",\n \"score\": 37,\n \"descendants\": 7,\n \"time\": 1778260492,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066038\"\n },\n \"hot_score\": 0.31,\n \"tags\": [\n \"Legal\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Plasticity and language in the anaesthetized human hippocampus\",\n \"url\": \"https://www.bcm.edu/news/researchers-discover-advanced-language-processing-in-the-unconscious-human-brain\",\n \"title_zh\": \"麻醉下人类海马体的语言可塑性\",\n \"created_display\": \"Created: May 07, 2026 / 16:06 PT\",\n \"image_url\": \"https://www.bcm.edu/sites/default/files/2024-07/brain-ocd.jpg\",\n \"summary_en\": \"Researchers report that the hippocampus can show language-related plasticity even under anesthesia, suggesting unconscious processing survives certain cognitive tasks. The finding challenges assumptions about neural shutdown during sleep or sedation.\",\n \"summary_zh\": \"研究显示即使在麻醉状态下，海马体仍可出现与语言相关的可塑性，暗示潜意识层面的语言处理仍在进行。这一发现挑战了人们对睡眠或镇静时大脑功能“关闭”的常规认知。\",\n \"hn\": {\n \"id\": 48056268,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 140,\n \"descendants\": 60,\n \"time\": 1778195204,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056268\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.27\n },\n {\n \"title_en\": \"QBE – Compiler Back End\",\n \"url\": \"https://c9x.me/compile/\",\n \"title_zh\": \"QBE：编译器后端\",\n \"created_display\": \"Created: May 08, 2026 / 00:00 PT\",\n \"image_url\": \"https://c9x.me/compile/logo.png\",\n \"summary_en\": \"QBE is a compact, retargetable compiler backend designed to ease code generation and experimentation. It emphasizes a clean intermediate representation and portable code emission, appealing to language researchers and hobbyists.\",\n \"summary_zh\": \"QBE 是一个紧凑且可重定位的编译器后端，旨在简化代码生成与实验探索。它强调干净的中间表示和可移植的输出，适合语言研究者与爱好者使用。\",\n \"hn\": {\n \"id\": 48059633,\n \"type\": \"story\",\n \"by\": \"smartmic\",\n \"score\": 81,\n \"descendants\": 24,\n \"time\": 1778223625,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059633\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.26\n },\n {\n \"title_en\": \"Blaise – A modern self-hosting zero-legacy Object Pascal compiler targeting QBE\",\n \"url\": \"https://github.com/graemeg/blaise\",\n \"title_zh\": \"Blaise：面向 QBE 的现代自托管、零遗留 Object Pascal 编译器\",\n \"created_display\": \"Created: May 07, 2026 / 21:44 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/22e7eeb378c4c52b8aebce40a606f3daf2c0ecc02cb480c33d30c068920071aa/graemeg/blaise\",\n \"summary_en\": \"Blaise is a modern self-hosting Object Pascal compiler that aims to shed legacy baggage and target the QBE backend. The project emphasizes self-hosting capabilities and a clean, minimal toolchain, enabling Pascal development with a contemporary stack.\",\n \"summary_zh\": \"Blaise 是一个现代的自托管 Object Pascal 编译器，目标是抛弃遗留负担并对接 QBE 后端。该项目强调自托管能力和简洁的工具链，为 Pascal 开发提供现代化的堆栈。\",\n \"hn\": {\n \"id\": 48058644,\n \"type\": \"story\",\n \"by\": \"peter_d_sherman\",\n \"score\": 92,\n \"descendants\": 47,\n \"time\": 1778215442,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058644\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\",\n \"Web\"\n ],\n \"hot_score\": 0.25\n },\n {\n \"title_en\": \"GNU IFUNC is the real culprit behind CVE-2024-3094\",\n \"url\": \"https://github.com/robertdfrench/ifuncd-up\",\n \"title_zh\": \"GNU IFUNC是CVE-2024-3094真正罪魁祸首\",\n \"created_display\": \"Created: May 07, 2026 / 17:03 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/824707729/6c1c05bd-59f2-4874-af77-31faee285f2a\",\n \"summary_en\": \"A technical analysis argues that GNU IFUNC is the true driver behind CVE-2024-3094, highlighting how dynamic symbol resolution can create attack surfaces in software. The piece serves as a cautionary note about low-level kernel and libc vulnerabilities.\",\n \"summary_zh\": \"技术分析声称GNU IFUNC才是CVE-2024-3094的真正根因，强调动态符号解析如何在软件中暴露攻击面。这一结论提醒开发者关注底层内核与C库的潜在漏洞。\",\n \"hn\": {\n \"id\": 48056749,\n \"type\": \"story\",\n \"by\": \"foltik\",\n \"score\": 117,\n \"descendants\": 53,\n \"time\": 1778198618,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056749\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.24\n },\n {\n \"title_en\": \"The Self-Cancelling Subscription\",\n \"url\": \"https://predr.ag/blog/the-self-cancelling-subscription/\",\n \"title_zh\": \"自我取消订阅\",\n \"created_display\": \"Created: May 07, 2026 / 07:15 PT\",\n \"image_url\": \"https://predr.ag/assets/2026-04-01-the-self-cancelling-subscription/self-cancelling-subscription.jpg\",\n \"summary_en\": \"A self-cancelling subscription model ends automatically after a defined period or condition, removing long-term commitment friction. The concept prompts rethinking retention strategies and value delivery for subscription products.\",\n \"summary_zh\": \"自我取消订阅模型在达到设定条件或时间后自动结束，消除了长期绑定的摩擦。该思路促使人们重新审视订阅产品的留存策略与价值交付。\",\n \"hn\": {\n \"id\": 48049764,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 174,\n \"descendants\": 73,\n \"time\": 1778163316,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049764\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.22\n },\n {\n \"title_en\": \"Two Home Affairs officials suspended after AI 'hallucinations' found\",\n \"url\": \"https://www.citizen.co.za/news/home-affairs-officials-suspended-ai-hallucinations/\",\n \"title_zh\": \"两名内政部官员因 AI '幻觉' 被停职\",\n \"created_display\": \"Created: May 07, 2026 / 12:38 PT\",\n \"image_url\": \"https://media.citizen.co.za/wp-content/uploads/2026/05/AI.jpg\",\n \"summary_en\": \"An investigation found that an AI system produced hallucinations affecting decisions, leading to the suspension of two Home Affairs officials. The case underscores governance and reliability challenges when government workflows depend on AI tools.\",\n \"summary_zh\": \"调查发现某 AI 系统出现幻觉式输出，影响决策，因此两名内政部官员被停职。此案凸显政府工作流程对 AI 工具的治理与可靠性挑战。\",\n \"hn\": {\n \"id\": 48053842,\n \"type\": \"story\",\n \"by\": \"jruohonen\",\n \"score\": 133,\n \"descendants\": 34,\n \"time\": 1778182716,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053842\"\n },\n \"tags\": [\n \"AI\",\n \"Politics\"\n ],\n \"hot_score\": 0.21\n },\n {\n \"title_en\": \"Show HN: GETadb.com – every GET request creates a DB\",\n \"url\": \"https://www.getadb.com/\",\n \"title_zh\": \"Show HN：GETadb.com——每个 GET 请求都会创建一个数据库\",\n \"created_display\": \"Created: May 08, 2026 / 09:17 PT\",\n \"image_url\": null,\n \"summary_en\": \"GETadb.com is a tiny service that records every HTTP GET request as a database row, enabling instant, auditable traces of visited routes. The idea showcases how simple endpoints can enable powerful visibility into web traffic and can inspire lightweight observability tooling.\",\n \"summary_zh\": \"GETadb.com 是一个小型服务，通过将每次 HTTP GET 请求写入数据库实现对访问路径的可审计追踪，展示了简单端点也能带来强大的可观测性，并可能成为轻量级观测工具的灵感。\",\n \"hn\": {\n \"id\": 48065203,\n \"type\": \"story\",\n \"by\": \"nezaj\",\n \"score\": 29,\n \"descendants\": 38,\n \"time\": 1778257057,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065203\"\n },\n \"tags\": [\n \"Show HN\",\n \"Web\",\n \"Data\"\n ],\n \"hot_score\": 0.21\n },\n {\n \"title_en\": \"RSS feeds send me more traffic than Google\",\n \"url\": \"https://shkspr.mobi/blog/2026/05/rss-feeds-send-me-more-traffic-than-google/\",\n \"title_zh\": \"RSS 订阅源带来比 Google 更多流量\",\n \"created_display\": \"Created: May 06, 2026 / 17:40 PT\",\n \"image_url\": \"https://shkspr.mobi/blog/wp-content/uploads/2026/05/page-views.webp\",\n \"summary_en\": \"A blogger reports that RSS feeds drive more visits to their site than Google search, highlighting the enduring value of feed readers and subscription-based readership. The post argues feeds offer stable, engaged readership that resists over-reliance on search algorithms.\",\n \"summary_zh\": \"作者表示 RSS 订阅源带来比 Google 还多的流量，凸显订阅制与订阅型读者的价值。该观点强调 RSS 能提供稳定、参与度高的受众，抵御对搜索算法的过度依赖。\",\n \"hn\": {\n \"id\": 48043964,\n \"type\": \"story\",\n \"by\": \"SpyCoder77\",\n \"score\": 263,\n \"descendants\": 70,\n \"time\": 1778114406,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48043964\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"Gambling ads on social media reach more than twice as many men as women: study\",\n \"url\": \"https://www.cam.ac.uk/research/news/gambling-ads-on-social-media-reach-more-than-twice-as-many-men-as-women\",\n \"title_zh\": \"社交媒体赌博广告对男性覆盖量是女性的两倍以上：研究\",\n \"created_display\": \"Created: May 07, 2026 / 16:17 PT\",\n \"image_url\": \"https://www.cam.ac.uk/sites/default/files/news/news/gettyimages-1426353191-dp.jpg\",\n \"summary_en\": \"Study finds gambling ads on social platforms reach twice as many men as women, signaling gendered exposure and potential risk, particularly for vulnerable groups. The result has implications for platform advertising policies and public health considerations.\",\n \"summary_zh\": \"研究发现社交媒体上的博彩广告对男性的覆盖量明显高于女性，超过两倍，揭示性别化曝光与潜在风险，尤其对易受影响群体。该结果对平台广告政策与公共卫生具有重要影响。\",\n \"hn\": {\n \"id\": 48056359,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 89,\n \"descendants\": 62,\n \"time\": 1778195823,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056359\"\n },\n \"tags\": [\n \"Science\",\n \"Health\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"Judge rules DOGE cancellation of humanities grants was unconstitutional\",\n \"url\": \"https://apnews.com/article/trump-doge-humanities-funding-cuts-dda1383436c41be08da3bbf7cc08818e\",\n \"title_zh\": \"法官裁定 DOGE 取消人文类拨款被判违宪\",\n \"created_display\": \"Created: May 08, 2026 / 15:06 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/1c00acc/2147483647/strip/true/crop/6000x3998+0+1/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2Fd9%2Fbf%2Fdc0647cb38ff6c3016b3c75b79f2%2F5d3e88baec4c4878b1272b7977101d65\",\n \"summary_en\": \"A court ruled that the DOGE's cancellation of humanities grants was unconstitutional, potentially requiring restoration of funding and setting a precedent on public or quasi-public funding decisions. The decision invites scrutiny of political interference in arts and humanities funding and how such actions can face legal challenges.\",\n \"summary_zh\": \"法院裁定 DOGE 取消人文类拨款的行为违宪，可能要求恢复拨款并对公共资金决策设立先例。此判决引发对政治干预艺术与人文资助的审视，以及此类举动如何面临法律挑战。\",\n \"hn\": {\n \"id\": 48069354,\n \"type\": \"story\",\n \"by\": \"1659447091\",\n \"score\": 10,\n \"descendants\": 3,\n \"time\": 1778277979,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48069354\"\n },\n \"hot_score\": 0.17,\n \"tags\": [\n \"Legal\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"Singapore introduces caning for boys who bully others at school\",\n \"url\": \"https://www.theguardian.com/world/2026/may/06/singapore-caning-school-bullies\",\n \"title_zh\": \"新加坡对校园霸凌的男生实施鞭笞处罚\",\n \"created_display\": \"Created: May 05, 2026 / 23:29 PT\",\n \"image_url\": \"https://i.guim.co.uk/img/media/86ec731f883bf7323f947a4361cd8e6a97e55906/501_0_5000_4000/master/5000.jpg?width=1200&height=630&quality=85&auto=format&fit=crop&precrop=40:21,offset-x50,offset-y0&overlay-align=bottom%2Cleft&overlay-width=100p&overlay-base64=L2ltZy9zdGF0aWMvb3ZlcmxheXMvdGctZGVmYXVsdC5wbmc&enable=upscale&s=79aaafa1086b2db25f6bef3718c1989a\",\n \"summary_en\": \"Singapore approves corporal punishment for school bullies, sparking debate over effectiveness, ethics, and student welfare. The policy signals a hard line on bullying but raises concerns about proportionality and long-term impacts.\",\n \"summary_zh\": \"新加坡宣布对校园霸凌者实施鞭笞等体罚措施，引发关于效果、伦理与学生福祉的讨论。此举硬性打击校园欺凌，但也引发对处罚比例与长期影响的担忧。\",\n \"hn\": {\n \"id\": 48032968,\n \"type\": \"story\",\n \"by\": \"rustoo\",\n \"score\": 337,\n \"descendants\": 532,\n \"time\": 1778048993,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032968\"\n },\n \"tags\": [\n \"Politics\",\n \"Education\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Pinocchio is weirder than you remembered\",\n \"url\": \"https://storica.club/blog/pinocchio-in-italian/\",\n \"title_zh\": \"木偶奇遇记比你记得的更怪\",\n \"created_display\": \"Created: May 06, 2026 / 05:27 PT\",\n \"image_url\": \"https://storica.club/assets/og-image.png\",\n \"summary_en\": \"Pinocchio's tale reveals more linguistic quirks and cultural nuances in Italian storytelling than commonly assumed.\",\n \"summary_zh\": \"本文从语言与文化的视角，揭示意大利叙事中《木偶奇遇记》所具有的独特怪诞与细微差异，关注语言、翻译与民间传说如何塑造这一经典角色。\",\n \"hn\": {\n \"id\": 48035420,\n \"type\": \"story\",\n \"by\": \"cemsakarya\",\n \"score\": 297,\n \"descendants\": 127,\n \"time\": 1778070427,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48035420\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Principles for agent-native CLIs\",\n \"url\": \"https://twitter.com/trevin/status/2051316002730991795\",\n \"title_zh\": \"面向代理的原生 CLI 原则\",\n \"created_display\": \"Created: May 07, 2026 / 10:40 PT\",\n \"image_url\": \"https://pbs.twimg.com/media/HHN5QmAaYAA-lJO.jpg:large\",\n \"summary_en\": \"Designing CLIs that work with AI agents requires clear guidance on reliability, observability, and security. The principles outline how to keep interactions predictable, support reproducible results, and avoid leaking prompts or secret data. These guidelines help engineers build safer, more maintainable AI-powered tooling.\",\n \"summary_zh\": \"为 AI 代理设计原生 CLI 需要强调可靠性、可观测性与安全性。原则强调保持交互可预测、结果可复现，并防止提示或敏感数据泄露，帮助工程师构建更安全、易维护的 AI 工具。\",\n \"hn\": {\n \"id\": 48052333,\n \"type\": \"story\",\n \"by\": \"blumpy22\",\n \"score\": 101,\n \"descendants\": 49,\n \"time\": 1778175605,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052333\"\n },\n \"tags\": [\n \"Programming\",\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Dirty Frag: Universal Linux LPE\",\n \"url\": \"https://github.com/V4bel/dirtyfrag\",\n \"title_zh\": \"Dirty Frag：通用的 Linux 本地提权漏洞\",\n \"created_display\": \"Created: May 08, 2026 / 13:36 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/507935b60863da955d448e19887e4208dd36e0dc196adc137d3c70b0b911d6d4/V4bel/dirtyfrag\",\n \"summary_en\": \"Introducing Dirty Frag, a demonstration of a universal Linux local privilege escalation technique, illustrating how flexible bug chaining can yield root access from unprivileged code. The work underlines persistent kernel vulnerabilities and the need for hardened kernel configs, prompt patches, and defense-in-depth in Linux deployments.\",\n \"summary_zh\": \"Dirty Frag 展示了一种通用的 Linux 本地提权技术，演示了如何通过漏洞链从普通用户获得 root。该工作凸显了内核层漏洞的持续风险，强调在 Linux 系统中需要更强的内核加固、及时修补与防御深度。\",\n \"hn\": {\n \"id\": 48068475,\n \"type\": \"story\",\n \"by\": \"unbeli\",\n \"score\": 12,\n \"descendants\": 1,\n \"time\": 1778272611,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48068475\"\n },\n \"hot_score\": 0.15,\n \"tags\": [\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Show HN: TRUST – Coding Rust like it's 1989\",\n \"url\": \"https://github.com/wojtczyk/trust\",\n \"title_zh\": \"Show HN：我用 Rust 编程像 1989 年一样\",\n \"created_display\": \"Created: May 06, 2026 / 22:58 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/0cf54f5f3f8448975d7e11008f457b88577e490bac8fd095bc7c824a216162c8/wojtczyk/trust\",\n \"summary_en\": \"Show HN: Trust reimagines Rust coding with a retro,1989-inspired approach, highlighting how constraint-driven tooling can inform modern systems programming ergonomics.\",\n \"summary_zh\": \"Show HN：Trust 将 Rust 编程与 1989 年的编程风格相结合，强调受限工具链如何影响现代系统编程的体验与设计。\",\n \"hn\": {\n \"id\": 48045939,\n \"type\": \"story\",\n \"by\": \"wojtczyk\",\n \"score\": 147,\n \"descendants\": 78,\n \"time\": 1778133532,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48045939\"\n },\n \"tags\": [\n \"Show HN\",\n \"Programming\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"Roadside Attraction\",\n \"url\": \"https://theoffingmag.com/essay/roadside-attraction/\",\n \"title_zh\": \"Show HN：路边景点\",\n \"created_display\": \"Created: May 08, 2026 / 12:43 PT\",\n \"image_url\": \"https://theoffingmag.com/wp-content/uploads/2026/05/gabriel-tovar-zn64cXlPGKY-unsplash-scaled.jpg\",\n \"summary_en\": \"A reflective essay examining roadside attractions as modern myths, exploring how they shape travel culture, memory, and perception of place.\",\n \"summary_zh\": \"本文对路边景点这一文化现象进行反思，探讨它们如何成为现代神话、塑造旅行文化、记忆与地点感知。\",\n \"hn\": {\n \"id\": 48067764,\n \"type\": \"story\",\n \"by\": \"aways\",\n \"score\": 12,\n \"descendants\": 3,\n \"time\": 1778269384,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067764\"\n },\n \"hot_score\": 0.13,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Creating for a niche\",\n \"url\": \"https://www.davesnider.com/posts/working-in-a-niche\",\n \"title_zh\": \"为小众市场而创作\",\n \"created_display\": \"Created: May 07, 2026 / 12:32 PT\",\n \"image_url\": \"https://files.davesnider.com/2026MAY/p4K8ox2SKaY6UtNw.png\",\n \"summary_en\": \"The piece argues about building for a niche audience, weighing depth and differentiation against broader reach. It offers strategies for sustainable impact, such as specializing, community-building, and incremental product improvements.\",\n \"summary_zh\": \"文章讨论面向小众受众进行创作的取舍，强调在深耕与差异化之间取得平衡。给出可执行的思路，如专业化、社区建设和渐进式迭代等。\",\n \"hn\": {\n \"id\": 48053770,\n \"type\": \"story\",\n \"by\": \"snide\",\n \"score\": 73,\n \"descendants\": 7,\n \"time\": 1778182353,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053770\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.12\n },\n {\n \"title_en\": \"Digging into Drama at the Document Foundation\",\n \"url\": \"https://lwn.net/Articles/1066418/\",\n \"title_zh\": \"深入 Document Foundation 的风波\",\n \"created_display\": \"Created: May 07, 2026 / 20:51 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"An exploration of governance friction and internal drama at the Document Foundation, the umbrella organization behind LibreOffice. The piece analyzes how organizational tensions affect development priorities, contributor morale, and the project’s long-term health.\",\n \"summary_zh\": \"对 LibreOffice 背后机构 Document Foundation 的治理摩擦与内部风波进行了深入分析，探讨组织紧张关系如何影响开发优先级、贡献者士气及项目的长期健康。\",\n \"hn\": {\n \"id\": 48058337,\n \"type\": \"story\",\n \"by\": \"signa11\",\n \"score\": 49,\n \"descendants\": 10,\n \"time\": 1778212319,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058337\"\n },\n \"tags\": [\n \"Open Source\",\n \"Politics\",\n \"Health\"\n ],\n \"hot_score\": 0.12\n },\n {\n \"title_en\": \"US will start revoking passports for parents who owe child support\",\n \"url\": \"https://apnews.com/article/passports-unpaid-child-support-penalty-state-department-42d90cfa8a06ee349bb9145f668919b6\",\n \"title_zh\": \"美国将撤销拖欠子女抚养费者的护照\",\n \"created_display\": \"Created: May 07, 2026 / 20:52 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/feb0c7c/2147483647/strip/true/crop/6636x4422+42+0/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2F10%2F23%2Fb8137c4ddbbbfffebb4eb187fe45%2F6a8af663ca9c4f2485e8fd23dffcea9a\",\n \"summary_en\": \"The policy expands passport revocation for nonpayment of child support, aiming to enforce financial obligations. It raises questions about due process, potential hardship, and the data systems needed to enforce it.\",\n \"summary_zh\": \"该政策扩大对拖欠子女抚养费者的护照撤销范围，旨在加强执行义务。但也引发关于程序正义、潜在困难，以及执行所需数据系统的问题探讨。\",\n \"hn\": {\n \"id\": 48058340,\n \"type\": \"story\",\n \"by\": \"OutOfHere\",\n \"score\": 47,\n \"descendants\": 25,\n \"time\": 1778212334,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058340\"\n },\n \"hot_score\": 0.12,\n \"tags\": [\n \"Politics\",\n \"Legal\"\n ]\n },\n {\n \"title_en\": \"ZAYA1-8B matches DeepSeek-R1 on math with less than 1B active parameters\",\n \"url\": \"https://firethering.com/zaya1-8b-open-source-math-coding-model/\",\n \"title_zh\": \"ZAYA1-8B 以不到 1B 激活参数的规模，在数学推理任务中达到与 DeepSeek-R1 相当的水平\",\n \"created_display\": \"Created: May 07, 2026 / 01:56 PT\",\n \"image_url\": \"https://firethering.com/wp-content/uploads/2026/05/zaya1-8B-Ai-model.jpg\",\n \"summary_en\": \"Open-source LLM ZAYA1-8B achieves math performance on par with DeepSeek-R1 with under 1B active parameters. The result highlights progress toward compact, on-device capable models and the potential for accessible high-quality math reasoning in smaller footprints.\",\n \"summary_zh\": \"ZAYA1-8B 以不到 1B 激活参数的规模，在数学推理任务中达到与 DeepSeek-R1 相当的水平。此进展推动了在边缘设备上运行高效、可访问的高质量推理的可能性。\",\n \"hn\": {\n \"id\": 48047082,\n \"type\": \"story\",\n \"by\": \"steveharing1\",\n \"score\": 102,\n \"descendants\": 54,\n \"time\": 1778144211,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48047082\"\n },\n \"tags\": [\n \"AI\",\n \"Open Source\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"Komai: a fine Matrix chat app you can get to love\",\n \"url\": \"https://etke.cc/blog/introducing-komai\",\n \"title_zh\": \"Komai：一个你会爱上的 Matrix 聊天应用\",\n \"created_display\": \"Created: May 07, 2026 / 17:10 PT\",\n \"image_url\": \"https://etke.cc/img/komai/main-view.webp\",\n \"summary_en\": \"Komai presents a polished Matrix-based chat experience that could win over users who value open standards and interoperability. The review highlights the app’s design polish, UX, and potential to broaden Matrix adoption.\",\n \"summary_zh\": \"Komai 提供了一个精致的基于 Matrix 的聊天体验，可能吸引重视开放标准与互操作性的用户。文章重点评价其设计与用户体验，以及对扩大 Matrix 使用的潜力。\",\n \"hn\": {\n \"id\": 48056804,\n \"type\": \"story\",\n \"by\": \"anotherevan\",\n \"score\": 49,\n \"descendants\": 21,\n \"time\": 1778199044,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056804\"\n },\n \"tags\": [\n \"Open Source\",\n \"Design\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"Human typing habits and token counts\",\n \"url\": \"https://pankajpipada.com/posts/2026-05-08-human-habits-tokens/\",\n \"title_zh\": \"人类打字习惯与令牌数量\",\n \"created_display\": \"Created: May 08, 2026 / 06:12 PT\",\n \"image_url\": \"https://pankajpipada.com/images/icon-192x192.png\",\n \"summary_en\": \"Analyzes how human typing habits map to token counts in prompts and model inputs, offering practical guidance on prompting efficiency and cost control. Highlights the gap between perception of length and actual token usage in LLM workflows.\",\n \"summary_zh\": \"分析人类打字习惯与提示、输入中的令牌数量之间的关系，为提升提示效率和成本控制提供实用建议。指出感知长度与实际令牌数量之间的差异，以及在 LLM 工作流中的应用要点。\",\n \"hn\": {\n \"id\": 48062606,\n \"type\": \"story\",\n \"by\": \"ppipada\",\n \"score\": 20,\n \"descendants\": 4,\n \"time\": 1778245961,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062606\"\n },\n \"hot_score\": 0.1,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"The Disappearance of the Public Bench\",\n \"url\": \"https://placesjournal.org/article/the-disappearance-of-the-public-bench/\",\n \"title_zh\": \"公共长椅的消失\",\n \"created_display\": \"Created: May 06, 2026 / 15:36 PT\",\n \"image_url\": null,\n \"summary_en\": \"The public bench is vanishing from modern urban spaces, prompting a critique of design and policy that affect social life, accessibility, and city planning. The piece connects benches to civic space and democracy.\",\n \"summary_zh\": \"现代城市空间中的公共长椅正在消失，文章批评其对社交、无障碍与城市规划的影响，并将长椅与公共空间、民主关联起来。\",\n \"hn\": {\n \"id\": 48042817,\n \"type\": \"story\",\n \"by\": \"cainxinth\",\n \"score\": 135,\n \"descendants\": 173,\n \"time\": 1778106977,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48042817\"\n },\n \"tags\": [\n \"Design\",\n \"Politics\"\n ],\n \"hot_score\": 0.09\n },\n {\n \"title_en\": \"Wi is Fi: Understanding Wi-Fi 4/5/6/6E/7/8 (802.11 n/AC/ax/be/bn)\",\n \"url\": \"https://www.wiisfi.com/\",\n \"title_zh\": \"Wi is Fi：理解 Wi-Fi 4/5/6/6E/7/8（802.11n/AC/AX/BE/BN）\",\n \"created_display\": \"Created: May 06, 2026 / 09:01 PT\",\n \"image_url\": \"https://www.wiisfi.com/images/accesspointicon.gif\",\n \"summary_en\": \"A practical guide walking through Wi-Fi generations 4 through 8, highlighting key differences in throughput, spectrum usage, and efficiency. It includes tips on when to deploy newer standards and how client compatibility shapes real-world performance.\",\n \"summary_zh\": \"本指南对 Wi-Fi 4/5/6/6E/7/8 的差异进行梳理，聚焦吞吐量、频谱利用率和效率的提升，并给出在实际部署中应何时采用新标准以及客户端兼容性的考量。\",\n \"hn\": {\n \"id\": 48037760,\n \"type\": \"story\",\n \"by\": \"homebrewer\",\n \"score\": 145,\n \"descendants\": 49,\n \"time\": 1778083310,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037760\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Looking at the data behind prediction markets\",\n \"url\": \"https://asteriskmag.com/issues/14/are-prediction-markets-good-for-anything\",\n \"title_zh\": \"洞察预测市场背后的数据\",\n \"created_display\": \"Created: May 07, 2026 / 06:12 PT\",\n \"image_url\": \"https://asteriskmag.com/media/pages/issues/14/are-prediction-markets-good-for-anything/d248692542-1777393260/dan-schwarz-prediction-markets-asterisk-1600x900-crop-sharpen50.png\",\n \"summary_en\": \"An examination of the data generated by prediction markets reveals how liquidity, participation biases, and event framing affect accuracy and informativeness.\",\n \"summary_zh\": \"对预测市场产生的数据进行分析，揭示流动性、参与偏差和事件框架如何影响预测准确性与信息含量。数据所呈现的价格信号在哪些情形下可能误导决策者，并据此提出在使用此类市场进行预测时的注意事项。\",\n \"hn\": {\n \"id\": 48049014,\n \"type\": \"story\",\n \"by\": \"kqr\",\n \"score\": 71,\n \"descendants\": 32,\n \"time\": 1778159559,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049014\"\n },\n \"tags\": [\n \"Data\",\n \"Finance\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Claude Code CVE-2026-39861:sandbox escape via symlink\",\n \"url\": \"https://github.com/advisories/GHSA-vp62-r36r-9xqp\",\n \"title_zh\": \"Claude Code CVE-2026-39861：通过符号链接实现的沙箱逃逸\",\n \"created_display\": \"Created: May 07, 2026 / 19:39 PT\",\n \"image_url\": \"https://github.githubassets.com/assets/advisory-database-show-f32c8207dfb2.png\",\n \"summary_en\": \"A vulnerability in Claude Code allows sandbox escape via a symlink, exposing potential bypass of sandboxed execution. The advisory lists affected versions and mitigations; users should patch or disable affected features until fixed.\",\n \"summary_zh\": \"Claude Code 存在通过符号链接实现沙箱逃逸的漏洞（CVE-2026-39861），可能使受限执行环境被突破。公告列出受影响版本及缓解措施，建议尽快打补丁或在修复前禁用相关功能。\",\n \"hn\": {\n \"id\": 48057842,\n \"type\": \"story\",\n \"by\": \"Armor1AI\",\n \"score\": 35,\n \"descendants\": 4,\n \"time\": 1778207995,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057842\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Man finds $1M worth of Yu-Gi-Oh cards in a dumpster\",\n \"url\": \"https://www.404media.co/man-finds-1-million-worth-of-yu-gi-oh-cards-in-a-dumpster/\",\n \"title_zh\": \"男子在垃圾桶发现价值 100 万美元的 Yu-Gi-Oh 卡牌\",\n \"created_display\": \"Created: May 06, 2026 / 06:54 PT\",\n \"image_url\": \"https://storage.ghost.io/c/0f/76/0f76b548-bc58-4f25-abc3-3f5ebca07da4/content/images/2026/05/Yug1-1.jpg\",\n \"summary_en\": \"A man stumbled upon a discarded bag of Yu-Gi-Oh cards valued at up to $1 million. The find underscores the hidden value of collectibles and how storage conditions, rarity, and demand can dramatically affect resale potential.\",\n \"summary_zh\": \"一名男子在垃圾桶中发现价值高达百万美元的 Yu-Gi-Oh 卡牌收藏。该发现凸显收藏品的潜在价值，以及保存条件、稀有度和市场需求如何影响转售潜力。\",\n \"hn\": {\n \"id\": 48036289,\n \"type\": \"story\",\n \"by\": \"danso\",\n \"score\": 130,\n \"descendants\": 40,\n \"time\": 1778075660,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036289\"\n },\n \"tags\": [\n \"Entertainment\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"Mythical Man Month\",\n \"url\": \"https://martinfowler.com/bliki/MythicalManMonth.html\",\n \"title_zh\": \"《人月神话》：现代解读\",\n \"created_display\": \"Created: May 07, 2026 / 00:20 PT\",\n \"image_url\": \"https://martinfowler.com/logo-sq.png\",\n \"summary_en\": \"Revisits the core idea of the Mythical Man-Month and applies it to modern software teams, arguing that adding manpower to late-stage projects often backfires due to coordination overhead. Presents pragmatic takeaways for how to structure teams, estimate work, and preserve throughput in fast-moving environments.\",\n \"summary_zh\": \"重新审视《人月神话》在当下软件团队中的含义，指出把人力加到后期项目往往适得其反，增加的沟通成本会拖慢进度。给出在团队组织、工作量估算和保持产出方面的实用经验教训。\",\n \"hn\": {\n \"id\": 48046436,\n \"type\": \"story\",\n \"by\": \"ingve\",\n \"score\": 76,\n \"descendants\": 63,\n \"time\": 1778138455,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48046436\"\n },\n \"hot_score\": 0.07,\n \"tags\": [\n \"Programming\",\n \"Career\"\n ]\n },\n {\n \"title_en\": \"HantaWatch Real time hantavirus outbreak tracker\",\n \"url\": \"https://hantawatch.net/\",\n \"title_zh\": \"HantaWatch 实时汉坦病毒疫情追踪器\",\n \"created_display\": \"Created: May 07, 2026 / 22:24 PT\",\n \"image_url\": null,\n \"summary_en\": \"HantaWatch provides a real-time hantavirus outbreak tracker, aggregating case data and visualizing spread patterns. The tool supports researchers and public health officials with timely insights into outbreak dynamics and regional risk.\",\n \"summary_zh\": \"HantaWatch 提供实时汉坦病毒疫情追踪，聚合病例数据并可视化传播态势，为研究者和公共卫生官员提供关于疫情动态与区域风险的及时洞察。\",\n \"hn\": {\n \"id\": 48058917,\n \"type\": \"story\",\n \"by\": \"Accher\",\n \"score\": 27,\n \"descendants\": 35,\n \"time\": 1778217864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058917\"\n },\n \"tags\": [\n \"Health\",\n \"Data\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"The surprisingly complex journey to text-selectable client-side generated PDFs\",\n \"url\": \"https://sdocs.dev/blogs/journey-to-pdf-generation\",\n \"title_zh\": \"在客户端生成可文本选择的 PDF 的意外复杂旅程\",\n \"created_display\": \"Created: May 06, 2026 / 22:37 PT\",\n \"image_url\": null,\n \"summary_en\": \"The journey to generate PDFs in the browser with selectable text exposes intricate challenges around fonts, encoding, and cross-browser behavior. The piece walks through practical approaches, trade-offs, and why achieving reliable, accessible client-side PDF generation remains nontrivial.\",\n \"summary_zh\": \"在浏览器中生成可选中文本的 PDF 面临字体嵌入、编码及跨浏览器行为等复杂挑战。内容介绍了多种实现策略、权衡，以及实现可靠、可访问的客户端 PDF 生成为何仍然困难。\",\n \"hn\": {\n \"id\": 48045778,\n \"type\": \"story\",\n \"by\": \"FailMore\",\n \"score\": 74,\n \"descendants\": 57,\n \"time\": 1778132230,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48045778\"\n },\n \"tags\": [\n \"Web\",\n \"Programming\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"Four stable kernels with partial fixes for Dirty Frag\",\n \"url\": \"https://lwn.net/Articles/1071775/\",\n \"title_zh\": \"四个稳定内核对 Dirty Frag 的部分修复\",\n \"created_display\": \"Created: May 08, 2026 / 07:18 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"The kernel maintainers released four stable builds with partial fixes for a vulnerability nicknamed Dirty Frag. The patches reduce exposure, but a full fix may come in later updates; users should stay current.\",\n \"summary_zh\": \"内核维护者推出四个稳定版本，包含对名为 Dirty Frag 的漏洞的部分修复。这些修补降低了风险，但完整修复可能在后续更新中发布，用户应保持更新。\",\n \"hn\": {\n \"id\": 48063601,\n \"type\": \"story\",\n \"by\": \"Brajeshwar\",\n \"score\": 10,\n \"descendants\": 0,\n \"time\": 1778249898,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063601\"\n },\n \"hot_score\": 0.05,\n \"tags\": [\n \"Open Source\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"RaTeX: KaTeX-compatible LaTeX rendering engine in pure Rust\",\n \"url\": \"https://ratex.lites.dev/\",\n \"title_zh\": \"RaTeX：用纯 Rust 编写、兼容 KaTeX 的 LaTeX 渲染引擎\",\n \"created_display\": \"Created: May 04, 2026 / 09:19 PT\",\n \"image_url\": \"https://erweixin.github.io/RaTeX/screen.png\",\n \"summary_en\": \"RaTeX is a LaTeX rendering engine written in Rust that aims to be KaTeX-compatible and fast, safe, and embeddable in web apps. It offers Rust developers a high-performance math rendering option without relying on C++ bindings.\",\n \"summary_zh\": \"RaTeX 是用 Rust 编写的 LaTeX 渲染引擎，目标是兼容 KaTeX API、提供高性能和安全性，便于嵌入到 Web 应用中，为 Rust 开发者提供纯粹的数学渲染方案。\",\n \"hn\": {\n \"id\": 48010729,\n \"type\": \"story\",\n \"by\": \"atilimcetin\",\n \"score\": 170,\n \"descendants\": 92,\n \"time\": 1777911571,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48010729\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Bitter Lessons from the ISSpresso\",\n \"url\": \"https://mceglowski.substack.com/p/bitter-lessons-from-the-isspresso\",\n \"title_zh\": \"来自 ISSpresso 的苦涩教训\",\n \"created_display\": \"Created: May 06, 2026 / 12:09 PT\",\n \"image_url\": null,\n \"summary_en\": \"Shares hard-won lessons from ISSpresso, focusing on reliability engineering in extreme environments and how small design or testing gaps become costly in space. The takeaway: design for robustness, rigorous testing, and clear failure modes to avoid expensive, deterministic failures.\",\n \"summary_zh\": \"讲述 ISSpresso 这类极端环境下的工程教训，聚焦可靠性设计、充分测试和清晰的故障模式。结论是要以稳健性思维来避免昂贵的失败。\",\n \"hn\": {\n \"id\": 48040306,\n \"type\": \"story\",\n \"by\": \"zdw\",\n \"score\": 66,\n \"descendants\": 14,\n \"time\": 1778094569,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48040306\"\n },\n \"hot_score\": 0.04,\n \"tags\": [\n \"Space\",\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Let Me Convince You to Be Prolific\",\n \"url\": \"https://3quarksdaily.com/3quarksdaily/2026/05/let-me-convince-you-to-be-prolific.html\",\n \"title_zh\": \"让我说服你变得高产\",\n \"created_display\": \"Created: May 07, 2026 / 15:50 PT\",\n \"image_url\": \"https://3quarksdaily.com/wp-content/uploads/2026/05/ChatGPT-Image-May-5-2026-03_36_01-AM.png\",\n \"summary_en\": \"The essay argues for a culture of prolific writing and creation, highlighting benefits like building a portfolio, reinforcing ideas, and gaining momentum in one’s career. It also addresses tradeoffs with quality and sustainability.\",\n \"summary_zh\": \"本文主张培养高产创作的文化，强调积累作品、巩固观点以及职业发展的势头等好处，同时探讨产量与质量、可持续性之间的权衡。\",\n \"hn\": {\n \"id\": 48056128,\n \"type\": \"story\",\n \"by\": \"herbertl\",\n \"score\": 24,\n \"descendants\": 2,\n \"time\": 1778194252,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056128\"\n },\n \"hot_score\": 0.04,\n \"tags\": [\n \"Career\"\n ]\n },\n {\n \"title_en\": \"PySimpleGUI 6\",\n \"url\": \"https://github.com/PySimpleGUI/PySimpleGUI\",\n \"title_zh\": \"PySimpleGUI 6 版本发布\",\n \"created_display\": \"Created: May 05, 2026 / 11:18 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/140614233/b1327c00-8320-11eb-8e4d-25dff36db261\",\n \"summary_en\": \"PySimpleGUI 6 brings further simplifications to building cross-platform GUIs with minimal code. The update focuses on a stable API, easier layout handling, and broader widget options, lowering the barrier for developers to ship quick desktop tools.\",\n \"summary_zh\": \"PySimpleGUI 6 在跨平台 GUI 的开发上继续简化，强调稳定 API、简化布局处理与扩展的小部件选项，降低开发者快速交付桌面工具的门槛。\",\n \"hn\": {\n \"id\": 48026412,\n \"type\": \"story\",\n \"by\": \"geophph\",\n \"score\": 96,\n \"descendants\": 51,\n \"time\": 1778005122,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48026412\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"A polynomial autoencoder beats PCA on transformer embeddings\",\n \"url\": \"https://ivanpleshkov.dev/blog/polynomial-autoencoder/\",\n \"title_zh\": \"多项式自编码器在 Transformer 嵌入上超越 PCA\",\n \"created_display\": \"Created: May 05, 2026 / 04:31 PT\",\n \"image_url\": \"https://ivanpleshkov.dev/og/blog/en/polynomial-autoencoder.png\",\n \"summary_en\": \"A polynomial autoencoder—leveraging nonlinear polynomial interactions—outperforms PCA at compressing transformer embeddings, capturing more structure in a smaller latent space. This points to more efficient representations for large models, with potential savings in storage and downstream compute.\",\n \"summary_zh\": \"一种利用非线性多项式交互的多项式自编码器，在压缩 Transformer 嵌入时优于 PCA，能够在更小的潜在空间中保留更多结构信息。这为大型模型提供了更高效的表示，可能降低存储与下游计算成本。\",\n \"hn\": {\n \"id\": 48021023,\n \"type\": \"story\",\n \"by\": \"timvisee\",\n \"score\": 92,\n \"descendants\": 24,\n \"time\": 1777980672,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48021023\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"How to make SSE token streams resumable, cancellable, and multi-device\",\n \"url\": \"https://zknill.io/posts/everyone-said-sse-token-streaming-was-easy/\",\n \"title_zh\": \"如何让 SSE 令牌流具备可恢复、可取消和多设备支持\",\n \"created_display\": \"Created: May 06, 2026 / 07:31 PT\",\n \"image_url\": \"https://zknill.io/img/header.png\",\n \"summary_en\": \"This piece outlines practical patterns to make Server-Sent Events streams resumable, cancellable, and usable across multiple devices. It covers state management, signaling, and synchronization strategies that enable robust real-time streaming in web apps.\",\n \"summary_zh\": \"本文概述了使 Server-Sent Events 流具备可恢复、可取消以及跨多设备使用的实用模式，涵盖状态管理、信号传输与同步策略，帮助 Web 应用实现更强的实时流能力。\",\n \"hn\": {\n \"id\": 48036746,\n \"type\": \"story\",\n \"by\": \"zknill\",\n \"score\": 61,\n \"descendants\": 12,\n \"time\": 1778077902,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036746\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"The IT Productivity Paradox\",\n \"url\": \"https://cs.stanford.edu/people/eroberts/cs181/projects/productivity-paradox/index.html\",\n \"title_zh\": \"IT 生产力悖论\",\n \"created_display\": \"Created: May 07, 2026 / 17:02 PT\",\n \"image_url\": \"https://cs.stanford.edu/people/eroberts/cs181/projects/productivity-paradox/ITMattersLogo.png\",\n \"summary_en\": \"This exploration delves into the IT productivity paradox—the disconnect between IT spending and measured productivity gains. It covers measurement challenges, evolving IT value, and how to better quantify impact.\",\n \"summary_zh\": \"本文探讨 IT 生产力悖论，即 IT 投入与生产力提升之间的错配，分析衡量挑战、IT 价值的演变以及如何更准确地量化影响。\",\n \"hn\": {\n \"id\": 48056740,\n \"type\": \"story\",\n \"by\": \"simonpure\",\n \"score\": 15,\n \"descendants\": 0,\n \"time\": 1778198577,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056740\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Dithering with CSS\",\n \"url\": \"https://ikesau.co/blog/dithering-with-css/\",\n \"title_zh\": \"CSS 抖动技巧\",\n \"created_display\": \"Created: May 04, 2026 / 08:26 PT\",\n \"image_url\": \"https://ikesau.co/images/squidward-future.png\",\n \"summary_en\": \"CSS dithering combines techniques like gradients and color quantization to simulate more colors or smooth gradients on limited palettes. The piece offers practical patterns and cautions about performance and visual artifacts.\",\n \"summary_zh\": \"CSS 抖动通过渐变、颜色量化等方法，在受限调色板中模拟更多颜色或平滑渐变。文中给出实用做法与在性能与视觉伪影之间的权衡注意点。\",\n \"hn\": {\n \"id\": 48009879,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 104,\n \"descendants\": 29,\n \"time\": 1777908378,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48009879\"\n },\n \"tags\": [\n \"Web\",\n \"Design\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"All means are fair except solving the problem\",\n \"url\": \"https://yosefk.com/blog/all-means-are-fair-except-solving-the-problem.html\",\n \"title_zh\": \"除了解决问题，所有手段都算正当\",\n \"created_display\": \"Created: May 06, 2026 / 08:52 PT\",\n \"image_url\": null,\n \"summary_en\": \"The post critiques over-engineered processes that stall real solutions by chasing process, rules, and convoluted debates instead of addressing the core problem. It urges pragmatism and actionable work, warning that software and system design suffer when 'solving the problem' is deprioritized.\",\n \"summary_zh\": \"文章批评为了避免直面核心问题而过度追求流程与规章，导致拖延解决方案。它主张务实、落地的行动，警惕在设计与实现中把‘解决问题’置于次要位置。\",\n \"hn\": {\n \"id\": 48037655,\n \"type\": \"story\",\n \"by\": \"akkartik\",\n \"score\": 41,\n \"descendants\": 40,\n \"time\": 1778082745,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037655\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Light without electricity? Glowing algae could make it possible\",\n \"url\": \"https://www.colorado.edu/today/2026/05/06/light-without-electricity-glowing-algae-could-make-it-possible\",\n \"title_zh\": \"无电照明？发光藻类或可实现\",\n \"created_display\": \"Created: May 06, 2026 / 12:21 PT\",\n \"image_url\": \"https://www.colorado.edu/today/sites/default/files/2026-05/Buffalo_Acid%20triggered_HighRes.png\",\n \"summary_en\": \"Describes progress toward lighting without grid power using bioluminescent algae, exploring sustainable, low-energy illumination tech. Notes the engineering challenges and potential niche applications where glowing algae could complement or replace electrical lighting.\",\n \"summary_zh\": \"介绍通过发光藻类实现无电照明的最新进展，探讨其在低功耗、可持续照明方面的潜力。也提到实现现实世界应用需要面对的工程挑战和适用场景。\",\n \"hn\": {\n \"id\": 48040470,\n \"type\": \"story\",\n \"by\": \"geox\",\n \"score\": 40,\n \"descendants\": 14,\n \"time\": 1778095294,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48040470\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Science\",\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"Inventing Cyrillic (2024)\",\n \"url\": \"https://www.historytoday.com/archive/history-matters/inventing-cyrillic\",\n \"title_zh\": \"西里尔字母的诞生\",\n \"created_display\": \"Created: May 05, 2026 / 22:02 PT\",\n \"image_url\": null,\n \"summary_en\": \"The article traces the origins of the Cyrillic script in the medieval Slavic world, highlighting its Bulgarian roots and Greek influences that enabled widespread literacy in Eastern Europe. It explains how Cyrillic shaped liturgy, culture, and modern languages across the region.\",\n \"summary_zh\": \"本文追溯西里尔字母在中世纪斯拉夫世界的起源，强调其在保加利亚的根源以及希腊影响，推动了东欧的广泛读写能力。西里尔字母的形成深刻影响了祈祷仪式、文化及现代区域语言。\",\n \"hn\": {\n \"id\": 48032393,\n \"type\": \"story\",\n \"by\": \"lermontov\",\n \"score\": 39,\n \"descendants\": 81,\n \"time\": 1778043762,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032393\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Los Alamos and the long path to detecting neutrinos\",\n \"url\": \"https://www.lanl.gov/media/publications/1663/from-ghost-particle-to-cosmic-messenger\",\n \"title_zh\": \"洛斯阿拉莫斯与探测中微子之漫长征程\",\n \"created_display\": \"Created: May 06, 2026 / 07:21 PT\",\n \"image_url\": null,\n \"summary_en\": \"The piece chronicles Los Alamos’ long journey in neutrino detection, illustrating how detecting these elusive particles required decades of ingenuity and large-scale experiments. Neutrinos offer deep insights into astrophysics and fundamental physics, underpinning many modern discoveries.\",\n \"summary_zh\": \"本文回顾洛斯阿拉莫斯在中微子探测方面漫长的探索，展示了通过数十年的创新和大规模实验来捕捉这类微粒的挑战。中微子为天体物理与基础物理提供深刻见解，是现代诸多发现的基础。\",\n \"hn\": {\n \"id\": 48036622,\n \"type\": \"story\",\n \"by\": \"LAsteNERD\",\n \"score\": 38,\n \"descendants\": 5,\n \"time\": 1778077267,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036622\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Tools in the Grass: Raising the next generation of crafts person\",\n \"url\": \"https://www.popularwoodworking.com/editors-blog/tools-in-the-grass/\",\n \"title_zh\": \"在草地上的工具：培养下一代工匠\",\n \"created_display\": \"Created: May 05, 2026 / 12:24 PT\",\n \"image_url\": \"https://media.popularwoodworking.com/app/uploads/2026/03/18104335/ae8459ce-c536-4cdb-9be0-2147c861dc79_2016x1512.jpg\",\n \"summary_en\": \"Tools in the Grass explores nurturing the next generation of craftsmen, emphasizing practical tool use, mentorship, and hands-on woodworking education. It argues that traditional crafts sustain innovation and job skills.\",\n \"summary_zh\": \"《在草地上的工具》聚焦培养下一代工匠，强调动手工具运用、导师制与实作木工教育的重要性。文章主张传统手艺能促进创新与职业技能的培养。\",\n \"hn\": {\n \"id\": 48027275,\n \"type\": \"story\",\n \"by\": \"NaOH\",\n \"score\": 42,\n \"descendants\": 3,\n \"time\": 1778009099,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48027275\"\n },\n \"tags\": [\n \"Education\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"The Soul of Maintaining a New Machine\",\n \"url\": \"https://books.worksinprogress.co/book/maintenance-of-everything/communities-of-practice/the-soul-of-maintaining-a-new-machine/3\",\n \"title_zh\": \"维护新机器的灵魂\",\n \"created_display\": \"Created: May 05, 2026 / 21:01 PT\",\n \"image_url\": null,\n \"summary_en\": \"Explores the cultural and technical importance of sustaining a new machine, arguing that maintenance is a social practice as much as a technical task. Urges building communities of practice around reliability, with rituals and shared knowledge that keep tech alive.\",\n \"summary_zh\": \"论述维持新机器的精神，强调维护不仅是技术任务，也是社区实践。提倡建立共同体、仪式化的知识传承，以提升系统的可靠性和寿命。\",\n \"hn\": {\n \"id\": 48032014,\n \"type\": \"story\",\n \"by\": \"akkartik\",\n \"score\": 25,\n \"descendants\": 2,\n \"time\": 1778040102,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032014\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Culture\",\n \"Education\"\n ]\n },\n {\n \"title_en\": \"Defeating Works by Design's Unpickable Lock [video]\",\n \"url\": \"https://www.youtube.com/watch?v=rMi1dIqMwNw\",\n \"title_zh\": \"破解 Works by Design 的“不可解锁”锁 [视频]\",\n \"created_display\": \"Created: May 05, 2026 / 19:31 PT\",\n \"image_url\": null,\n \"summary_en\": \"A video demonstration challenges a puzzle-like lock marketed as unpickable, illustrating how design choices can be bypassed with clever reasoning or tooling. The content offers lessons on security-by-obscurity vs. verifiable robustness and the importance of rigorous testing.\",\n \"summary_zh\": \"视频演示挑战一个被标榜为“不可解锁”的锁，展示通过巧妙推理或工具绕过设计选择的可能性。内容强调“以花招掩盖安全性”与可验证鲁棒性之间的取舍，以及严格测试的重要性。\",\n \"hn\": {\n \"id\": 48031436,\n \"type\": \"story\",\n \"by\": \"zdw\",\n \"score\": 15,\n \"descendants\": 5,\n \"time\": 1778034686,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48031436\"\n },\n \"tags\": [\n \"Security\",\n \"Design\"\n ],\n \"hot_score\": 0.01\n }\n ]\n}"}, "f0e6d8637f9311e2cf2317b4765360020fc41704": {"t": 1785772468.2456756, "n": 107328, "h": "73dd1464cc40cbfe", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 99,\n \"reused_same_day\": 28,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 21,\n \"scrape_time_display\": \"15:44, May 08, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/05/08\",\n \"content_date\": \"2026-05-08\",\n \"run_time_local\": \"15:44, May 08, 2026 (PDT)\",\n \"run_time_utc\": \"2026-05-08 22:44:44 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-05-08 22:46:17 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Google broke reCAPTCHA for de-googled Android users\",\n \"url\": \"https://reclaimthenet.org/google-broke-recaptcha-for-de-googled-android-users\",\n \"title_zh\": \"谷歌对去谷歌化 Android 用户的 reCAPTCHA 失效\",\n \"created_display\": \"Created: May 08, 2026 / 11:45 PT\",\n \"image_url\": \"https://reclaimthenet.org/wp-content/uploads/2026/05/BAPiBKSUNDTJ-scaled.jpg\",\n \"summary_en\": \"A report claims reCAPTCHA no longer functions on de-Googled Android devices, highlighting how privacy-focused setups can clash with anti-bot protections. The piece raises questions about platform control, user privacy, and the trade-offs of relying on third-party verification.\",\n \"summary_zh\": \"报道称去谷歌化 Android 设备上的 reCAPTCHA 功能不再工作，凸显隐私保护设置与反机器人机制之间的冲突。文章提出对平台控制、用户隐私以及依赖第三方验证所带来的权衡的质疑。\",\n \"hn\": {\n \"id\": 48067119,\n \"type\": \"story\",\n \"by\": \"anonymousiam\",\n \"score\": 304,\n \"descendants\": 88,\n \"time\": 1778265958,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067119\"\n },\n \"tags\": [\n \"Privacy\",\n \"Security\"\n ],\n \"hot_score\": 12.02\n },\n {\n \"title_en\": \"Poland is now among the 20 largest economies\",\n \"url\": \"https://apnews.com/article/poland-economy-growth-g20-gdp-26fe06e120398410f8d773ba5661e7aa\",\n \"title_zh\": \"波兰现已跻身全球前二十大经济体：原因何在\",\n \"created_display\": \"Created: May 08, 2026 / 05:30 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/909dda7/2147483647/strip/true/crop/4923x3280+3+0/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2Fe4%2Fdf%2F057b32831d24160d51408147c477%2F88cbd023c7c44085abb11287ab911ccf\",\n \"summary_en\": \"Poland has entered the global top 20 economies by GDP, driven by resilient domestic demand, investment, and productivity gains from reforms and EU funding. This shift reshapes European dynamics and could influence policy in energy, labor, and technology sectors.\",\n \"summary_zh\": \"波兰凭借国内需求韧性、投资增长以及改革与欧盟资金带来的生产力提升，GDP规模跃入全球前二十。此举重新塑造了欧洲格局，未来在能源、劳动力与科技领域的政策走向值得关注。\",\n \"hn\": {\n \"id\": 48062117,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 854,\n \"descendants\": 712,\n \"time\": 1778243405,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062117\"\n },\n \"tags\": [\n \"Business\",\n \"Energy\"\n ],\n \"hot_score\": 9.35\n },\n {\n \"title_en\": \"Google Cloud Fraud Defence is just WEI repackaged\",\n \"url\": \"https://privatecaptcha.com/blog/google-cloud-fraud-defence-wei/\",\n \"title_zh\": \"Google Cloud Fraud Defence 实际上是 WEI 的再包装\",\n \"created_display\": \"Created: May 08, 2026 / 06:56 PT\",\n \"image_url\": \"https://privatecaptcha.com/images/pc-logo-dark.svg\",\n \"summary_en\": \"Claims Google Cloud Fraud Defence is not a new product but a repackaged WEI platform. The feature set and data handling reportedly mirror WEI, raising questions about novelty and customer value. If true, the post highlights how cloud vendors leverage existing tech to accelerate go-to-market and blur differentiation.\",\n \"summary_zh\": \"该文声称 Google Cloud Fraud Defence 并非全新产品，而是把 WEI 平台重新包装后推出。具体特征、集成点和数据处理与 WEI 相似，引发对创新性和对客户价值的质疑。若属实，反映云厂商通过再包装工具来加速上市的趋势，或影响市场区分度。\",\n \"hn\": {\n \"id\": 48063199,\n \"type\": \"story\",\n \"by\": \"ribtoks\",\n \"score\": 439,\n \"descendants\": 211,\n \"time\": 1778248570,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063199\"\n },\n \"hot_score\": 6.01,\n \"tags\": [\n \"Business\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Cartoon Network Flash Games\",\n \"url\": \"https://www.webdesignmuseum.org/flash-game-exhibitions/cartoon-network-flash-games\",\n \"title_zh\": \"卡通网络的 Flash 游戏\",\n \"created_display\": \"Created: May 08, 2026 / 09:29 PT\",\n \"image_url\": \"https://www.webdesignmuseum.org/uploaded/exhibitions/cover-flash-games/cartoon-network-flash-games-preview.png\",\n \"summary_en\": \"A retrospective on Cartoon Network's Flash-era games, many of which are now part of digital heritage as browsers retire Flash.\",\n \"summary_zh\": \"回顾卡通网络在 Flash 时代推出的网页游戏，如今随着浏览器逐步淘汰 Flash，这些游戏成为数字遗产的一部分。文中强调游戏的艺术性和玩法对早期网络游戏文化的影响，以及为未来保存这些作品所进行的努力。\",\n \"hn\": {\n \"id\": 48065360,\n \"type\": \"story\",\n \"by\": \"willmeyers\",\n \"score\": 243,\n \"descendants\": 74,\n \"time\": 1778257792,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065360\"\n },\n \"tags\": [\n \"Gaming\"\n ],\n \"hot_score\": 5.39\n },\n {\n \"title_en\": \"AI is breaking two vulnerability cultures\",\n \"url\": \"https://www.jefftk.com/p/ai-is-breaking-two-vulnerability-cultures\",\n \"title_zh\": \"AI 正在打破两种漏洞文化\",\n \"created_display\": \"Created: May 08, 2026 / 10:55 PT\",\n \"image_url\": \"https://www.jefftk.com/jefftk-glyph-framed.jpg\",\n \"summary_en\": \"AI is accelerating vulnerability research and patching, collapsing the old divide between offensive and defensive security cultures. The post argues AI tools change how bugs are discovered, validated, and fixed, urging teams to rethink disclosure, testing, and risk modeling in software.\",\n \"summary_zh\": \"AI 正在加速漏洞研究与修复，打破了旧有的攻击者与防御者漏洞文化之分。AI 工具改变了漏洞的发现、验证与修复方式，促使团队重新审视披露、测试和风险建模等软件开发实践。\",\n \"hn\": {\n \"id\": 48066524,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 168,\n \"descendants\": 74,\n \"time\": 1778262908,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066524\"\n },\n \"tags\": [\n \"AI\",\n \"Security\"\n ],\n \"hot_score\": 5.23\n },\n {\n \"title_en\": \"Apple, Intel have reached preliminary chip-making deal\",\n \"url\": \"https://www.reuters.com/business/apple-intel-have-reached-preliminary-chip-making-deal-wsj-reports-2026-05-08/\",\n \"title_zh\": \"苹果与英特尔就芯片制造达成初步协议\",\n \"created_display\": \"Created: May 08, 2026 / 10:25 PT\",\n \"image_url\": null,\n \"summary_en\": \"A preliminary chip-making agreement between Apple and Intel hints at deeper collaboration within the semiconductor ecosystem. The deal could influence foundry capacity, supply chain resilience, and competition in chip manufacturing as Apple explores multiple fabrication channels.\",\n \"summary_zh\": \"苹果与英特尔就芯片制造达成初步协议，暗示在半导体生态系统中可能加深合作。此举或影响产能分配、供应链韧性以及芯片制造领域的竞争格局。\",\n \"hn\": {\n \"id\": 48066169,\n \"type\": \"story\",\n \"by\": \"scrlk\",\n \"score\": 175,\n \"descendants\": 123,\n \"time\": 1778261121,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066169\"\n },\n \"tags\": [\n \"Business\",\n \"Hardware\"\n ],\n \"hot_score\": 4.8\n },\n {\n \"title_en\": \"You gave me a u32. I gave you root. (io_uring ZCRX freelist LPE)\",\n \"url\": \"https://ze3tar.github.io/post-zcrx.html\",\n \"title_zh\": \"你给我一个 u32，我就能拿到 root：基于 io_uring freelist 的本地提权漏洞\",\n \"created_display\": \"Created: May 08, 2026 / 12:40 PT\",\n \"image_url\": null,\n \"summary_en\": \"Researchers describe a local privilege escalation using io_uring's freelist, where a crafted u32 value can corrupt kernel state and grant root access. The bug exposes a class of LPE vectors in async I/O subsystems and stresses the importance of robust freelist validation and timely kernel fixes. Practitioners should monitor for upstream patches and consider mitigations in environments exposing io_uring to untrusted inputs.\",\n \"summary_zh\": \"研究者发现借助 io_uring 的 freelist 可以通过伪造的 u32 值实现本地提权，获得 root 权限。该漏洞暴露了异步 I/O 子系统中 freelist 处理的安全漏洞，凸显需要加强对 freelist 的校验与及时的内核修复。企业应关注上游补丁并在受信任输入环境中实施缓解。\",\n \"hn\": {\n \"id\": 48067734,\n \"type\": \"story\",\n \"by\": \"MrBruh\",\n \"score\": 82,\n \"descendants\": 44,\n \"time\": 1778269239,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067734\"\n },\n \"hot_score\": 4.32,\n \"tags\": [\n \"Security\"\n ]\n },\n {\n \"title_en\": \"A web page that shows you everything the browser told it without asking\",\n \"url\": \"https://sinceyouarrived.world/taken\",\n \"title_zh\": \"网页能看到的浏览器信息全景\",\n \"created_display\": \"Created: May 08, 2026 / 05:37 PT\",\n \"image_url\": \"https://sinceyouarrived.world/api/og-taken\",\n \"summary_en\": \"A page lists all data the browser inherently exposes to a web page, without prompting for permission. It highlights the breadth of telemetry accessible via default APIs, underscoring privacy and security implications for developers and users.\",\n \"summary_zh\": \"该网页列出浏览器默认暴露给网页的全部信息，无需用户授权。内容揭示了通过默认 API 可以获取的大量信息，强调开发者与用户在隐私与安全方面的潜在风险。\",\n \"hn\": {\n \"id\": 48062178,\n \"type\": \"story\",\n \"by\": \"mwheelz\",\n \"score\": 349,\n \"descendants\": 177,\n \"time\": 1778243825,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062178\"\n },\n \"tags\": [\n \"Privacy\",\n \"Security\",\n \"Web\"\n ],\n \"hot_score\": 3.88\n },\n {\n \"title_en\": \"David Attenborough's 100th Birthday\",\n \"url\": \"https://www.bbc.com/news/articles/cp3pww9g0p5o\",\n \"title_zh\": \"大卫·艾登堡百岁生日\",\n \"created_display\": \"Created: May 08, 2026 / 05:03 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/4ee8/live/01ccbf70-4ace-11f1-a909-a5874e7743fb.jpg\",\n \"summary_en\": \"David Attenborough's centennial marks a landmark career in nature documentary, blending storytelling with scientific communication. The milestone underscores the enduring role of nature programming in science literacy and global environmental awareness.\",\n \"summary_zh\": \"大卫·艾登堡百岁生日标志着他在自然纪录片领域的里程碑式职业生涯，将叙事与科普结合，持续推动科学素养与全球环境意识。\",\n \"hn\": {\n \"id\": 48061884,\n \"type\": \"story\",\n \"by\": \"defrost\",\n \"score\": 350,\n \"descendants\": 62,\n \"time\": 1778241806,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48061884\"\n },\n \"tags\": [\n \"Science\",\n \"Entertainment\"\n ],\n \"hot_score\": 3.59\n },\n {\n \"title_en\": \"Meta Shuts Down End-to-End Encryption for Instagram Messaging\",\n \"url\": \"https://www.pcmag.com/news/meta-shuts-down-end-to-end-encryption-for-instagram-dms-messaging\",\n \"title_zh\": \"Meta 关闭 Instagram 消息端到端加密\",\n \"created_display\": \"Created: May 08, 2026 / 14:47 PT\",\n \"image_url\": \"https://i.pcmag.com/imagery/articles/01VCs6SZdta2WftLSUptXTG-1.fit_lim.size_1200x630.v1778247916.jpg\",\n \"summary_en\": \"Meta has disabled end-to-end encryption for Instagram direct messages, citing policy enforcement and safety considerations. The change enables company access to message content for law enforcement and platform moderation, sparking debate over user privacy and the trade-offs of security versus safety.\",\n \"summary_zh\": \"Meta 已对 Instagram 私信关闭端到端加密，表示出于合规执法和安全考量需要对信息进行访问。此举引发对隐私与安全的权衡辩论，质疑用户隐私性是否应让位于平台监控和执法需求。\",\n \"hn\": {\n \"id\": 48069192,\n \"type\": \"story\",\n \"by\": \"tcp_handshaker\",\n \"score\": 25,\n \"descendants\": 9,\n \"time\": 1778276867,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48069192\"\n },\n \"hot_score\": 3.37,\n \"tags\": [\n \"Privacy\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"An Introduction to Meshtastic\",\n \"url\": \"https://meshtastic.org/docs/introduction/\",\n \"title_zh\": \"Meshtastic 入门指南\",\n \"created_display\": \"Created: May 08, 2026 / 04:22 PT\",\n \"image_url\": \"https://meshtastic.org/img/logo.svg\",\n \"summary_en\": \"Meshtastic is an open-source mesh-networking project that enables off-grid text messaging using low-power radios like LoRa. This introduction covers core concepts, components, and practical use cases, plus trade-offs in latency and range compared with cellular networks.\",\n \"summary_zh\": \"Meshtastic 是一个开源网状通信项目，利用低功耗无线电（如 LoRa）在无蜂窝网络的情况下实现短讯传输。本文概述了核心概念、组成部分和典型用例，并讨论了与蜂窝网络相比的延迟和覆盖范围权衡。\",\n \"hn\": {\n \"id\": 48061566,\n \"type\": \"story\",\n \"by\": \"ColinWright\",\n \"score\": 350,\n \"descendants\": 135,\n \"time\": 1778239331,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48061566\"\n },\n \"tags\": [\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 3.27\n },\n {\n \"title_en\": \"Cloudflare to cut about 20% of its workforce\",\n \"url\": \"https://www.reuters.com/business/world-at-work/cloudflare-cut-over-1100-jobs-2026-05-07/\",\n \"title_zh\": \"Cloudflare 将裁员约 20%\",\n \"created_display\": \"Created: May 07, 2026 / 13:23 PT\",\n \"image_url\": null,\n \"summary_en\": \"Cloudflare plans to cut about 1,100 jobs, roughly 20% of its staff, as part of a strategic restructuring amid macro pressures. The move reflects broader tech layoff trends and the tension between growth, profitability, and the resilience of critical internet infrastructure.\",\n \"summary_zh\": \"Cloudflare 将裁员约 20%，涉及约 1100 名员工，作为战略重组的一部分。此举反映出科技行业的裁员潮以及在维持关键互联网基础设施的同时寻求盈利与增长的挑战。\",\n \"hn\": {\n \"id\": 48054423,\n \"type\": \"story\",\n \"by\": \"PriorityLeft\",\n \"score\": 1273,\n \"descendants\": 906,\n \"time\": 1778185417,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48054423\"\n },\n \"tags\": [\n \"Business\",\n \"DevOps\"\n ],\n \"hot_score\": 3.08\n },\n {\n \"title_en\": \"Serving a website on a Raspberry Pi Zero running in RAM\",\n \"url\": \"https://btxx.org/posts/memory/\",\n \"title_zh\": \"在 RAM 中运行的 Raspberry Pi Zero 托管网站\",\n \"created_display\": \"Created: May 08, 2026 / 08:10 PT\",\n \"image_url\": \"https://btxx.org/public/images/pi-zero.png\",\n \"summary_en\": \"Introduction to serving a site from RAM on a Raspberry Pi Zero, using a memory-based filesystem to achieve fast, wear-free hosting. The approach trades persistence for low latency and reduced SD card wear, making it suitable for ephemeral demos and low-traffic setups.\",\n \"summary_zh\": \"介绍在 Raspberry Pi Zero 的内存中运行并托管一个网站，利用内存文件系统实现快速、减少写入磨损的托管。此方法以牺牲持久性换取低延迟和降低 SD 卡磨损，适合短期演示和低流量场景。\",\n \"hn\": {\n \"id\": 48064312,\n \"type\": \"story\",\n \"by\": \"xngbuilds\",\n \"score\": 175,\n \"descendants\": 70,\n \"time\": 1778253035,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48064312\"\n },\n \"tags\": [\n \"Hardware\",\n \"DevOps\"\n ],\n \"hot_score\": 2.97\n },\n {\n \"title_en\": \"Canvas online again as ShinyHunters threatens to leak schools’ data\",\n \"url\": \"https://www.theverge.com/tech/926458/canvas-shinyhunters-breach\",\n \"title_zh\": \"ShinyHunters 威胁泄露学校数据后 Canvas 在线恢复\",\n \"created_display\": \"Created: May 07, 2026 / 15:22 PT\",\n \"image_url\": \"https://platform.theverge.com/wp-content/uploads/sites/2/chorus/uploads/chorus_asset/file/25332725/STK419_DEEPFAKE_CVIRGINIA_L.jpg?quality=90&strip=all&crop=0%2C10.732984293194%2C100%2C78.534031413613&w=1200\",\n \"summary_en\": \"Canvas comes back online after a breach tied to ShinyHunters threatening to leak school data, highlighting ongoing edtech security risks. The incident illustrates how student records and school systems remain high-value targets and the importance of rapid incident response and data protection.\",\n \"summary_zh\": \"Canvas 在 ShinyHunters 威胁泄露学校数据的情况下重新上线，凸显教育技术平台的安全风险。事件凸显学生记录与学校系统作为高价值目标的现实，并强调快速应对和数据保护的重要性。\",\n \"hn\": {\n \"id\": 48055913,\n \"type\": \"story\",\n \"by\": \"stefanpie\",\n \"score\": 891,\n \"descendants\": 597,\n \"time\": 1778192541,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48055913\"\n },\n \"tags\": [\n \"Security\",\n \"Education\"\n ],\n \"hot_score\": 2.46\n },\n {\n \"title_en\": \"Maybe you shouldn't install new software for a bit\",\n \"url\": \"https://xeiaso.net/blog/2026/abstain-from-install/\",\n \"title_zh\": \"也许你暂时不该安装新软件\",\n \"created_display\": \"Created: May 07, 2026 / 16:02 PT\",\n \"image_url\": \"https://xeiaso.net/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=v1.25.0-46-gd3a00da\",\n \"summary_en\": \"The author argues against rushing to install new software, urging readers to pause updates while evaluating risk and security implications. Practical tips include staged deployments, prioritizing critical fixes, and verifying supply-chain integrity.\",\n \"summary_zh\": \"作者主张暂缓安装新软件以降低风险，敦促在评估风险与安全影响后再决策更新。文中给出阶段性部署、优先修复关键问题以及核验供应链完整性的做法。\",\n \"hn\": {\n \"id\": 48056227,\n \"type\": \"story\",\n \"by\": \"psxuaw\",\n \"score\": 804,\n \"descendants\": 426,\n \"time\": 1778194931,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056227\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 2.32\n },\n {\n \"title_en\": \"Non-determinism is an issue with patching CVEs\",\n \"url\": \"https://flox.dev/blog/achieving-rapid-cve-remediation-in-an-era-of-escalating-vulnerabilities/\",\n \"title_zh\": \"修补 CVE 时的非确定性问题\",\n \"created_display\": \"Created: May 08, 2026 / 14:23 PT\",\n \"image_url\": \"https://flox.dev/images/blog/desk-with-magnifying-glass.webp\",\n \"summary_en\": \"Non-deterministic behavior in patch deployment can cause inconsistent CVE remediation across systems, complicating verification and rollback. The piece suggests deterministic patching pipelines, reproducible builds, and thorough testing to improve remediation consistency.\",\n \"summary_zh\": \"在打补丁的过程中，非确定性会导致不同系统的修补效果不一致，增加验证和回滚的难度。文章建议建立可重复的补丁流程、使用可重现构建和严格测试来提升修复的一致性。\",\n \"hn\": {\n \"id\": 48068947,\n \"type\": \"story\",\n \"by\": \"mathewpregasen\",\n \"score\": 21,\n \"descendants\": 7,\n \"time\": 1778275387,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48068947\"\n },\n \"hot_score\": 2.23,\n \"tags\": [\n \"Security\",\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"US Government releases first batch of UAP documents and videos\",\n \"url\": \"https://www.war.gov/UFO/\",\n \"title_zh\": \"美国政府公布第一批 UAP 文件与视频\",\n \"created_display\": \"Created: May 08, 2026 / 05:10 PT\",\n \"image_url\": null,\n \"summary_en\": \"The first batch of UAP documents and videos released by the government provides new material for researchers and the public, signaling a move toward greater transparency. The files invite scrutiny and could spur AI-assisted analysis and cross-industry interest in anomalous aerial data.\",\n \"summary_zh\": \"政府公布第一批 UAP 文件与视频，为研究人员与公众提供了新材料，标志着透明度的提升。这些资料将引发关注，可能促成 AI 辅助分析及跨行业对异常空中数据的兴趣。\",\n \"hn\": {\n \"id\": 48061938,\n \"type\": \"story\",\n \"by\": \"david-gpu\",\n \"score\": 199,\n \"descendants\": 311,\n \"time\": 1778242225,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48061938\"\n },\n \"tags\": [\n \"Space\",\n \"Science\",\n \"AI\",\n \"Politics\"\n ],\n \"hot_score\": 2.07\n },\n {\n \"title_en\": \"How do I deal with memory leaks? (2022)\",\n \"url\": \"https://www.stroustrup.com/bs_faq2.html#memory-leaks\",\n \"title_zh\": \"Bjarne Stroustrup：如何处理内存泄漏？\",\n \"created_display\": \"Created: May 08, 2026 / 10:06 PT\",\n \"image_url\": null,\n \"summary_en\": \"Bjarne Stroustrup discusses memory leaks in a 2022 FAQ, recommending modern C++ practices like RAII, smart pointers, and careful resource management. He emphasizes designing code to avoid leaks from the start and using tooling to detect leaks early.\",\n \"summary_zh\": \"巴兰·斯特鲁斯特鲁普在 2022 年的问答中谈及内存泄漏，推荐现代 C++ 实践如 RAII、智能指针和谨慎的资源管理，强调从设计阶段就避免泄漏，并使用工具尽早发现问题。\",\n \"hn\": {\n \"id\": 48065916,\n \"type\": \"story\",\n \"by\": \"theanonymousone\",\n \"score\": 72,\n \"descendants\": 61,\n \"time\": 1778260019,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065916\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 1.82\n },\n {\n \"title_en\": \"Dirtyfrag: Universal Linux LPE\",\n \"url\": \"https://www.openwall.com/lists/oss-security/2026/05/07/8\",\n \"title_zh\": \"Dirtyfrag：通用 Linux 本地提权漏洞\",\n \"created_display\": \"Created: May 07, 2026 / 12:21 PT\",\n \"image_url\": \"https://www.openwall.com/logo.png\",\n \"summary_en\": \"Disclosures describe Dirtyfrag, a Linux local privilege escalation that appears broadly exploitable across distributions. It demonstrates how a single flaw can allow unprivileged processes to gain root access, underscoring the need for timely kernel and library hardening. Vendors are issuing patches and mitigation guidance, and security teams should audit systems for exposure.\",\n \"summary_zh\": \"公开披露显示 Dirtyfrag 是一个看似可跨发行版利用的 Linux 本地提权漏洞，能让非特权进程获得 root。该漏洞凸显了单一缺陷就能影响广泛系统的重要性，促使各厂商发布补丁与缓解措施。安全团队应尽快审查系统暴露面并部署更新。\",\n \"hn\": {\n \"id\": 48053623,\n \"type\": \"story\",\n \"by\": \"flipped\",\n \"score\": 790,\n \"descendants\": 310,\n \"time\": 1778181692,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053623\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 1.79\n },\n {\n \"title_en\": \"AI slop is killing online communities\",\n \"url\": \"https://rmoff.net/2026/05/06/ai-slop-is-killing-online-communities/\",\n \"title_zh\": \"AI 低质内容正在侵蚀在线社区\",\n \"created_display\": \"Created: May 07, 2026 / 11:46 PT\",\n \"image_url\": \"https://rmoff.net/images/2026/05/IMG_6442.webp\",\n \"summary_en\": \"AI-generated content is flooding forums and comment sections, diluting signal and user trust. Moderation becomes harder as automated posts mimic human behavior, prompting calls for better guidelines, tooling, and community norms. The piece argues for proactive design choices to preserve healthy discourse online.\",\n \"summary_zh\": \"AI 生成的内容大量涌入论坛和评论区，削弱了信息质量和社区信任。随着自动化发帖越来越像真人，社区治理更具挑战性，呼吁更好的准则、工具和治理机制来维护健康讨论。\",\n \"hn\": {\n \"id\": 48053203,\n \"type\": \"story\",\n \"by\": \"thm\",\n \"score\": 782,\n \"descendants\": 683,\n \"time\": 1778179585,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053203\"\n },\n \"tags\": [\n \"AI\",\n \"Culture\"\n ],\n \"hot_score\": 1.71\n },\n {\n \"title_en\": \"Ask HN: We just had an actual UUID v4 collision...\",\n \"url\": \"https://news.ycombinator.com/item?id=48060054\",\n \"title_zh\": \"Ask HN：我们刚刚遇到一次真正的 UUID v4 冲突\",\n \"created_display\": \"Created: May 08, 2026 / 00:57 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"A real UUID v4 collision occurred, a surprising reminder that even with 122 random bits, edge cases happen. The incident prompts developers to consider UUID generation strategies, namespace-based or versioned schemes, and robust collision handling in distributed systems.\",\n \"summary_zh\": \"一次真正的 UUID v4 冲突发生，提醒即使有 122 位随机性也会出现极端情况。此事件促使开发者重新考虑 UUID 生成策略、命名空间或版本化方案，以及在分布式系统中对冲突的鲁棒处理。\",\n \"hn\": {\n \"id\": 48060054,\n \"type\": \"story\",\n \"by\": \"mittermayr\",\n \"score\": 264,\n \"descendants\": 224,\n \"time\": 1778227034,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48060054\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 1.64\n },\n {\n \"title_en\": \"PC Engine CPU\",\n \"url\": \"https://jsgroth.dev/blog/posts/pc-engine-cpu/\",\n \"title_zh\": \"PC Engine CPU 架构揭秘\",\n \"created_display\": \"Created: May 08, 2026 / 07:14 PT\",\n \"image_url\": null,\n \"summary_en\": \"The PC Engine runs on the HuC6280, a modified 65C02-compatible core with an integrated timer and rich I/O. This piece breaks down how the CPU design balances cost, performance, and timing quirks that influenced both games and emulation.\",\n \"summary_zh\": \"PC Engine 使用经过修改的 HuC6280 CPU，属于改良的 65C02 兼容核心，具备内置定时器和丰富的 I/O。文章解析了该设计如何在成本与性能之间取得平衡，以及对游戏和移植仿真产生的时序特性影响。\",\n \"hn\": {\n \"id\": 48063521,\n \"type\": \"story\",\n \"by\": \"ibobev\",\n \"score\": 112,\n \"descendants\": 50,\n \"time\": 1778249671,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063521\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 1.6\n },\n {\n \"title_en\": \"Judge rules DOGE cancellation of humanities grants was unconstitutional\",\n \"url\": \"https://apnews.com/article/trump-doge-humanities-funding-cuts-dda1383436c41be08da3bbf7cc08818e\",\n \"title_zh\": \"法官裁定 DOGE 取消人文类拨款被判违宪\",\n \"created_display\": \"Created: May 08, 2026 / 15:06 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/1c00acc/2147483647/strip/true/crop/6000x3998+0+1/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2Fd9%2Fbf%2Fdc0647cb38ff6c3016b3c75b79f2%2F5d3e88baec4c4878b1272b7977101d65\",\n \"summary_en\": \"A court ruled that the DOGE's cancellation of humanities grants was unconstitutional, potentially requiring restoration of funding and setting a precedent on public or quasi-public funding decisions. The decision invites scrutiny of political interference in arts and humanities funding and how such actions can face legal challenges.\",\n \"summary_zh\": \"法院裁定 DOGE 取消人文类拨款的行为违宪，可能要求恢复拨款并对公共资金决策设立先例。此判决引发对政治干预艺术与人文资助的审视，以及此类举动如何面临法律挑战。\",\n \"hn\": {\n \"id\": 48069354,\n \"type\": \"story\",\n \"by\": \"1659447091\",\n \"score\": 10,\n \"descendants\": 3,\n \"time\": 1778277979,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48069354\"\n },\n \"hot_score\": 1.54,\n \"tags\": [\n \"Legal\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"My first in-prod corrupted hard drive problem\",\n \"url\": \"https://blog.pavementlink.ch/2026/05/07/my-first-corrupted-hard-drive-problem/\",\n \"title_zh\": \"我遇到的第一起生产环境中损坏的硬盘问题\",\n \"created_display\": \"Created: May 08, 2026 / 12:35 PT\",\n \"image_url\": \"https://blog.pavementlink.ch/assets/my_first_corrupted_hard_drive_exp/eventviewer_error.jpg\",\n \"summary_en\": \"An engineer recounts their first in-production hard drive corruption, detailing the failover steps, data integrity checks, and lessons learned about backups, monitoring, and hot-swaps. The post emphasizes the importance of early detection, robust disaster recovery plans, and practicing hardware failure scenarios.\",\n \"summary_zh\": \"作者分享在生产环境中遇到的首次硬盘损坏案例，描述故障诊断、数据完整性校验与接管流程。强调及时发现、完善备份与热插拔、以及演练灾难恢复的要点。\",\n \"hn\": {\n \"id\": 48067686,\n \"type\": \"story\",\n \"by\": \"r1chk1t\",\n \"score\": 30,\n \"descendants\": 23,\n \"time\": 1778268936,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067686\"\n },\n \"hot_score\": 1.5,\n \"tags\": [\n \"Hardware\",\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"ClojureScript Gets Async/Await\",\n \"url\": \"https://clojurescript.org/news/2026-05-07-release\",\n \"title_zh\": \"ClojureScript 新增 Async/Await 支持\",\n \"created_display\": \"Created: May 08, 2026 / 00:04 PT\",\n \"image_url\": \"https://clojurescript.org/images/cljs-logo-60b.png\",\n \"summary_en\": \"ClojureScript adds async/await to simplify asynchronous code in the browser and Node.js environments. The update brings modern JS-style asynchronous patterns to the language and could broaden frontend adoption.\",\n \"summary_zh\": \"ClojureScript 新增对 async/await 的支持，使异步代码在浏览器与 Node.js 中更易编写。更新使语言生态更贴近 JavaScript 的异步模式，可能扩大前端应用的采用。\",\n \"hn\": {\n \"id\": 48059662,\n \"type\": \"story\",\n \"by\": \"Borkdude\",\n \"score\": 258,\n \"descendants\": 67,\n \"time\": 1778223864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059662\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\",\n \"Web\"\n ],\n \"hot_score\": 1.46\n },\n {\n \"title_en\": \"Podman rootless containers and the Copy Fail exploit\",\n \"url\": \"https://garrido.io/notes/podman-rootless-containers-copy-fail/\",\n \"title_zh\": \"Podman 无根容器的 Copy Fail 漏洞\",\n \"created_display\": \"Created: May 08, 2026 / 06:22 PT\",\n \"image_url\": null,\n \"summary_en\": \"Rootless Podman containers can be affected by a Copy Fail exploit that triggers during file copy operations in the container filesystem. The issue can lead to privilege escalation or container escape under certain kernel and namespace configurations. Mitigations include upgrading Podman, applying the latest kernel patches, and reviewing storage driver choices.\",\n \"summary_zh\": \"无根 Podman 容器在容器文件系统的拷贝操作中可能触发 Copy Fail 漏洞，在某些内核与命名空间配置下可能导致权限提升或容器越狱。缓解措施包括升级 Podman、应用最新内核补丁并审查存储驱动选项。\",\n \"hn\": {\n \"id\": 48062745,\n \"type\": \"story\",\n \"by\": \"ggpsv\",\n \"score\": 109,\n \"descendants\": 23,\n \"time\": 1778246553,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062745\"\n },\n \"tags\": [\n \"Security\",\n \"Open Source\"\n ],\n \"hot_score\": 1.35\n },\n {\n \"title_en\": \"Show HN: Git for AI Agents\",\n \"url\": \"https://github.com/regent-vcs/re_gent\",\n \"title_zh\": \"Show HN: 面向 AI 代理的 Git\",\n \"created_display\": \"Created: May 08, 2026 / 07:15 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/92efb3e792c4196e2edfe9dd78eaf2e3dfb8ea51179d8401ce742f69615628df/regent-vcs/re_gent\",\n \"summary_en\": \"A lightweight, Git-like tool for coordinating AI agents, enabling versioned sharing of prompts, plans, and state. It aims to improve reproducibility and collaboration among autonomous agents and could inspire new agent-communication patterns.\",\n \"summary_zh\": \"一个简易的类似 Git 的工具，面向 AI 代理的协作与版本控制，支持对提示、计划与状态等进行版本化分享。意在提升可重复性与协作性，并可能引发新的代理间通信模式。\",\n \"hn\": {\n \"id\": 48063548,\n \"type\": \"story\",\n \"by\": \"doshay\",\n \"score\": 88,\n \"descendants\": 44,\n \"time\": 1778249736,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063548\"\n },\n \"tags\": [\n \"Show HN\",\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 1.26\n },\n {\n \"title_en\": \"The map that keeps Burning Man honest\",\n \"url\": \"https://www.not-ship.com/burning-man-moop/\",\n \"title_zh\": \"让 Burning Man 公正的 MOOP 地图\",\n \"created_display\": \"Created: May 07, 2026 / 07:06 PT\",\n \"image_url\": \"https://storage.ghost.io/c/f0/60/f060ef3f-d4e0-4af4-9255-1373fbf0a44f/content/images/size/w1200/2026/05/featured-new.jpg\",\n \"summary_en\": \"A Burning Man MOOP mapping tool helps organizers track waste and enforce cleanup rules, keeping the festival honest and environmentally responsible.\",\n \"summary_zh\": \"一张用于追踪MOOP的地图工具帮助 Burning Man 的组织者监控垃圾并执行清理规定，提升活动透明度与环保责任。文章展示开放数据实践如何改进活动治理。\",\n \"hn\": {\n \"id\": 48049653,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 741,\n \"descendants\": 341,\n \"time\": 1778162770,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049653\"\n },\n \"tags\": [\n \"Culture\",\n \"Data\"\n ],\n \"hot_score\": 1.25\n },\n {\n \"title_en\": \"Tesla is recalling its cheaper Cybertruck because the wheels might fall off\",\n \"url\": \"https://www.theverge.com/transportation/926741/tesla-cybertruck-cheaper-recall\",\n \"title_zh\": \"特斯拉召回更便宜的 Cybertruck：轮子可能脱落\",\n \"created_display\": \"Created: May 08, 2026 / 06:58 PT\",\n \"image_url\": \"https://platform.theverge.com/wp-content/uploads/sites/2/2026/05/cybertruck-long-range.jpeg?quality=90&strip=all&crop=0,8.1151832460733,100,83.769633507853\",\n \"summary_en\": \"Tesla is recalling its cheaper Cybertruck due to a risk that wheels may detach while driving. The fix involves inspections and component replacements, illustrating safety-focused recalls as new EV platforms scale production.\",\n \"summary_zh\": \"特斯拉因轮子在行驶中可能脱落而召回更便宜的 Cybertruck。召回将涉及对相关部件的检修和更换，反映出新电动车大规模交付阶段的安全召回挑战。\",\n \"hn\": {\n \"id\": 48063240,\n \"type\": \"story\",\n \"by\": \"droidjj\",\n \"score\": 91,\n \"descendants\": 69,\n \"time\": 1778248712,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063240\"\n },\n \"hot_score\": 1.24,\n \"tags\": [\n \"Hardware\",\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"Nintendo announces price increases for Nintendo Switch 2\",\n \"url\": \"https://www.nintendo.co.jp/corporate/release/en/2026/260508.html\",\n \"title_zh\": \"任天堂宣布对 Nintendo Switch 2 提价\",\n \"created_display\": \"Created: May 07, 2026 / 23:56 PT\",\n \"image_url\": \"https://www.nintendo.co.jp/img/og_nintendo.png\",\n \"summary_en\": \"Nintendo raises prices for the upcoming Switch 2, citing inflation and cost pressures. The move could impact demand in a competitive console market and influence accessory ecosystems and developer planning.\",\n \"summary_zh\": \"任天堂宣布对新一代 Switch 2 提价，理由包括通胀与成本压力。此举可能影响市场需求，并对配件生态与开发者的定价与计划产生影响。\",\n \"hn\": {\n \"id\": 48059606,\n \"type\": \"story\",\n \"by\": \"razorbeamz\",\n \"score\": 219,\n \"descendants\": 206,\n \"time\": 1778223373,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059606\"\n },\n \"tags\": [\n \"Business\",\n \"Gaming\"\n ],\n \"hot_score\": 1.22\n },\n {\n \"title_en\": \"Valve releases Steam Controller CAD files under Creative Commons license\",\n \"url\": \"https://www.digitalfoundry.net/news/2026/05/valve-releases-steam-controller-cad-files-under-creative-commons-license\",\n \"title_zh\": \"Valve 将 Steam 控制器 CAD 文件以 Creative Commons 许可发布\",\n \"created_display\": \"Created: May 06, 2026 / 08:44 PT\",\n \"image_url\": \"https://images.digitalfoundry.net/19e3ca4a25c2c/large.jpg\",\n \"summary_en\": \"Valve released the Steam Controller's CAD files under a Creative Commons license, enabling makers to study, modify, or 3D print its components. This broadens access to hardware designs and could spur community-driven mods, repairs, and derivative hardware. The takeaway is that open hardware files lower barriers to tinkering and experimentation.\",\n \"summary_zh\": \"Valve 将 Steam 控制器的 CAD 文件以 Creative Commons 授权发布，允许开发者研究、修改乃至3D打印相关部件。此举扩大了硬件设计的获取渠道，可能促成社区驱动的改造、维修与衍生硬件。核心意义在于开源硬件设计降低了再加工的门槛。\",\n \"hn\": {\n \"id\": 48037555,\n \"type\": \"story\",\n \"by\": \"haunter\",\n \"score\": 1717,\n \"descendants\": 584,\n \"time\": 1778082253,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037555\"\n },\n \"tags\": [\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 1.18\n },\n {\n \"title_en\": \"Teaching Claude Why\",\n \"url\": \"https://www.anthropic.com/research/teaching-claude-why\",\n \"title_zh\": \"教会 Claude 为什么\",\n \"created_display\": \"Created: May 08, 2026 / 10:59 PT\",\n \"image_url\": \"https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Knot&backgroundColor=cactus\",\n \"summary_en\": \"Anthropic explores methods to teach Claude to explain its reasoning, enhancing transparency and user trust in large language models. By prompting for justifications and training for verifiable reasoning, the approach aims to reduce hallucinations and improve debuggability in practice.\",\n \"summary_zh\": \"Anthropic 探讨让 Claude 解释自己推理过程的方法，以提高透明度和信任度。通过引导性提示和可验证推理的训练，旨在减少幻觉并提升调试性。\",\n \"hn\": {\n \"id\": 48066592,\n \"type\": \"story\",\n \"by\": \"pretext\",\n \"score\": 37,\n \"descendants\": 4,\n \"time\": 1778263181,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066592\"\n },\n \"hot_score\": 1.15,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"GeoJSON\",\n \"url\": \"https://geojson.org/\",\n \"title_zh\": \"GeoJSON\",\n \"created_display\": \"Created: May 08, 2026 / 02:55 PT\",\n \"image_url\": null,\n \"summary_en\": \"GeoJSON is a lightweight format for encoding geographic features as JSON. It standardizes points, lines, polygons, and collections, enabling simple sharing and mapping in web apps and GIS workflows.\",\n \"summary_zh\": \"GeoJSON 是一种用 JSON 编码地理要素的轻量格式，支持点、线、面及集合，便于在网页地图和 GIS 工作流中进行简单的共享与可视化。\",\n \"hn\": {\n \"id\": 48060918,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 143,\n \"descendants\": 67,\n \"time\": 1778234137,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48060918\"\n },\n \"tags\": [\n \"Web\",\n \"Data\"\n ],\n \"hot_score\": 1.11\n },\n {\n \"title_en\": \"Chrome removes claim of On-device Al not sending data to Google Servers\",\n \"url\": \"https://old.reddit.com/r/chrome/comments/1t5qayz/chrome_removes_claim_of_ondevice_al_not_sending/\",\n \"title_zh\": \"Chrome 撤回‘本地 AI 不发送数据给 Google 服务器’的声明\",\n \"created_display\": \"Created: May 07, 2026 / 08:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"Chrome has updated its messaging around on-device AI privacy, removing the claim that on-device processing never transmits data to Google servers. The change underscores ongoing tensions between user privacy, telemetry, and model updates. For users and developers, it highlights the importance of transparent data practices in browser-hosted AI features.\",\n \"summary_zh\": \"Chrome 更新了关于本地化 AI 隐私的表述，撤回了“本地处理不向 Google 服务器发送数据”的说法。这一变动凸显了用户隐私、遥测和模型更新之间的持续博弈，并提醒开发者和用户关注浏览器 AI 功能中的数据透明度。\",\n \"hn\": {\n \"id\": 48050964,\n \"type\": \"story\",\n \"by\": \"newsoftheday\",\n \"score\": 592,\n \"descendants\": 235,\n \"time\": 1778169393,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050964\"\n },\n \"tags\": [\n \"Privacy\",\n \"AI\",\n \"Web\"\n ],\n \"hot_score\": 1.1\n },\n {\n \"title_en\": \"Agents need control flow, not more prompts\",\n \"url\": \"https://bsuh.bearblog.dev/agents-need-control-flow/\",\n \"title_zh\": \"代理需要控制流，而非更多提示\",\n \"created_display\": \"Created: May 07, 2026 / 09:43 PT\",\n \"image_url\": \"https://bsuh.bearblog.dev/static/og-image.png\",\n \"summary_en\": \"Prompt-based thinking has plateaued for coordinating multi-step AI agents. The piece argues that explicit control flow, state machines, and orchestration offer reliability and debuggability that prompts can't. As AI agents tackle more complex workflows, control-flow design becomes essential.\",\n \"summary_zh\": \"用提示词来指挥多步代理的局限性逐渐显现。文章主张通过显式控制流、状态机和任务编排来提升可靠性与可调试性；当代理处理更复杂的工作流时，控制流设计显得至关重要。\",\n \"hn\": {\n \"id\": 48051562,\n \"type\": \"story\",\n \"by\": \"bsuh\",\n \"score\": 561,\n \"descendants\": 276,\n \"time\": 1778172215,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051562\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 1.09\n },\n {\n \"title_en\": \"Hackers breach JDownloader's website to serve malware-laced downloads\",\n \"url\": \"https://www.neowin.net/news/if-you-downloaded-this-popular-software-recently-you-might-have-installed-malware/\",\n \"title_zh\": \"黑客入侵 JDownloader 官网，提供带有恶意软件的下载\",\n \"created_display\": \"Created: May 08, 2026 / 05:20 PT\",\n \"image_url\": \"https://cdn.neowin.com/news/images/uploaded/2026/05/1778238416_jdownloader_story.webp\",\n \"summary_en\": \"Hackers breached JDownloader's website to serve malware-laced downloads, highlighting the risk of software-distribution compromises. Users should monitor official advisories and verify downloads/signatures.\",\n \"summary_zh\": \"黑客入侵 JDownloader 官网并分发带有恶意软件的下载包，凸显软件分发环节风险。用户应关注官方公告并核对下载签名。\",\n \"hn\": {\n \"id\": 48062035,\n \"type\": \"story\",\n \"by\": \"bundie\",\n \"score\": 98,\n \"descendants\": 26,\n \"time\": 1778242801,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062035\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 1.04\n },\n {\n \"title_en\": \"Rumors of my death are slightly exaggerated\",\n \"url\": \"https://news.ycombinator.com/item?id=48037336\",\n \"title_zh\": \"关于我的死亡传闻被略微夸大\",\n \"created_display\": \"Created: May 06, 2026 / 08:24 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"Despite industry chatter about its demise, the subject remains active and evolving. Recent developments hint at continued momentum rather than an end.\",\n \"summary_zh\": \"尽管行业里有死讯传闻，该对象仍在活跃并在演进，最近的进展显示其持续增长的势头而非终结。\",\n \"hn\": {\n \"id\": 48037336,\n \"type\": \"story\",\n \"by\": \"CliffStoll\",\n \"score\": 1421,\n \"descendants\": 220,\n \"time\": 1778081091,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037336\"\n },\n \"tags\": [\n \"Startups\"\n ],\n \"hot_score\": 0.97\n },\n {\n \"title_en\": \"Mojo 1.0 Beta\",\n \"url\": \"https://mojolang.org/\",\n \"title_zh\": \"Mojo 1.0 测试版\",\n \"created_display\": \"Created: May 07, 2026 / 19:49 PT\",\n \"image_url\": \"https://mojolang.org/img/mojo-social-card.png\",\n \"summary_en\": \"Mojo 1.0 Beta marks a milestone for the Mojo language, blending Python-like ergonomics with systems-level performance via LLVM-backed compilation. The beta signals growing interest in a Python-friendly, high-performance language for AI workloads.\",\n \"summary_zh\": \"Mojo 1.0 测试版标志着这门语言的一个里程碑，将 Python 风格的易用性与 LLVM 支撑的高性能系统级能力结合起来。测试版显示了对面向 AI 工作负载的高性能、易用语言的日益增长兴趣。\",\n \"hn\": {\n \"id\": 48057901,\n \"type\": \"story\",\n \"by\": \"sbt567\",\n \"score\": 249,\n \"descendants\": 165,\n \"time\": 1778208541,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057901\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 0.95\n },\n {\n \"title_en\": \"Court to DOGE: Asking ChatGPT 'Is This DEI?' Is Not Proper Legal Process\",\n \"url\": \"https://www.techdirt.com/2026/05/08/court-to-doge-bros-asking-chatgpt-yo-is-this-dei-is-not-proper-legal-process-also-a-first-amendment-violation/\",\n \"title_zh\": \"法院：让 ChatGPT 判断 ‘Is This DEI?’ 不是正当法律程序\",\n \"created_display\": \"Created: May 08, 2026 / 10:14 PT\",\n \"image_url\": \"https://www.techdirt.com/wp-content/themes/techdirt/assets/images/td-rect-logo-white.png\",\n \"summary_en\": \"A court cautions that using a language model to decide if something qualifies as DEI is not proper legal process and may violate due process. The ruling underscores limits of AI in legal decision-making and the need for human judgment in sensitive cases.\",\n \"summary_zh\": \"法院提醒用语言模型判断某事是否属于 DEI 并非正当的法律程序，可能侵犯正当程序。这一裁决凸显人工智能在法律决策中的局限性，以及在敏感案件中需要人类判断。\",\n \"hn\": {\n \"id\": 48066038,\n \"type\": \"story\",\n \"by\": \"hn_acker\",\n \"score\": 37,\n \"descendants\": 7,\n \"time\": 1778260492,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066038\"\n },\n \"hot_score\": 0.95,\n \"tags\": [\n \"Legal\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"DeepSeek 4 Flash local inference engine for Metal\",\n \"url\": \"https://github.com/antirez/ds4\",\n \"title_zh\": \"DeepSeek 4：面向 Metal 的本地推理引擎\",\n \"created_display\": \"Created: May 07, 2026 / 08:40 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/81cfc4881ef4ad3653f34ee37858e28367d14efb79212067e4aac6c3e9ea5ff5/antirez/ds4\",\n \"summary_en\": \"DeepSeek 4 Flash runs as a local inference engine optimized for Apple's Metal, enabling on-device ML workloads without cloud dependencies. It aims for fast, low-footprint inference suitable for edge apps and privacy-conscious users. The project highlights ongoing efforts to bring efficient ML at the user device level.\",\n \"summary_zh\": \"DeepSeek 4 作为面向 Apple Metal 的本地推理引擎，支持在设备上运行 ML 推理，避免云端依赖。目标是为边缘应用提供快速、低开销的推理，并强调对隐私的考虑。\",\n \"hn\": {\n \"id\": 48050751,\n \"type\": \"story\",\n \"by\": \"tamnd\",\n \"score\": 469,\n \"descendants\": 138,\n \"time\": 1778168424,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050751\"\n },\n \"tags\": [\n \"AI\",\n \"Hardware\",\n \"Privacy\"\n ],\n \"hot_score\": 0.86\n },\n {\n \"title_en\": \"Dirty Frag: Universal Linux LPE\",\n \"url\": \"https://github.com/V4bel/dirtyfrag\",\n \"title_zh\": \"Dirty Frag：通用的 Linux 本地提权漏洞\",\n \"created_display\": \"Created: May 08, 2026 / 13:36 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/507935b60863da955d448e19887e4208dd36e0dc196adc137d3c70b0b911d6d4/V4bel/dirtyfrag\",\n \"summary_en\": \"Introducing Dirty Frag, a demonstration of a universal Linux local privilege escalation technique, illustrating how flexible bug chaining can yield root access from unprivileged code. The work underlines persistent kernel vulnerabilities and the need for hardened kernel configs, prompt patches, and defense-in-depth in Linux deployments.\",\n \"summary_zh\": \"Dirty Frag 展示了一种通用的 Linux 本地提权技术，演示了如何通过漏洞链从普通用户获得 root。该工作凸显了内核层漏洞的持续风险，强调在 Linux 系统中需要更强的内核加固、及时修补与防御深度。\",\n \"hn\": {\n \"id\": 48068475,\n \"type\": \"story\",\n \"by\": \"unbeli\",\n \"score\": 12,\n \"descendants\": 1,\n \"time\": 1778272611,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48068475\"\n },\n \"hot_score\": 0.85,\n \"tags\": [\n \"Security\"\n ]\n },\n {\n \"title_en\": \"ASML to invest $1.5B in Mistral at over $11B valuation\",\n \"url\": \"https://www.calcalistech.com/ctechnews/article/bycca4sclg\",\n \"title_zh\": \"ASML 将以超过 110 亿美元的估值投资 15 亿美元于 Mistral\",\n \"created_display\": \"Created: May 08, 2026 / 14:45 PT\",\n \"image_url\": \"https://pic1.calcalist.co.il/picserver3/crop_images/2024/01/21/SJYsHrcK6/SJYsHrcK6_0_0_2960_1667_0_large.jpg\",\n \"summary_en\": \"ASML plans a $1.5 billion investment in Mistral at a valuation above $11 billion, underscoring continued enthusiasm for AI startup rounds even as hardware makers seek software advantages. The deal indicates strategic overlap between AI software ecosystems and semiconductor tooling, potentially enabling closer integration across compute workloads.\",\n \"summary_zh\": \"ASML 将以超过 110 亿美元的估值投资 15 亿美元于 Mistral，显示出对 AI 初创公司的持续热度。此交易也暗示了 AI 软件生态与半导体制造之间的潜在协同，可能推动计算工作负载的更紧密整合。\",\n \"hn\": {\n \"id\": 48069166,\n \"type\": \"story\",\n \"by\": \"tcp_handshaker\",\n \"score\": 7,\n \"descendants\": 1,\n \"time\": 1778276736,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48069166\"\n },\n \"hot_score\": 0.82,\n \"tags\": [\n \"Business\",\n \"Startups\",\n \"AI\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Brazil's Pix payment system faces pressure from Visa and Mastercard\",\n \"url\": \"https://www.elciudadano.com/en/brazils-pix-payment-system-faces-pressure-from-visa-and-mastercard/04/04/\",\n \"title_zh\": \"巴西 Pix 支付体系面临 Visa 与 Mastercard 的压力\",\n \"created_display\": \"Created: May 07, 2026 / 10:42 PT\",\n \"image_url\": \"https://www.elciudadano.com/wp-content/uploads/2019/09/el-ciudadano-img-1.png\",\n \"summary_en\": \"Brazil's Pix system is under pressure from card networks seeking interoperability or competition, raising questions about payment dynamics, fees, and regulatory responses in Latin America. The development could reshape how instant payments coexist with card rails and banks.\",\n \"summary_zh\": \"巴西的 Pix 即时支付体系正面临 Visa 与 Mastercard 的压力，涉及互操作性和竞争格局，可能影响费率、支付生态与监管走向。该动向将影响即时支付与信用卡通道、银行系统的共存方式。\",\n \"hn\": {\n \"id\": 48052371,\n \"type\": \"story\",\n \"by\": \"wslh\",\n \"score\": 367,\n \"descendants\": 311,\n \"time\": 1778175778,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052371\"\n },\n \"tags\": [\n \"Business\",\n \"Finance\",\n \"Politics\"\n ],\n \"hot_score\": 0.75\n },\n {\n \"title_en\": \"Natural Language Autoencoders: Turning Claude's Thoughts into Text\",\n \"url\": \"https://www.anthropic.com/research/natural-language-autoencoders\",\n \"title_zh\": \"自然语言自动编码器：把 Claude 的想法转化为文本\",\n \"created_display\": \"Created: May 07, 2026 / 10:54 PT\",\n \"image_url\": \"https://cdn.sanity.io/images/4zrzovbb/website/645f8c90db35a5d392c816a90c806b2904ccad21-1280x720.png\",\n \"summary_en\": \"Researchers explore natural language autoencoders as a way to compress model thoughts into textual representations. The approach aims to store, retrieve, and manipulate internal reasoning as editable text, potentially improving interpretability and memory for large AI systems. It also raises questions about fidelity, control, and how to use such latent text in downstream tasks.\",\n \"summary_zh\": \"研究者将自然语言自动编码器用于把模型内部思维压缩成文本表示，以便存储、检索和编辑。该思路可能提升大型模型的可解释性与记忆能力，但也带来保真度、控制以及在下游任务中的应用挑战。\",\n \"hn\": {\n \"id\": 48052537,\n \"type\": \"story\",\n \"by\": \"instagraham\",\n \"score\": 351,\n \"descendants\": 113,\n \"time\": 1778176442,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052537\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.73\n },\n {\n \"title_en\": \"AWS data center outage hits trading on Fanduel, Coinbase\",\n \"url\": \"https://www.cnbc.com/2026/05/08/aws-outage-data-center-fanduel-coinbase.html\",\n \"title_zh\": \"AWS 数据中心故障冲击 Fanduel、Coinbase 的交易\",\n \"created_display\": \"Created: May 08, 2026 / 14:37 PT\",\n \"image_url\": \"https://image.cnbcfm.com/api/v1/image/108234845-1764632113000-gettyimages-2248079963-20251126SOPAMASL005.jpeg?v=1778252007&w=1920&h=1080\",\n \"summary_en\": \"An AWS data center outage disrupted trading on Fanduel and Coinbase, delaying transactions and causing market frictions. The incident underscores how cloud-region failures ripple into financial services and highlights the importance of cross-region redundancy and robust outage response.\",\n \"summary_zh\": \"一次 AWS 数据中心故障导致 Fanduel 与 Coinbase 的交易受到影响，出现交易延迟和市场摩擦。这再一次凸显云区域故障对金融服务的放大效应，也强调跨区域冗余和应急响应的重要性。\",\n \"hn\": {\n \"id\": 48069088,\n \"type\": \"story\",\n \"by\": \"bigflern\",\n \"score\": 6,\n \"descendants\": 0,\n \"time\": 1778276265,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48069088\"\n },\n \"hot_score\": 0.64,\n \"tags\": [\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Hardening Firefox with Claude Mythos Preview\",\n \"url\": \"https://hacks.mozilla.org/2026/05/behind-the-scenes-hardening-firefox/\",\n \"title_zh\": \"用 Claude Mythos Preview 强化 Firefox 安全\",\n \"created_display\": \"Created: May 07, 2026 / 09:05 PT\",\n \"image_url\": \"https://hacks.mozilla.org/wp-content/uploads/2026/05/Cursor_Green_1920x1080-scaled.jpeg\",\n \"summary_en\": \"Firefox gains hardening features via Claude Mythos Preview, illustrating how AI-assisted tooling can tighten browser security and developer workflows. The post shares concrete steps and rationale.\",\n \"summary_zh\": \"Firefox 通过 Claude Mythos Preview 引入安全增强功能，展示了人工智能辅助工具在提升浏览器安全与开发流程方面的潜力。文中给出具体实现步骤与背后的原因。\",\n \"hn\": {\n \"id\": 48051079,\n \"type\": \"story\",\n \"by\": \"HieronymusBosch\",\n \"score\": 328,\n \"descendants\": 141,\n \"time\": 1778169933,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051079\"\n },\n \"tags\": [\n \"Security\",\n \"AI\",\n \"Web\"\n ],\n \"hot_score\": 0.61\n },\n {\n \"title_en\": \"GPT-5.5 Price Increase: What It Costs\",\n \"url\": \"https://openrouter.ai/announcements/gpt55-cost-analysis\",\n \"title_zh\": \"GPT-5.5 价格上涨：成本是多少\",\n \"created_display\": \"Created: May 07, 2026 / 18:02 PT\",\n \"image_url\": \"https://openrouter.ai/dynamic-og?title=GPT-5.5+Price+Increase%3A+What+It+Actually+Costs&description=OpenAI+doubled+per-token+prices+with+GPT-5.5+but+the+model+is+less+verbose.+We+measured+real+usage+to+see+the+net+cost+impact.\",\n \"summary_en\": \"A breakdown of the price increase for GPT-5.5, detailing how costs scale with usage, hardware, and service tiers. The analysis helps teams model budget impact for API workloads and plan capacity as new models come online.\",\n \"summary_zh\": \"对 GPT-5.5 的定价上涨进行分解，阐述使用量、硬件与服务层级如何影响成本。此分析帮助团队评估 API 工作负载的预算影响，并为新模型上线时的容量规划提供参考。\",\n \"hn\": {\n \"id\": 48057209,\n \"type\": \"story\",\n \"by\": \"gmays\",\n \"score\": 183,\n \"descendants\": 54,\n \"time\": 1778202148,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057209\"\n },\n \"tags\": [\n \"Business\",\n \"Finance\",\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 0.61\n },\n {\n \"title_en\": \"Roadside Attraction\",\n \"url\": \"https://theoffingmag.com/essay/roadside-attraction/\",\n \"title_zh\": \"Show HN：路边景点\",\n \"created_display\": \"Created: May 08, 2026 / 12:43 PT\",\n \"image_url\": \"https://theoffingmag.com/wp-content/uploads/2026/05/gabriel-tovar-zn64cXlPGKY-unsplash-scaled.jpg\",\n \"summary_en\": \"A reflective essay examining roadside attractions as modern myths, exploring how they shape travel culture, memory, and perception of place.\",\n \"summary_zh\": \"本文对路边景点这一文化现象进行反思，探讨它们如何成为现代神话、塑造旅行文化、记忆与地点感知。\",\n \"hn\": {\n \"id\": 48067764,\n \"type\": \"story\",\n \"by\": \"aways\",\n \"score\": 12,\n \"descendants\": 3,\n \"time\": 1778269384,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067764\"\n },\n \"hot_score\": 0.6,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"AlphaEvolve: Gemini-powered coding agent scaling impact across fields\",\n \"url\": \"https://deepmind.google/blog/alphaevolve-impact/\",\n \"title_zh\": \"AlphaEvolve：以 Gemini 驱动的编码代理在各领域扩展影响\",\n \"created_display\": \"Created: May 07, 2026 / 08:02 PT\",\n \"image_url\": \"https://lh3.googleusercontent.com/UNlyTVoqkmAoTzbbF4QRoPXr-X-QBkXeVpcHxIjte0y5mn_f6ZYHVsynQswOhGLJx-7hnbwt1NcTOQDQoCbum3-l8wPPP5dC6kw0tGmBQAw60nEHog=w1200-h630-n-nu-rw\",\n \"summary_en\": \"AlphaEvolve uses a Gemini-powered coding agent to automate coding tasks and assist across domains beyond software development. The approach shows how AI agents can scale from code generation to research, data analysis, and product-building, potentially speeding up timelines.\",\n \"summary_zh\": \"AlphaEvolve 利用 Gemini 支撑的编码代理来自动化编码任务并扩展至非软件领域的应用。该方法展示了 AI 代理如何将代码生成能力扩展到研究、数据分析和产品开发，从而加速项目进程。\",\n \"hn\": {\n \"id\": 48050278,\n \"type\": \"story\",\n \"by\": \"berlianta\",\n \"score\": 319,\n \"descendants\": 139,\n \"time\": 1778166140,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050278\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.56\n },\n {\n \"title_en\": \"I want to live like Costco people\",\n \"url\": \"https://tastecooking.com/i-want-to-live-like-costco-people/\",\n \"title_zh\": \"我想过像 Costco 那样生活\",\n \"created_display\": \"Created: May 07, 2026 / 08:19 PT\",\n \"image_url\": \"https://tastecooking.com/wp-content/uploads/2026/05/COSTCO_SOCIAL-scaled.jpg\",\n \"summary_en\": \"An essay exploring the Costco lifestyle—bulk buying, long memberships, and frugal routines—as a model for efficiency and minimalism. It argues that adopting Costco-like habits can simplify decision fatigue, cut waste, and emphasize value over novelty in everyday consumption.\",\n \"summary_zh\": \"本文探讨 Costco 式的生活方式——囤货、长期会员、简洁的日常习惯——作为提升效率与简约的范式。作者认为采用 Costco 风格的做法可以降低决策疲劳、减少浪费，并让日常消费更注重性价比。\",\n \"hn\": {\n \"id\": 48050499,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 311,\n \"descendants\": 659,\n \"time\": 1778167167,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050499\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.56\n },\n {\n \"title_en\": \"Nonprofit hospitals spend billions on consultants with no clear effect\",\n \"url\": \"https://www.uchicagomedicine.org/forefront/research-and-discoveries-articles/nonprofit-hospitals-spend-billions-on-management-consultants\",\n \"title_zh\": \"非营利医院在管理顾问上花费数十亿美元却未见明显成效\",\n \"created_display\": \"Created: May 07, 2026 / 15:54 PT\",\n \"image_url\": \"https://edge.sitecorecloud.io/unichicagomc-81nbqnb3/media/images/ucmc/forefront/channel-pages/research-and-discoveries/universal/money-stethascope_1664x938.jpg?h=938&iar=0&w=1664\",\n \"summary_en\": \"Nonprofit hospitals spend billions on management consultants with little measurable impact on outcomes, prompting questions about the value of external advice in healthcare systems. The finding suggests rethinking procurement and internal capability-building.\",\n \"summary_zh\": \"非营利医院在管理咨询上的支出达到数十亿美元，但对结果的可量化影响甚微，引发对外部咨询在医疗体系中的价值的讨论。研究或促使重新审视采购与内部能力建设的策略。\",\n \"hn\": {\n \"id\": 48056158,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 178,\n \"descendants\": 70,\n \"time\": 1778194474,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056158\"\n },\n \"tags\": [\n \"Business\",\n \"Health\"\n ],\n \"hot_score\": 0.51\n },\n {\n \"title_en\": \"Programming Still Sucks\",\n \"url\": \"https://www.stvn.sh/writing/programming-still-sucks-fqffhyp\",\n \"title_zh\": \"编程仍然很糟糕\",\n \"created_display\": \"Created: May 06, 2026 / 12:06 PT\",\n \"image_url\": null,\n \"summary_en\": \"A provocative essay argues that programming remains challenging due to fragmentation, tool churn, and misaligned incentives, urging improvements in tooling, processes, and collaboration to ease developers' pain.\",\n \"summary_zh\": \"这篇挑衅性文章认为编程仍然困难，原因包括工具生态碎片化、工具更新换代频繁以及激励机制错配。作者提出通过改进工具链、流程与协作来缓解开发者痛苦的建议。\",\n \"hn\": {\n \"id\": 48040269,\n \"type\": \"story\",\n \"by\": \"jeromechoo\",\n \"score\": 596,\n \"descendants\": 300,\n \"time\": 1778094401,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48040269\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.46\n },\n {\n \"title_en\": \"QBE – Compiler Back End\",\n \"url\": \"https://c9x.me/compile/\",\n \"title_zh\": \"QBE：编译器后端\",\n \"created_display\": \"Created: May 08, 2026 / 00:00 PT\",\n \"image_url\": \"https://c9x.me/compile/logo.png\",\n \"summary_en\": \"QBE is a compact, retargetable compiler backend designed to ease code generation and experimentation. It emphasizes a clean intermediate representation and portable code emission, appealing to language researchers and hobbyists.\",\n \"summary_zh\": \"QBE 是一个紧凑且可重定位的编译器后端，旨在简化代码生成与实验探索。它强调干净的中间表示和可移植的输出，适合语言研究者与爱好者使用。\",\n \"hn\": {\n \"id\": 48059633,\n \"type\": \"story\",\n \"by\": \"smartmic\",\n \"score\": 81,\n \"descendants\": 24,\n \"time\": 1778223625,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059633\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\",\n \"Web\"\n ],\n \"hot_score\": 0.45\n },\n {\n \"title_en\": \"Show HN: GETadb.com – every GET request creates a DB\",\n \"url\": \"https://www.getadb.com/\",\n \"title_zh\": \"Show HN：GETadb.com——每个 GET 请求都会创建一个数据库\",\n \"created_display\": \"Created: May 08, 2026 / 09:17 PT\",\n \"image_url\": null,\n \"summary_en\": \"GETadb.com is a tiny service that records every HTTP GET request as a database row, enabling instant, auditable traces of visited routes. The idea showcases how simple endpoints can enable powerful visibility into web traffic and can inspire lightweight observability tooling.\",\n \"summary_zh\": \"GETadb.com 是一个小型服务，通过将每次 HTTP GET 请求写入数据库实现对访问路径的可审计追踪，展示了简单端点也能带来强大的可观测性，并可能成为轻量级观测工具的灵感。\",\n \"hn\": {\n \"id\": 48065203,\n \"type\": \"story\",\n \"by\": \"nezaj\",\n \"score\": 21,\n \"descendants\": 26,\n \"time\": 1778257057,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065203\"\n },\n \"hot_score\": 0.43,\n \"tags\": [\n \"Web\",\n \"Show HN\",\n \"Data\"\n ]\n },\n {\n \"title_en\": \"Show HN: The independent guide to agent orchestrators\",\n \"url\": \"https://agentmgmt.dev/\",\n \"title_zh\": \"Show HN：独立的代理编排器指南\",\n \"created_display\": \"Created: May 08, 2026 / 14:17 PT\",\n \"image_url\": \"https://manuelmeurer.com/images/face.jpg\",\n \"summary_en\": \"A community-driven guide to agent orchestrators, explaining design patterns, best practices, and tool comparisons to help developers pick the right orchestrator for their use case.\",\n \"summary_zh\": \"这是一个关于代理编排器的独立指南，梳理了设计模式、最佳实践和工具对比，帮助开发者在不同场景下选型。\",\n \"hn\": {\n \"id\": 48068896,\n \"type\": \"story\",\n \"by\": \"manume\",\n \"score\": 5,\n \"descendants\": 1,\n \"time\": 1778275078,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48068896\"\n },\n \"hot_score\": 0.43,\n \"tags\": [\n \"Programming\",\n \"Show HN\"\n ]\n },\n {\n \"title_en\": \"Blaise – A modern self-hosting zero-legacy Object Pascal compiler targeting QBE\",\n \"url\": \"https://github.com/graemeg/blaise\",\n \"title_zh\": \"Blaise：面向 QBE 的现代自托管、零遗留 Object Pascal 编译器\",\n \"created_display\": \"Created: May 07, 2026 / 21:44 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/22e7eeb378c4c52b8aebce40a606f3daf2c0ecc02cb480c33d30c068920071aa/graemeg/blaise\",\n \"summary_en\": \"Blaise is a modern self-hosting Object Pascal compiler that aims to shed legacy baggage and target the QBE backend. The project emphasizes self-hosting capabilities and a clean, minimal toolchain, enabling Pascal development with a contemporary stack.\",\n \"summary_zh\": \"Blaise 是一个现代的自托管 Object Pascal 编译器，目标是抛弃遗留负担并对接 QBE 后端。该项目强调自托管能力和简洁的工具链，为 Pascal 开发提供现代化的堆栈。\",\n \"hn\": {\n \"id\": 48058644,\n \"type\": \"story\",\n \"by\": \"peter_d_sherman\",\n \"score\": 92,\n \"descendants\": 47,\n \"time\": 1778215442,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058644\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\",\n \"Web\"\n ],\n \"hot_score\": 0.41\n },\n {\n \"title_en\": \"Plasticity and language in the anaesthetized human hippocampus\",\n \"url\": \"https://www.bcm.edu/news/researchers-discover-advanced-language-processing-in-the-unconscious-human-brain\",\n \"title_zh\": \"麻醉下人类海马体的语言可塑性\",\n \"created_display\": \"Created: May 07, 2026 / 16:06 PT\",\n \"image_url\": \"https://www.bcm.edu/sites/default/files/2024-07/brain-ocd.jpg\",\n \"summary_en\": \"Researchers report that the hippocampus can show language-related plasticity even under anesthesia, suggesting unconscious processing survives certain cognitive tasks. The finding challenges assumptions about neural shutdown during sleep or sedation.\",\n \"summary_zh\": \"研究显示即使在麻醉状态下，海马体仍可出现与语言相关的可塑性，暗示潜意识层面的语言处理仍在进行。这一发现挑战了人们对睡眠或镇静时大脑功能“关闭”的常规认知。\",\n \"hn\": {\n \"id\": 48056268,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 140,\n \"descendants\": 60,\n \"time\": 1778195204,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056268\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.4\n },\n {\n \"title_en\": \"Fifteen Portugese police officers detained in torture investigation\",\n \"url\": \"https://www.bbc.com/news/articles/c0r2zq9wg9xo\",\n \"title_zh\": \"十五名葡萄牙警察因虐待调查被拘留\",\n \"created_display\": \"Created: May 08, 2026 / 13:42 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/e215/live/5ca629a0-4979-11f1-b9d6-9f6a897bd1ff.png\",\n \"summary_en\": \"Fifteen Portuguese police officers have been detained as part of a torture investigation, marking a high-profile probe into abuses within law enforcement. The case raises questions about oversight, accountability, and training within the police force, as well as the rights of detainees.\",\n \"summary_zh\": \"十五名葡萄牙警察因虐待调查而被拘留，此案引发对警务监督、问责与培训的关注，以及对被拘留者人权的关注。\",\n \"hn\": {\n \"id\": 48068540,\n \"type\": \"story\",\n \"by\": \"lastdong\",\n \"score\": 6,\n \"descendants\": 0,\n \"time\": 1778272925,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48068540\"\n },\n \"hot_score\": 0.4,\n \"tags\": [\n \"Politics\",\n \"Legal\"\n ]\n },\n {\n \"title_en\": \"GNU IFUNC is the real culprit behind CVE-2024-3094\",\n \"url\": \"https://github.com/robertdfrench/ifuncd-up\",\n \"title_zh\": \"GNU IFUNC是CVE-2024-3094真正罪魁祸首\",\n \"created_display\": \"Created: May 07, 2026 / 17:03 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/824707729/6c1c05bd-59f2-4874-af77-31faee285f2a\",\n \"summary_en\": \"A technical analysis argues that GNU IFUNC is the true driver behind CVE-2024-3094, highlighting how dynamic symbol resolution can create attack surfaces in software. The piece serves as a cautionary note about low-level kernel and libc vulnerabilities.\",\n \"summary_zh\": \"技术分析声称GNU IFUNC才是CVE-2024-3094的真正根因，强调动态符号解析如何在软件中暴露攻击面。这一结论提醒开发者关注底层内核与C库的潜在漏洞。\",\n \"hn\": {\n \"id\": 48056749,\n \"type\": \"story\",\n \"by\": \"foltik\",\n \"score\": 117,\n \"descendants\": 53,\n \"time\": 1778198618,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056749\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.36\n },\n {\n \"title_en\": \"Compound drivers of Antarctic sea ice loss and Southern Ocean destratification\",\n \"url\": \"https://www.science.org/doi/10.1126/sciadv.aeb0166\",\n \"title_zh\": \"南极海冰减少的复合驱动及南部海洋去层化机制\",\n \"created_display\": \"Created: May 08, 2026 / 15:00 PT\",\n \"image_url\": null,\n \"summary_en\": \"A Science Advances paper identifies multiple interacting drivers of Antarctic sea ice loss and destratification of the Southern Ocean, including winds, ocean heat, and circulation changes. Understanding these coupled processes helps refine climate models and predict future ice conditions.\",\n \"summary_zh\": \"这项研究揭示了影响南极海冰减少和南部海洋去层化的多重耦合驱动因素，包括风、海水温跃和环流变化。理解这些过程有助于改进气候模型并预测未来海冰状况。\",\n \"hn\": {\n \"id\": 48069313,\n \"type\": \"story\",\n \"by\": \"littlexsparkee\",\n \"score\": 3,\n \"descendants\": 0,\n \"time\": 1778277622,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48069313\"\n },\n \"hot_score\": 0.32,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Two Home Affairs officials suspended after AI 'hallucinations' found\",\n \"url\": \"https://www.citizen.co.za/news/home-affairs-officials-suspended-ai-hallucinations/\",\n \"title_zh\": \"两名内政部官员因 AI '幻觉' 被停职\",\n \"created_display\": \"Created: May 07, 2026 / 12:38 PT\",\n \"image_url\": \"https://media.citizen.co.za/wp-content/uploads/2026/05/AI.jpg\",\n \"summary_en\": \"An investigation found that an AI system produced hallucinations affecting decisions, leading to the suspension of two Home Affairs officials. The case underscores governance and reliability challenges when government workflows depend on AI tools.\",\n \"summary_zh\": \"调查发现某 AI 系统出现幻觉式输出，影响决策，因此两名内政部官员被停职。此案凸显政府工作流程对 AI 工具的治理与可靠性挑战。\",\n \"hn\": {\n \"id\": 48053842,\n \"type\": \"story\",\n \"by\": \"jruohonen\",\n \"score\": 133,\n \"descendants\": 34,\n \"time\": 1778182716,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053842\"\n },\n \"tags\": [\n \"AI\",\n \"Politics\"\n ],\n \"hot_score\": 0.31\n },\n {\n \"title_en\": \"The Self-Cancelling Subscription\",\n \"url\": \"https://predr.ag/blog/the-self-cancelling-subscription/\",\n \"title_zh\": \"自我取消订阅\",\n \"created_display\": \"Created: May 07, 2026 / 07:15 PT\",\n \"image_url\": \"https://predr.ag/assets/2026-04-01-the-self-cancelling-subscription/self-cancelling-subscription.jpg\",\n \"summary_en\": \"A self-cancelling subscription model ends automatically after a defined period or condition, removing long-term commitment friction. The concept prompts rethinking retention strategies and value delivery for subscription products.\",\n \"summary_zh\": \"自我取消订阅模型在达到设定条件或时间后自动结束，消除了长期绑定的摩擦。该思路促使人们重新审视订阅产品的留存策略与价值交付。\",\n \"hn\": {\n \"id\": 48049764,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 174,\n \"descendants\": 73,\n \"time\": 1778163316,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049764\"\n },\n \"tags\": [\n \"Business\",\n \"Startups\"\n ],\n \"hot_score\": 0.29\n },\n {\n \"title_en\": \"Korea Surpasses Canada as Seventh-Largest Stock Market\",\n \"url\": \"https://www.bloomberg.com/news/articles/2026-05-07/korea-surpasses-canada-as-world-s-seventh-largest-stock-market\",\n \"title_zh\": \"韩国超越加拿大 成为全球第七大股市\",\n \"created_display\": \"Created: May 08, 2026 / 11:36 PT\",\n \"image_url\": null,\n \"summary_en\": \"South Korea crosses Canada to become the world's seventh-largest stock market, reflecting strong domestic equities and tech-driven growth. The shift reshapes global market weights and opens new opportunities for investors tracking Asia’s expanding influence.\",\n \"summary_zh\": \"韩国超过加拿大成为全球第七大股市，反映国内股市与科技驱动的增长。此变动将影响全球市场权重，并为关注亚洲影响力扩大的投资者带来新机会。\",\n \"hn\": {\n \"id\": 48067018,\n \"type\": \"story\",\n \"by\": \"carabiner\",\n \"score\": 8,\n \"descendants\": 0,\n \"time\": 1778265396,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067018\"\n },\n \"hot_score\": 0.27,\n \"tags\": [\n \"Business\",\n \"Finance\",\n \"Privacy\"\n ]\n },\n {\n \"title_en\": \"Gambling ads on social media reach more than twice as many men as women: study\",\n \"url\": \"https://www.cam.ac.uk/research/news/gambling-ads-on-social-media-reach-more-than-twice-as-many-men-as-women\",\n \"title_zh\": \"社交媒体赌博广告对男性覆盖量是女性的两倍以上：研究\",\n \"created_display\": \"Created: May 07, 2026 / 16:17 PT\",\n \"image_url\": \"https://www.cam.ac.uk/sites/default/files/news/news/gettyimages-1426353191-dp.jpg\",\n \"summary_en\": \"Study finds gambling ads on social platforms reach twice as many men as women, signaling gendered exposure and potential risk, particularly for vulnerable groups. The result has implications for platform advertising policies and public health considerations.\",\n \"summary_zh\": \"研究发现社交媒体上的博彩广告对男性的覆盖量明显高于女性，超过两倍，揭示性别化曝光与潜在风险，尤其对易受影响群体。该结果对平台广告政策与公共卫生具有重要影响。\",\n \"hn\": {\n \"id\": 48056359,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 89,\n \"descendants\": 62,\n \"time\": 1778195823,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056359\"\n },\n \"tags\": [\n \"Science\",\n \"Health\"\n ],\n \"hot_score\": 0.26\n },\n {\n \"title_en\": \"RSS feeds send me more traffic than Google\",\n \"url\": \"https://shkspr.mobi/blog/2026/05/rss-feeds-send-me-more-traffic-than-google/\",\n \"title_zh\": \"RSS 订阅源带来比 Google 更多流量\",\n \"created_display\": \"Created: May 06, 2026 / 17:40 PT\",\n \"image_url\": \"https://shkspr.mobi/blog/wp-content/uploads/2026/05/page-views.webp\",\n \"summary_en\": \"A blogger reports that RSS feeds drive more visits to their site than Google search, highlighting the enduring value of feed readers and subscription-based readership. The post argues feeds offer stable, engaged readership that resists over-reliance on search algorithms.\",\n \"summary_zh\": \"作者表示 RSS 订阅源带来比 Google 还多的流量，凸显订阅制与订阅型读者的价值。该观点强调 RSS 能提供稳定、参与度高的受众，抵御对搜索算法的过度依赖。\",\n \"hn\": {\n \"id\": 48043964,\n \"type\": \"story\",\n \"by\": \"SpyCoder77\",\n \"score\": 263,\n \"descendants\": 70,\n \"time\": 1778114406,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48043964\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 0.25\n },\n {\n \"title_en\": \"If Anyone Builds It, Everyone Dies\",\n \"url\": \"https://ifanyonebuildsit.com/\",\n \"title_zh\": \"如果有人真的把它造出来，众人将无处庇护\",\n \"created_display\": \"Created: May 08, 2026 / 14:29 PT\",\n \"image_url\": \"https://ifanyonebuildsit.com/preview3.png\",\n \"summary_en\": \"A provocative project title exploring existential risks of future tech and the need for governance. The piece argues for proactive governance, safe design practices, and layered defenses to prevent catastrophic outcomes.\",\n \"summary_zh\": \"本文从社会风险的角度探讨若干前沿科技可能带来的广泛危害，强调需要前瞻性治理、安全设计与多层防护来避免灾难性后果。\",\n \"hn\": {\n \"id\": 48069009,\n \"type\": \"story\",\n \"by\": \"lisper\",\n \"score\": 3,\n \"descendants\": 0,\n \"time\": 1778275753,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48069009\"\n },\n \"hot_score\": 0.24,\n \"tags\": [\n \"Politics\",\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Principles for agent-native CLIs\",\n \"url\": \"https://twitter.com/trevin/status/2051316002730991795\",\n \"title_zh\": \"面向代理的原生 CLI 原则\",\n \"created_display\": \"Created: May 07, 2026 / 10:40 PT\",\n \"image_url\": \"https://pbs.twimg.com/media/HHN5QmAaYAA-lJO.jpg:large\",\n \"summary_en\": \"Designing CLIs that work with AI agents requires clear guidance on reliability, observability, and security. The principles outline how to keep interactions predictable, support reproducible results, and avoid leaking prompts or secret data. These guidelines help engineers build safer, more maintainable AI-powered tooling.\",\n \"summary_zh\": \"为 AI 代理设计原生 CLI 需要强调可靠性、可观测性与安全性。原则强调保持交互可预测、结果可复现，并防止提示或敏感数据泄露，帮助工程师构建更安全、易维护的 AI 工具。\",\n \"hn\": {\n \"id\": 48052333,\n \"type\": \"story\",\n \"by\": \"blumpy22\",\n \"score\": 101,\n \"descendants\": 49,\n \"time\": 1778175605,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052333\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\",\n \"Security\"\n ],\n \"hot_score\": 0.21\n },\n {\n \"title_en\": \"AWS says data center overheating in North Virginia disrupts services\",\n \"url\": \"https://www.reuters.com/business/retail-consumer/amazon-cloud-unit-says-data-center-overheating-north-virginia-disrupts-services-2026-05-08/\",\n \"title_zh\": \"AWS 北弗吉尼亚数据中心因过热中断服务\",\n \"created_display\": \"Created: May 07, 2026 / 20:31 PT\",\n \"image_url\": null,\n \"summary_en\": \"AWS reports an overheating incident at a North Virginia data center that disrupted services across its cloud platform. The outage affected compute, storage, and user-facing services, illustrating the risk of single-site failures and the importance of regional redundancy and incident response.\",\n \"summary_zh\": \"AWS 报告北弗吉尼亚数据中心因过热导致服务中断，影响了云平台的计算、存储与对外服务。事件凸显了单点故障的风险，以及实现区域冗余与高效应急响应的重要性。\",\n \"hn\": {\n \"id\": 48058197,\n \"type\": \"story\",\n \"by\": \"christhecaribou\",\n \"score\": 49,\n \"descendants\": 19,\n \"time\": 1778211118,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058197\"\n },\n \"hot_score\": 0.2,\n \"tags\": [\n \"DevOps\",\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Digging into Drama at the Document Foundation\",\n \"url\": \"https://lwn.net/Articles/1066418/\",\n \"title_zh\": \"深入 Document Foundation 的风波\",\n \"created_display\": \"Created: May 07, 2026 / 20:51 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"An exploration of governance friction and internal drama at the Document Foundation, the umbrella organization behind LibreOffice. The piece analyzes how organizational tensions affect development priorities, contributor morale, and the project’s long-term health.\",\n \"summary_zh\": \"对 LibreOffice 背后机构 Document Foundation 的治理摩擦与内部风波进行了深入分析，探讨组织紧张关系如何影响开发优先级、贡献者士气及项目的长期健康。\",\n \"hn\": {\n \"id\": 48058337,\n \"type\": \"story\",\n \"by\": \"signa11\",\n \"score\": 49,\n \"descendants\": 10,\n \"time\": 1778212319,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058337\"\n },\n \"tags\": [\n \"Open Source\",\n \"Health\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"US will start revoking passports for parents who owe child support\",\n \"url\": \"https://apnews.com/article/passports-unpaid-child-support-penalty-state-department-42d90cfa8a06ee349bb9145f668919b6\",\n \"title_zh\": \"美国将撤销拖欠子女抚养费者的护照\",\n \"created_display\": \"Created: May 07, 2026 / 20:52 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/feb0c7c/2147483647/strip/true/crop/6636x4422+42+0/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2F10%2F23%2Fb8137c4ddbbbfffebb4eb187fe45%2F6a8af663ca9c4f2485e8fd23dffcea9a\",\n \"summary_en\": \"The policy expands passport revocation for nonpayment of child support, aiming to enforce financial obligations. It raises questions about due process, potential hardship, and the data systems needed to enforce it.\",\n \"summary_zh\": \"该政策扩大对拖欠子女抚养费者的护照撤销范围，旨在加强执行义务。但也引发关于程序正义、潜在困难，以及执行所需数据系统的问题探讨。\",\n \"hn\": {\n \"id\": 48058340,\n \"type\": \"story\",\n \"by\": \"OutOfHere\",\n \"score\": 47,\n \"descendants\": 25,\n \"time\": 1778212334,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058340\"\n },\n \"hot_score\": 0.19,\n \"tags\": [\n \"Legal\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"Pinocchio is weirder than you remembered\",\n \"url\": \"https://storica.club/blog/pinocchio-in-italian/\",\n \"title_zh\": \"木偶奇遇记比你记得的更怪\",\n \"created_display\": \"Created: May 06, 2026 / 05:27 PT\",\n \"image_url\": \"https://storica.club/assets/og-image.png\",\n \"summary_en\": \"Pinocchio's tale reveals more linguistic quirks and cultural nuances in Italian storytelling than commonly assumed.\",\n \"summary_zh\": \"本文从语言与文化的视角，揭示意大利叙事中《木偶奇遇记》所具有的独特怪诞与细微差异，关注语言、翻译与民间传说如何塑造这一经典角色。\",\n \"hn\": {\n \"id\": 48035420,\n \"type\": \"story\",\n \"by\": \"cemsakarya\",\n \"score\": 285,\n \"descendants\": 125,\n \"time\": 1778070427,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48035420\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"Singapore introduces caning for boys who bully others at school\",\n \"url\": \"https://www.theguardian.com/world/2026/may/06/singapore-caning-school-bullies\",\n \"title_zh\": \"新加坡对校园霸凌的男生实施鞭笞处罚\",\n \"created_display\": \"Created: May 05, 2026 / 23:29 PT\",\n \"image_url\": \"https://i.guim.co.uk/img/media/86ec731f883bf7323f947a4361cd8e6a97e55906/501_0_5000_4000/master/5000.jpg?width=1200&height=630&quality=85&auto=format&fit=crop&precrop=40:21,offset-x50,offset-y0&overlay-align=bottom%2Cleft&overlay-width=100p&overlay-base64=L2ltZy9zdGF0aWMvb3ZlcmxheXMvdGctZGVmYXVsdC5wbmc&enable=upscale&s=79aaafa1086b2db25f6bef3718c1989a\",\n \"summary_en\": \"Singapore approves corporal punishment for school bullies, sparking debate over effectiveness, ethics, and student welfare. The policy signals a hard line on bullying but raises concerns about proportionality and long-term impacts.\",\n \"summary_zh\": \"新加坡宣布对校园霸凌者实施鞭笞等体罚措施，引发关于效果、伦理与学生福祉的讨论。此举硬性打击校园欺凌，但也引发对处罚比例与长期影响的担忧。\",\n \"hn\": {\n \"id\": 48032968,\n \"type\": \"story\",\n \"by\": \"rustoo\",\n \"score\": 319,\n \"descendants\": 507,\n \"time\": 1778048993,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032968\"\n },\n \"tags\": [\n \"Politics\",\n \"Education\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"Show HN: TRUST – Coding Rust like it's 1989\",\n \"url\": \"https://github.com/wojtczyk/trust\",\n \"title_zh\": \"Show HN：我用 Rust 编程像 1989 年一样\",\n \"created_display\": \"Created: May 06, 2026 / 22:58 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/0cf54f5f3f8448975d7e11008f457b88577e490bac8fd095bc7c824a216162c8/wojtczyk/trust\",\n \"summary_en\": \"Show HN: Trust reimagines Rust coding with a retro,1989-inspired approach, highlighting how constraint-driven tooling can inform modern systems programming ergonomics.\",\n \"summary_zh\": \"Show HN：Trust 将 Rust 编程与 1989 年的编程风格相结合，强调受限工具链如何影响现代系统编程的体验与设计。\",\n \"hn\": {\n \"id\": 48045939,\n \"type\": \"story\",\n \"by\": \"wojtczyk\",\n \"score\": 147,\n \"descendants\": 78,\n \"time\": 1778133532,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48045939\"\n },\n \"tags\": [\n \"Programming\",\n \"Show HN\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"Creating for a niche\",\n \"url\": \"https://www.davesnider.com/posts/working-in-a-niche\",\n \"title_zh\": \"为小众市场而创作\",\n \"created_display\": \"Created: May 07, 2026 / 12:32 PT\",\n \"image_url\": \"https://files.davesnider.com/2026MAY/p4K8ox2SKaY6UtNw.png\",\n \"summary_en\": \"The piece argues about building for a niche audience, weighing depth and differentiation against broader reach. It offers strategies for sustainable impact, such as specializing, community-building, and incremental product improvements.\",\n \"summary_zh\": \"文章讨论面向小众受众进行创作的取舍，强调在深耕与差异化之间取得平衡。给出可执行的思路，如专业化、社区建设和渐进式迭代等。\",\n \"hn\": {\n \"id\": 48053770,\n \"type\": \"story\",\n \"by\": \"snide\",\n \"score\": 73,\n \"descendants\": 7,\n \"time\": 1778182353,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053770\"\n },\n \"tags\": [\n \"Startups\",\n \"Business\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"Komai: a fine Matrix chat app you can get to love\",\n \"url\": \"https://etke.cc/blog/introducing-komai\",\n \"title_zh\": \"Komai：一个你会爱上的 Matrix 聊天应用\",\n \"created_display\": \"Created: May 07, 2026 / 17:10 PT\",\n \"image_url\": \"https://etke.cc/img/komai/main-view.webp\",\n \"summary_en\": \"Komai presents a polished Matrix-based chat experience that could win over users who value open standards and interoperability. The review highlights the app’s design polish, UX, and potential to broaden Matrix adoption.\",\n \"summary_zh\": \"Komai 提供了一个精致的基于 Matrix 的聊天体验，可能吸引重视开放标准与互操作性的用户。文章重点评价其设计与用户体验，以及对扩大 Matrix 使用的潜力。\",\n \"hn\": {\n \"id\": 48056804,\n \"type\": \"story\",\n \"by\": \"anotherevan\",\n \"score\": 49,\n \"descendants\": 21,\n \"time\": 1778199044,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056804\"\n },\n \"tags\": [\n \"Open Source\",\n \"Web\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"ZAYA1-8B matches DeepSeek-R1 on math with less than 1B active parameters\",\n \"url\": \"https://firethering.com/zaya1-8b-open-source-math-coding-model/\",\n \"title_zh\": \"ZAYA1-8B 以不到 1B 激活参数的规模，在数学推理任务中达到与 DeepSeek-R1 相当的水平\",\n \"created_display\": \"Created: May 07, 2026 / 01:56 PT\",\n \"image_url\": \"https://firethering.com/wp-content/uploads/2026/05/zaya1-8B-Ai-model.jpg\",\n \"summary_en\": \"Open-source LLM ZAYA1-8B achieves math performance on par with DeepSeek-R1 with under 1B active parameters. The result highlights progress toward compact, on-device capable models and the potential for accessible high-quality math reasoning in smaller footprints.\",\n \"summary_zh\": \"ZAYA1-8B 以不到 1B 激活参数的规模，在数学推理任务中达到与 DeepSeek-R1 相当的水平。此进展推动了在边缘设备上运行高效、可访问的高质量推理的可能性。\",\n \"hn\": {\n \"id\": 48047082,\n \"type\": \"story\",\n \"by\": \"steveharing1\",\n \"score\": 102,\n \"descendants\": 54,\n \"time\": 1778144211,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48047082\"\n },\n \"tags\": [\n \"AI\",\n \"Open Source\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"Claude Code CVE-2026-39861:sandbox escape via symlink\",\n \"url\": \"https://github.com/advisories/GHSA-vp62-r36r-9xqp\",\n \"title_zh\": \"Claude Code CVE-2026-39861：通过符号链接实现的沙箱逃逸\",\n \"created_display\": \"Created: May 07, 2026 / 19:39 PT\",\n \"image_url\": \"https://github.githubassets.com/assets/advisory-database-show-f32c8207dfb2.png\",\n \"summary_en\": \"A vulnerability in Claude Code allows sandbox escape via a symlink, exposing potential bypass of sandboxed execution. The advisory lists affected versions and mitigations; users should patch or disable affected features until fixed.\",\n \"summary_zh\": \"Claude Code 存在通过符号链接实现沙箱逃逸的漏洞（CVE-2026-39861），可能使受限执行环境被突破。公告列出受影响版本及缓解措施，建议尽快打补丁或在修复前禁用相关功能。\",\n \"hn\": {\n \"id\": 48057842,\n \"type\": \"story\",\n \"by\": \"Armor1AI\",\n \"score\": 35,\n \"descendants\": 4,\n \"time\": 1778207995,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057842\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"HantaWatch Real time hantavirus outbreak tracker\",\n \"url\": \"https://hantawatch.net/\",\n \"title_zh\": \"HantaWatch 实时汉坦病毒疫情追踪器\",\n \"created_display\": \"Created: May 07, 2026 / 22:24 PT\",\n \"image_url\": null,\n \"summary_en\": \"HantaWatch provides a real-time hantavirus outbreak tracker, aggregating case data and visualizing spread patterns. The tool supports researchers and public health officials with timely insights into outbreak dynamics and regional risk.\",\n \"summary_zh\": \"HantaWatch 提供实时汉坦病毒疫情追踪，聚合病例数据并可视化传播态势，为研究者和公共卫生官员提供关于疫情动态与区域风险的及时洞察。\",\n \"hn\": {\n \"id\": 48058917,\n \"type\": \"story\",\n \"by\": \"Accher\",\n \"score\": 27,\n \"descendants\": 35,\n \"time\": 1778217864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058917\"\n },\n \"tags\": [\n \"Health\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"Four stable kernels with partial fixes for Dirty Frag\",\n \"url\": \"https://lwn.net/Articles/1071775/\",\n \"title_zh\": \"四个稳定内核对 Dirty Frag 的部分修复\",\n \"created_display\": \"Created: May 08, 2026 / 07:18 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"The kernel maintainers released four stable builds with partial fixes for a vulnerability nicknamed Dirty Frag. The patches reduce exposure, but a full fix may come in later updates; users should stay current.\",\n \"summary_zh\": \"内核维护者推出四个稳定版本，包含对名为 Dirty Frag 的漏洞的部分修复。这些修补降低了风险，但完整修复可能在后续更新中发布，用户应保持更新。\",\n \"hn\": {\n \"id\": 48063601,\n \"type\": \"story\",\n \"by\": \"Brajeshwar\",\n \"score\": 10,\n \"descendants\": 0,\n \"time\": 1778249898,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063601\"\n },\n \"hot_score\": 0.13,\n \"tags\": [\n \"Security\"\n ]\n },\n {\n \"title_en\": \"The Disappearance of the Public Bench\",\n \"url\": \"https://placesjournal.org/article/the-disappearance-of-the-public-bench/\",\n \"title_zh\": \"公共长椅的消失\",\n \"created_display\": \"Created: May 06, 2026 / 15:36 PT\",\n \"image_url\": null,\n \"summary_en\": \"The public bench is vanishing from modern urban spaces, prompting a critique of design and policy that affect social life, accessibility, and city planning. The piece connects benches to civic space and democracy.\",\n \"summary_zh\": \"现代城市空间中的公共长椅正在消失，文章批评其对社交、无障碍与城市规划的影响，并将长椅与公共空间、民主关联起来。\",\n \"hn\": {\n \"id\": 48042817,\n \"type\": \"story\",\n \"by\": \"cainxinth\",\n \"score\": 116,\n \"descendants\": 155,\n \"time\": 1778106977,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48042817\"\n },\n \"tags\": [\n \"Design\",\n \"Culture\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"The surprisingly complex journey to text-selectable client-side generated PDFs\",\n \"url\": \"https://sdocs.dev/blogs/journey-to-pdf-generation\",\n \"title_zh\": \"在客户端生成可文本选择的 PDF 的意外复杂旅程\",\n \"created_display\": \"Created: May 06, 2026 / 22:37 PT\",\n \"image_url\": null,\n \"summary_en\": \"The journey to generate PDFs in the browser with selectable text exposes intricate challenges around fonts, encoding, and cross-browser behavior. The piece walks through practical approaches, trade-offs, and why achieving reliable, accessible client-side PDF generation remains nontrivial.\",\n \"summary_zh\": \"在浏览器中生成可选中文本的 PDF 面临字体嵌入、编码及跨浏览器行为等复杂挑战。内容介绍了多种实现策略、权衡，以及实现可靠、可访问的客户端 PDF 生成为何仍然困难。\",\n \"hn\": {\n \"id\": 48045778,\n \"type\": \"story\",\n \"by\": \"FailMore\",\n \"score\": 67,\n \"descendants\": 53,\n \"time\": 1778132230,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48045778\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Let Me Convince You to Be Prolific\",\n \"url\": \"https://3quarksdaily.com/3quarksdaily/2026/05/let-me-convince-you-to-be-prolific.html\",\n \"title_zh\": \"让我说服你变得高产\",\n \"created_display\": \"Created: May 07, 2026 / 15:50 PT\",\n \"image_url\": \"https://3quarksdaily.com/wp-content/uploads/2026/05/ChatGPT-Image-May-5-2026-03_36_01-AM.png\",\n \"summary_en\": \"The essay argues for a culture of prolific writing and creation, highlighting benefits like building a portfolio, reinforcing ideas, and gaining momentum in one’s career. It also addresses tradeoffs with quality and sustainability.\",\n \"summary_zh\": \"本文主张培养高产创作的文化，强调积累作品、巩固观点以及职业发展的势头等好处，同时探讨产量与质量、可持续性之间的权衡。\",\n \"hn\": {\n \"id\": 48056128,\n \"type\": \"story\",\n \"by\": \"herbertl\",\n \"score\": 24,\n \"descendants\": 2,\n \"time\": 1778194252,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056128\"\n },\n \"hot_score\": 0.07,\n \"tags\": [\n \"Career\"\n ]\n },\n {\n \"title_en\": \"Man finds $1M worth of Yu-Gi-Oh cards in a dumpster\",\n \"url\": \"https://www.404media.co/man-finds-1-million-worth-of-yu-gi-oh-cards-in-a-dumpster/\",\n \"title_zh\": \"男子在垃圾桶发现价值 100 万美元的 Yu-Gi-Oh 卡牌\",\n \"created_display\": \"Created: May 06, 2026 / 06:54 PT\",\n \"image_url\": \"https://storage.ghost.io/c/0f/76/0f76b548-bc58-4f25-abc3-3f5ebca07da4/content/images/2026/05/Yug1-1.jpg\",\n \"summary_en\": \"A man stumbled upon a discarded bag of Yu-Gi-Oh cards valued at up to $1 million. The find underscores the hidden value of collectibles and how storage conditions, rarity, and demand can dramatically affect resale potential.\",\n \"summary_zh\": \"一名男子在垃圾桶中发现价值高达百万美元的 Yu-Gi-Oh 卡牌收藏。该发现凸显收藏品的潜在价值，以及保存条件、稀有度和市场需求如何影响转售潜力。\",\n \"hn\": {\n \"id\": 48036289,\n \"type\": \"story\",\n \"by\": \"danso\",\n \"score\": 84,\n \"descendants\": 25,\n \"time\": 1778075660,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036289\"\n },\n \"hot_score\": 0.05,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"RaTeX: KaTeX-compatible LaTeX rendering engine in pure Rust\",\n \"url\": \"https://ratex.lites.dev/\",\n \"title_zh\": \"RaTeX：用纯 Rust 编写、兼容 KaTeX 的 LaTeX 渲染引擎\",\n \"created_display\": \"Created: May 04, 2026 / 09:19 PT\",\n \"image_url\": \"https://erweixin.github.io/RaTeX/screen.png\",\n \"summary_en\": \"RaTeX is a LaTeX rendering engine written in Rust that aims to be KaTeX-compatible and fast, safe, and embeddable in web apps. It offers Rust developers a high-performance math rendering option without relying on C++ bindings.\",\n \"summary_zh\": \"RaTeX 是用 Rust 编写的 LaTeX 渲染引擎，目标是兼容 KaTeX API、提供高性能和安全性，便于嵌入到 Web 应用中，为 Rust 开发者提供纯粹的数学渲染方案。\",\n \"hn\": {\n \"id\": 48010729,\n \"type\": \"story\",\n \"by\": \"atilimcetin\",\n \"score\": 170,\n \"descendants\": 92,\n \"time\": 1777911571,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48010729\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"PySimpleGUI 6\",\n \"url\": \"https://github.com/PySimpleGUI/PySimpleGUI\",\n \"title_zh\": \"PySimpleGUI 6 版本发布\",\n \"created_display\": \"Created: May 05, 2026 / 11:18 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/140614233/b1327c00-8320-11eb-8e4d-25dff36db261\",\n \"summary_en\": \"PySimpleGUI 6 brings further simplifications to building cross-platform GUIs with minimal code. The update focuses on a stable API, easier layout handling, and broader widget options, lowering the barrier for developers to ship quick desktop tools.\",\n \"summary_zh\": \"PySimpleGUI 6 在跨平台 GUI 的开发上继续简化，强调稳定 API、简化布局处理与扩展的小部件选项，降低开发者快速交付桌面工具的门槛。\",\n \"hn\": {\n \"id\": 48026412,\n \"type\": \"story\",\n \"by\": \"geophph\",\n \"score\": 96,\n \"descendants\": 51,\n \"time\": 1778005122,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48026412\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"How to make SSE token streams resumable, cancellable, and multi-device\",\n \"url\": \"https://zknill.io/posts/everyone-said-sse-token-streaming-was-easy/\",\n \"title_zh\": \"如何让 SSE 令牌流具备可恢复、可取消和多设备支持\",\n \"created_display\": \"Created: May 06, 2026 / 07:31 PT\",\n \"image_url\": \"https://zknill.io/img/header.png\",\n \"summary_en\": \"This piece outlines practical patterns to make Server-Sent Events streams resumable, cancellable, and usable across multiple devices. It covers state management, signaling, and synchronization strategies that enable robust real-time streaming in web apps.\",\n \"summary_zh\": \"本文概述了使 Server-Sent Events 流具备可恢复、可取消以及跨多设备使用的实用模式，涵盖状态管理、信号传输与同步策略，帮助 Web 应用实现更强的实时流能力。\",\n \"hn\": {\n \"id\": 48036746,\n \"type\": \"story\",\n \"by\": \"zknill\",\n \"score\": 61,\n \"descendants\": 12,\n \"time\": 1778077902,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036746\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Looking at the data behind prediction markets\",\n \"url\": \"https://asteriskmag.com/issues/14/are-prediction-markets-good-for-anything\",\n \"title_zh\": \"洞察预测市场背后的数据\",\n \"created_display\": \"Created: May 07, 2026 / 06:12 PT\",\n \"image_url\": \"https://asteriskmag.com/media/pages/issues/14/are-prediction-markets-good-for-anything/d248692542-1777393260/dan-schwarz-prediction-markets-asterisk-1600x900-crop-sharpen50.png\",\n \"summary_en\": \"An examination of the data generated by prediction markets reveals how liquidity, participation biases, and event framing affect accuracy and informativeness.\",\n \"summary_zh\": \"对预测市场产生的数据进行分析，揭示流动性、参与偏差和事件框架如何影响预测准确性与信息含量。数据所呈现的价格信号在哪些情形下可能误导决策者，并据此提出在使用此类市场进行预测时的注意事项。\",\n \"hn\": {\n \"id\": 48049014,\n \"type\": \"story\",\n \"by\": \"kqr\",\n \"score\": 26,\n \"descendants\": 10,\n \"time\": 1778159559,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049014\"\n },\n \"hot_score\": 0.04,\n \"tags\": [\n \"Data\"\n ]\n },\n {\n \"title_en\": \"The IT Productivity Paradox\",\n \"url\": \"https://cs.stanford.edu/people/eroberts/cs181/projects/productivity-paradox/index.html\",\n \"title_zh\": \"IT 生产力悖论\",\n \"created_display\": \"Created: May 07, 2026 / 17:02 PT\",\n \"image_url\": \"https://cs.stanford.edu/people/eroberts/cs181/projects/productivity-paradox/ITMattersLogo.png\",\n \"summary_en\": \"This exploration delves into the IT productivity paradox—the disconnect between IT spending and measured productivity gains. It covers measurement challenges, evolving IT value, and how to better quantify impact.\",\n \"summary_zh\": \"本文探讨 IT 生产力悖论，即 IT 投入与生产力提升之间的错配，分析衡量挑战、IT 价值的演变以及如何更准确地量化影响。\",\n \"hn\": {\n \"id\": 48056740,\n \"type\": \"story\",\n \"by\": \"simonpure\",\n \"score\": 15,\n \"descendants\": 0,\n \"time\": 1778198577,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056740\"\n },\n \"hot_score\": 0.04,\n \"tags\": [\n \"Business\"\n ]\n },\n {\n \"title_en\": \"A polynomial autoencoder beats PCA on transformer embeddings\",\n \"url\": \"https://ivanpleshkov.dev/blog/polynomial-autoencoder/\",\n \"title_zh\": \"多项式自编码器在 Transformer 嵌入上超越 PCA\",\n \"created_display\": \"Created: May 05, 2026 / 04:31 PT\",\n \"image_url\": \"https://ivanpleshkov.dev/og/blog/en/polynomial-autoencoder.png\",\n \"summary_en\": \"A polynomial autoencoder—leveraging nonlinear polynomial interactions—outperforms PCA at compressing transformer embeddings, capturing more structure in a smaller latent space. This points to more efficient representations for large models, with potential savings in storage and downstream compute.\",\n \"summary_zh\": \"一种利用非线性多项式交互的多项式自编码器，在压缩 Transformer 嵌入时优于 PCA，能够在更小的潜在空间中保留更多结构信息。这为大型模型提供了更高效的表示，可能降低存储与下游计算成本。\",\n \"hn\": {\n \"id\": 48021023,\n \"type\": \"story\",\n \"by\": \"timvisee\",\n \"score\": 92,\n \"descendants\": 24,\n \"time\": 1777980672,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48021023\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Why I'm giving up on Facebook (2017)\",\n \"url\": \"http://blog.afandian.com/2017/01/why-i-am-giving-up-on-facebook/\",\n \"title_zh\": \"我为什么在 2017 年放弃 Facebook\",\n \"created_display\": \"Created: May 07, 2026 / 23:46 PT\",\n \"image_url\": null,\n \"summary_en\": \"A 2017 personal reflection detailing reasons for leaving Facebook—privacy concerns, algorithmic timelines, and social impact. The piece offered early critique of social networks that still resonates in contemporary platform debates.\",\n \"summary_zh\": \"作者在 2017 年的个人反思，阐述离开 Facebook 的原因，包括隐私担忧、算法驱动的信息流与社交影响。这一早期批评在当今对平台的讨论中仍具共鸣。\",\n \"hn\": {\n \"id\": 48059516,\n \"type\": \"story\",\n \"by\": \"chistev\",\n \"score\": 7,\n \"descendants\": 1,\n \"time\": 1778222764,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059516\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Privacy\"\n ]\n },\n {\n \"title_en\": \"Dithering with CSS\",\n \"url\": \"https://ikesau.co/blog/dithering-with-css/\",\n \"title_zh\": \"CSS 抖动技巧\",\n \"created_display\": \"Created: May 04, 2026 / 08:26 PT\",\n \"image_url\": \"https://ikesau.co/images/squidward-future.png\",\n \"summary_en\": \"CSS dithering combines techniques like gradients and color quantization to simulate more colors or smooth gradients on limited palettes. The piece offers practical patterns and cautions about performance and visual artifacts.\",\n \"summary_zh\": \"CSS 抖动通过渐变、颜色量化等方法，在受限调色板中模拟更多颜色或平滑渐变。文中给出实用做法与在性能与视觉伪影之间的权衡注意点。\",\n \"hn\": {\n \"id\": 48009879,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 104,\n \"descendants\": 29,\n \"time\": 1777908378,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48009879\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Tools in the Grass: Raising the next generation of crafts person\",\n \"url\": \"https://www.popularwoodworking.com/editors-blog/tools-in-the-grass/\",\n \"title_zh\": \"在草地上的工具：培养下一代工匠\",\n \"created_display\": \"Created: May 05, 2026 / 12:24 PT\",\n \"image_url\": \"https://media.popularwoodworking.com/app/uploads/2026/03/18104335/ae8459ce-c536-4cdb-9be0-2147c861dc79_2016x1512.jpg\",\n \"summary_en\": \"Tools in the Grass explores nurturing the next generation of craftsmen, emphasizing practical tool use, mentorship, and hands-on woodworking education. It argues that traditional crafts sustain innovation and job skills.\",\n \"summary_zh\": \"《在草地上的工具》聚焦培养下一代工匠，强调动手工具运用、导师制与实作木工教育的重要性。文章主张传统手艺能促进创新与职业技能的培养。\",\n \"hn\": {\n \"id\": 48027275,\n \"type\": \"story\",\n \"by\": \"NaOH\",\n \"score\": 42,\n \"descendants\": 3,\n \"time\": 1778009099,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48027275\"\n },\n \"tags\": [\n \"Education\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Inventing Cyrillic (2024)\",\n \"url\": \"https://www.historytoday.com/archive/history-matters/inventing-cyrillic\",\n \"title_zh\": \"西里尔字母的诞生\",\n \"created_display\": \"Created: May 05, 2026 / 22:02 PT\",\n \"image_url\": null,\n \"summary_en\": \"The article traces the origins of the Cyrillic script in the medieval Slavic world, highlighting its Bulgarian roots and Greek influences that enabled widespread literacy in Eastern Europe. It explains how Cyrillic shaped liturgy, culture, and modern languages across the region.\",\n \"summary_zh\": \"本文追溯西里尔字母在中世纪斯拉夫世界的起源，强调其在保加利亚的根源以及希腊影响，推动了东欧的广泛读写能力。西里尔字母的形成深刻影响了祈祷仪式、文化及现代区域语言。\",\n \"hn\": {\n \"id\": 48032393,\n \"type\": \"story\",\n \"by\": \"lermontov\",\n \"score\": 39,\n \"descendants\": 81,\n \"time\": 1778043762,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032393\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Los Alamos and the long path to detecting neutrinos\",\n \"url\": \"https://www.lanl.gov/media/publications/1663/from-ghost-particle-to-cosmic-messenger\",\n \"title_zh\": \"洛斯阿拉莫斯与探测中微子之漫长征程\",\n \"created_display\": \"Created: May 06, 2026 / 07:21 PT\",\n \"image_url\": null,\n \"summary_en\": \"The piece chronicles Los Alamos’ long journey in neutrino detection, illustrating how detecting these elusive particles required decades of ingenuity and large-scale experiments. Neutrinos offer deep insights into astrophysics and fundamental physics, underpinning many modern discoveries.\",\n \"summary_zh\": \"本文回顾洛斯阿拉莫斯在中微子探测方面漫长的探索，展示了通过数十年的创新和大规模实验来捕捉这类微粒的挑战。中微子为天体物理与基础物理提供深刻见解，是现代诸多发现的基础。\",\n \"hn\": {\n \"id\": 48036622,\n \"type\": \"story\",\n \"by\": \"LAsteNERD\",\n \"score\": 38,\n \"descendants\": 5,\n \"time\": 1778077267,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036622\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Evaluating Geekbench 6\",\n \"url\": \"https://chipsandcheese.com/p/evaluating-geekbench-6\",\n \"title_zh\": \"Geekbench 6 的评测\",\n \"created_display\": \"Created: May 07, 2026 / 20:10 PT\",\n \"image_url\": \"https://substackcdn.com/image/fetch/$s_!c1hg!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1c7d8bd8-87bc-4223-9c8e-87bbc6d09eee_595x389.png\",\n \"summary_en\": \"A critical look at Geekbench 6, assessing its methodology, benchmarks, and how well it reflects real-world performance.\",\n \"summary_zh\": \"对 Geekbench 6 的方法学、基准以及与实际性能的相关性进行评估，讨论偏差、测量方差以及如何解读分数以进行设备对比。\",\n \"hn\": {\n \"id\": 48058053,\n \"type\": \"story\",\n \"by\": \"wmf\",\n \"score\": 7,\n \"descendants\": 0,\n \"time\": 1778209802,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058053\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"All means are fair except solving the problem\",\n \"url\": \"https://yosefk.com/blog/all-means-are-fair-except-solving-the-problem.html\",\n \"title_zh\": \"除了解决问题，所有手段都算正当\",\n \"created_display\": \"Created: May 06, 2026 / 08:52 PT\",\n \"image_url\": null,\n \"summary_en\": \"The post critiques over-engineered processes that stall real solutions by chasing process, rules, and convoluted debates instead of addressing the core problem. It urges pragmatism and actionable work, warning that software and system design suffer when 'solving the problem' is deprioritized.\",\n \"summary_zh\": \"文章批评为了避免直面核心问题而过度追求流程与规章，导致拖延解决方案。它主张务实、落地的行动，警惕在设计与实现中把‘解决问题’置于次要位置。\",\n \"hn\": {\n \"id\": 48037655,\n \"type\": \"story\",\n \"by\": \"akkartik\",\n \"score\": 20,\n \"descendants\": 11,\n \"time\": 1778082745,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037655\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Defeating Works by Design's Unpickable Lock [video]\",\n \"url\": \"https://www.youtube.com/watch?v=rMi1dIqMwNw\",\n \"title_zh\": \"破解 Works by Design 的“不可解锁”锁 [视频]\",\n \"created_display\": \"Created: May 05, 2026 / 19:31 PT\",\n \"image_url\": null,\n \"summary_en\": \"A video demonstration challenges a puzzle-like lock marketed as unpickable, illustrating how design choices can be bypassed with clever reasoning or tooling. The content offers lessons on security-by-obscurity vs. verifiable robustness and the importance of rigorous testing.\",\n \"summary_zh\": \"视频演示挑战一个被标榜为“不可解锁”的锁，展示通过巧妙推理或工具绕过设计选择的可能性。内容强调“以花招掩盖安全性”与可验证鲁棒性之间的取舍，以及严格测试的重要性。\",\n \"hn\": {\n \"id\": 48031436,\n \"type\": \"story\",\n \"by\": \"zdw\",\n \"score\": 15,\n \"descendants\": 5,\n \"time\": 1778034686,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48031436\"\n },\n \"tags\": [\n \"Security\",\n \"Design\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"pg_flight_recorder: Continuously sample PostgreSQL system state via pg_cron\",\n \"url\": \"https://github.com/dventimisupabase/pg_flight_recorder\",\n \"title_zh\": \"pg_flight_recorder：通过 pg_cron 连续采样 PostgreSQL 系统状态\",\n \"created_display\": \"Created: May 06, 2026 / 21:42 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7a7385bbd1ae5b2fc379fa484c32909aca29ff66bdf92ba4370df17b56a1309d/dventimisupabase/pg_flight_recorder\",\n \"summary_en\": \"pg_flight_recorder is a tool that continuously samples PostgreSQL system state via cron-based jobs, producing time-series data for performance analysis, debugging, and capacity planning. It helps operators detect regressive queries, cache effects, and resource pressure over time.\",\n \"summary_zh\": \"pg_flight_recorder 是一个工具，通过 pg_cron 连续采样 PostgreSQL 的系统状态，生成时序数据以用于性能分析、故障排除和容量规划。它帮助运维人员发现回归查询、缓存效应和资源压力等随时间的变化。\",\n \"hn\": {\n \"id\": 48045462,\n \"type\": \"story\",\n \"by\": \"tanelpoder\",\n \"score\": 8,\n \"descendants\": 4,\n \"time\": 1778128935,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48045462\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"DevOps\",\n \"Data\"\n ]\n },\n {\n \"title_en\": \"Wi is Fi: Understanding Wi-Fi 4/5/6/6E/7/8 (802.11 n/AC/ax/be/bn)\",\n \"url\": \"https://www.wiisfi.com/\",\n \"title_zh\": \"Wi is Fi：理解 Wi-Fi 4/5/6/6E/7/8（802.11n/AC/AX/BE/BN）\",\n \"created_display\": \"Created: May 06, 2026 / 09:01 PT\",\n \"image_url\": \"https://www.wiisfi.com/images/accesspointicon.gif\",\n \"summary_en\": \"A practical guide walking through Wi-Fi generations 4 through 8, highlighting key differences in throughput, spectrum usage, and efficiency. It includes tips on when to deploy newer standards and how client compatibility shapes real-world performance.\",\n \"summary_zh\": \"本指南对 Wi-Fi 4/5/6/6E/7/8 的差异进行梳理，聚焦吞吐量、频谱利用率和效率的提升，并给出在实际部署中应何时采用新标准以及客户端兼容性的考量。\",\n \"hn\": {\n \"id\": 48037760,\n \"type\": \"story\",\n \"by\": \"homebrewer\",\n \"score\": 4,\n \"descendants\": 0,\n \"time\": 1778083310,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037760\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Hardware\"\n ]\n }\n ]\n}"}, "e36f617a407af92c6fbc2456877601952656cb74": {"t": 1785772469.8449612, "n": 84058, "h": "52b549c496818806", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 78,\n \"reused_same_day\": 33,\n \"reused_cross_day\": 1,\n \"new_llm_enriched\": 16,\n \"scrape_time_display\": \"12:12, May 08, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/05/08\",\n \"content_date\": \"2026-05-08\",\n \"run_time_local\": \"12:12, May 08, 2026 (PDT)\",\n \"run_time_utc\": \"2026-05-08 19:12:28 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-05-08 19:13:55 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Poland is now among the 20 largest economies\",\n \"url\": \"https://apnews.com/article/poland-economy-growth-g20-gdp-26fe06e120398410f8d773ba5661e7aa\",\n \"title_zh\": \"波兰现已跻身全球前二十大经济体：原因何在\",\n \"created_display\": \"Created: May 08, 2026 / 05:30 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/909dda7/2147483647/strip/true/crop/4923x3280+3+0/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2Fe4%2Fdf%2F057b32831d24160d51408147c477%2F88cbd023c7c44085abb11287ab911ccf\",\n \"summary_en\": \"Poland has entered the global top 20 economies by GDP, driven by resilient domestic demand, investment, and productivity gains from reforms and EU funding. This shift reshapes European dynamics and could influence policy in energy, labor, and technology sectors.\",\n \"summary_zh\": \"波兰凭借国内需求韧性、投资增长以及改革与欧盟资金带来的生产力提升，GDP规模跃入全球前二十。此举重新塑造了欧洲格局，未来在能源、劳动力与科技领域的政策走向值得关注。\",\n \"hn\": {\n \"id\": 48062117,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 748,\n \"descendants\": 645,\n \"time\": 1778243405,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062117\"\n },\n \"tags\": [\n \"Business\",\n \"Energy\"\n ],\n \"hot_score\": 15.12\n },\n {\n \"title_en\": \"Google Cloud Fraud Defence is just WEI repackaged\",\n \"url\": \"https://privatecaptcha.com/blog/google-cloud-fraud-defence-wei/\",\n \"title_zh\": \"Google Cloud Fraud Defence 实际上是 WEI 的再包装\",\n \"created_display\": \"Created: May 08, 2026 / 06:56 PT\",\n \"image_url\": \"https://privatecaptcha.com/images/pc-logo-dark.svg\",\n \"summary_en\": \"Claims Google Cloud Fraud Defence is not a new product but a repackaged WEI platform. The feature set and data handling reportedly mirror WEI, raising questions about novelty and customer value. If true, the post highlights how cloud vendors leverage existing tech to accelerate go-to-market and blur differentiation.\",\n \"summary_zh\": \"该文声称 Google Cloud Fraud Defence 并非全新产品，而是把 WEI 平台重新包装后推出。具体特征、集成点和数据处理与 WEI 相似，引发对创新性和对客户价值的质疑。若属实，反映云厂商通过再包装工具来加速上市的趋势，或影响市场区分度。\",\n \"hn\": {\n \"id\": 48063199,\n \"type\": \"story\",\n \"by\": \"ribtoks\",\n \"score\": 439,\n \"descendants\": 211,\n \"time\": 1778248570,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063199\"\n },\n \"hot_score\": 12.24,\n \"tags\": [\n \"Security\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Cartoon Network Flash Games\",\n \"url\": \"https://www.webdesignmuseum.org/flash-game-exhibitions/cartoon-network-flash-games\",\n \"title_zh\": \"卡通网络的 Flash 游戏\",\n \"created_display\": \"Created: May 08, 2026 / 09:29 PT\",\n \"image_url\": \"https://www.webdesignmuseum.org/uploaded/exhibitions/cover-flash-games/cartoon-network-flash-games-preview.png\",\n \"summary_en\": \"A retrospective on Cartoon Network's Flash-era games, many of which are now part of digital heritage as browsers retire Flash.\",\n \"summary_zh\": \"回顾卡通网络在 Flash 时代推出的网页游戏，如今随着浏览器逐步淘汰 Flash，这些游戏成为数字遗产的一部分。文中强调游戏的艺术性和玩法对早期网络游戏文化的影响，以及为未来保存这些作品所进行的努力。\",\n \"hn\": {\n \"id\": 48065360,\n \"type\": \"story\",\n \"by\": \"willmeyers\",\n \"score\": 148,\n \"descendants\": 48,\n \"time\": 1778257792,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065360\"\n },\n \"hot_score\": 8.95,\n \"tags\": [\n \"Entertainment\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"Apple, Intel have reached preliminary chip-making deal\",\n \"url\": \"https://www.reuters.com/business/apple-intel-have-reached-preliminary-chip-making-deal-wsj-reports-2026-05-08/\",\n \"title_zh\": \"苹果与英特尔就芯片制造达成初步协议\",\n \"created_display\": \"Created: May 08, 2026 / 10:25 PT\",\n \"image_url\": null,\n \"summary_en\": \"A preliminary chip-making agreement between Apple and Intel hints at deeper collaboration within the semiconductor ecosystem. The deal could influence foundry capacity, supply chain resilience, and competition in chip manufacturing as Apple explores multiple fabrication channels.\",\n \"summary_zh\": \"苹果与英特尔就芯片制造达成初步协议，暗示在半导体生态系统中可能加深合作。此举或影响产能分配、供应链韧性以及芯片制造领域的竞争格局。\",\n \"hn\": {\n \"id\": 48066169,\n \"type\": \"story\",\n \"by\": \"scrlk\",\n \"score\": 94,\n \"descendants\": 41,\n \"time\": 1778261121,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066169\"\n },\n \"hot_score\": 8.37,\n \"tags\": [\n \"Business\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"A web page that shows you everything the browser told it without asking\",\n \"url\": \"https://sinceyouarrived.world/taken\",\n \"title_zh\": \"网页能看到的浏览器信息全景\",\n \"created_display\": \"Created: May 08, 2026 / 05:37 PT\",\n \"image_url\": \"https://sinceyouarrived.world/api/og-taken\",\n \"summary_en\": \"A page lists all data the browser inherently exposes to a web page, without prompting for permission. It highlights the breadth of telemetry accessible via default APIs, underscoring privacy and security implications for developers and users.\",\n \"summary_zh\": \"该网页列出浏览器默认暴露给网页的全部信息，无需用户授权。内容揭示了通过默认 API 可以获取的大量信息，强调开发者与用户在隐私与安全方面的潜在风险。\",\n \"hn\": {\n \"id\": 48062178,\n \"type\": \"story\",\n \"by\": \"mwheelz\",\n \"score\": 349,\n \"descendants\": 177,\n \"time\": 1778243825,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062178\"\n },\n \"tags\": [\n \"Privacy\",\n \"Security\",\n \"Web\"\n ],\n \"hot_score\": 7.21\n },\n {\n \"title_en\": \"Serving a website on a Raspberry Pi Zero running in RAM\",\n \"url\": \"https://btxx.org/posts/memory/\",\n \"title_zh\": \"在 RAM 中运行的 Raspberry Pi Zero 托管网站\",\n \"created_display\": \"Created: May 08, 2026 / 08:10 PT\",\n \"image_url\": \"https://btxx.org/public/images/pi-zero.png\",\n \"summary_en\": \"Introduction to serving a site from RAM on a Raspberry Pi Zero, using a memory-based filesystem to achieve fast, wear-free hosting. The approach trades persistence for low latency and reduced SD card wear, making it suitable for ephemeral demos and low-traffic setups.\",\n \"summary_zh\": \"介绍在 Raspberry Pi Zero 的内存中运行并托管一个网站，利用内存文件系统实现快速、减少写入磨损的托管。此方法以牺牲持久性换取低延迟和降低 SD 卡磨损，适合短期演示和低流量场景。\",\n \"hn\": {\n \"id\": 48064312,\n \"type\": \"story\",\n \"by\": \"xngbuilds\",\n \"score\": 136,\n \"descendants\": 51,\n \"time\": 1778253035,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48064312\"\n },\n \"hot_score\": 5.28,\n \"tags\": [\n \"Hardware\",\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"An Introduction to Meshtastic\",\n \"url\": \"https://meshtastic.org/docs/introduction/\",\n \"title_zh\": \"Meshtastic 入门指南\",\n \"created_display\": \"Created: May 08, 2026 / 04:22 PT\",\n \"image_url\": \"https://meshtastic.org/img/logo.svg\",\n \"summary_en\": \"Meshtastic is an open-source mesh-networking project that enables off-grid text messaging using low-power radios like LoRa. This introduction covers core concepts, components, and practical use cases, plus trade-offs in latency and range compared with cellular networks.\",\n \"summary_zh\": \"Meshtastic 是一个开源网状通信项目，利用低功耗无线电（如 LoRa）在无蜂窝网络的情况下实现短讯传输。本文概述了核心概念、组成部分和典型用例，并讨论了与蜂窝网络相比的延迟和覆盖范围权衡。\",\n \"hn\": {\n \"id\": 48061566,\n \"type\": \"story\",\n \"by\": \"ColinWright\",\n \"score\": 288,\n \"descendants\": 111,\n \"time\": 1778239331,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48061566\"\n },\n \"tags\": [\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 4.66\n },\n {\n \"title_en\": \"AI Is Breaking Two Vulnerability Cultures\",\n \"url\": \"https://www.jefftk.com/p/ai-is-breaking-two-vulnerability-cultures\",\n \"title_zh\": \"AI 正在打破两种漏洞文化\",\n \"created_display\": \"Created: May 08, 2026 / 10:55 PT\",\n \"image_url\": \"https://www.jefftk.com/jefftk-glyph-framed.jpg\",\n \"summary_en\": \"AI is accelerating vulnerability research and patching, collapsing the old divide between offensive and defensive security cultures. The post argues AI tools change how bugs are discovered, validated, and fixed, urging teams to rethink disclosure, testing, and risk modeling in software.\",\n \"summary_zh\": \"AI 正在加速漏洞研究与修复，打破了旧有的攻击者与防御者漏洞文化之分。AI 工具改变了漏洞的发现、验证与修复方式，促使团队重新审视披露、测试和风险建模等软件开发实践。\",\n \"hn\": {\n \"id\": 48066524,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 39,\n \"descendants\": 8,\n \"time\": 1778262908,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066524\"\n },\n \"hot_score\": 4.4,\n \"tags\": [\n \"AI\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Cloudflare to cut about 20% of its workforce\",\n \"url\": \"https://www.reuters.com/business/world-at-work/cloudflare-cut-over-1100-jobs-2026-05-07/\",\n \"title_zh\": \"Cloudflare 将裁员约 20%\",\n \"created_display\": \"Created: May 07, 2026 / 13:23 PT\",\n \"image_url\": null,\n \"summary_en\": \"Cloudflare plans to cut about 1,100 jobs, roughly 20% of its staff, as part of a strategic restructuring amid macro pressures. The move reflects broader tech layoff trends and the tension between growth, profitability, and the resilience of critical internet infrastructure.\",\n \"summary_zh\": \"Cloudflare 将裁员约 20%，涉及约 1100 名员工，作为战略重组的一部分。此举反映出科技行业的裁员潮以及在维持关键互联网基础设施的同时寻求盈利与增长的挑战。\",\n \"hn\": {\n \"id\": 48054423,\n \"type\": \"story\",\n \"by\": \"PriorityLeft\",\n \"score\": 1202,\n \"descendants\": 830,\n \"time\": 1778185417,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48054423\"\n },\n \"hot_score\": 3.7,\n \"tags\": [\n \"Business\",\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"Canvas online again as ShinyHunters threatens to leak schools’ data\",\n \"url\": \"https://www.theverge.com/tech/926458/canvas-shinyhunters-breach\",\n \"title_zh\": \"ShinyHunters 威胁泄露学校数据后 Canvas 在线恢复\",\n \"created_display\": \"Created: May 07, 2026 / 15:22 PT\",\n \"image_url\": \"https://platform.theverge.com/wp-content/uploads/sites/2/chorus/uploads/chorus_asset/file/25332725/STK419_DEEPFAKE_CVIRGINIA_L.jpg?quality=90&strip=all&crop=0%2C10.732984293194%2C100%2C78.534031413613&w=1200\",\n \"summary_en\": \"Canvas comes back online after a breach tied to ShinyHunters threatening to leak school data, highlighting ongoing edtech security risks. The incident illustrates how student records and school systems remain high-value targets and the importance of rapid incident response and data protection.\",\n \"summary_zh\": \"Canvas 在 ShinyHunters 威胁泄露学校数据的情况下重新上线，凸显教育技术平台的安全风险。事件凸显学生记录与学校系统作为高价值目标的现实，并强调快速应对和数据保护的重要性。\",\n \"hn\": {\n \"id\": 48055913,\n \"type\": \"story\",\n \"by\": \"stefanpie\",\n \"score\": 876,\n \"descendants\": 585,\n \"time\": 1778192541,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48055913\"\n },\n \"hot_score\": 3.13,\n \"tags\": [\n \"Security\",\n \"Education\"\n ]\n },\n {\n \"title_en\": \"Court to DOGE: Asking ChatGPT 'Is This DEI?' Is Not Proper Legal Process\",\n \"url\": \"https://www.techdirt.com/2026/05/08/court-to-doge-bros-asking-chatgpt-yo-is-this-dei-is-not-proper-legal-process-also-a-first-amendment-violation/\",\n \"title_zh\": \"法院：让 ChatGPT 判断 ‘Is This DEI?’ 不是正当法律程序\",\n \"created_display\": \"Created: May 08, 2026 / 10:14 PT\",\n \"image_url\": \"https://www.techdirt.com/wp-content/themes/techdirt/assets/images/td-rect-logo-white.png\",\n \"summary_en\": \"A court cautions that using a language model to decide if something qualifies as DEI is not proper legal process and may violate due process. The ruling underscores limits of AI in legal decision-making and the need for human judgment in sensitive cases.\",\n \"summary_zh\": \"法院提醒用语言模型判断某事是否属于 DEI 并非正当的法律程序，可能侵犯正当程序。这一裁决凸显人工智能在法律决策中的局限性，以及在敏感案件中需要人类判断。\",\n \"hn\": {\n \"id\": 48066038,\n \"type\": \"story\",\n \"by\": \"hn_acker\",\n \"score\": 37,\n \"descendants\": 7,\n \"time\": 1778260492,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48066038\"\n },\n \"hot_score\": 2.99,\n \"tags\": [\n \"Legal\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Maybe you shouldn't install new software for a bit\",\n \"url\": \"https://xeiaso.net/blog/2026/abstain-from-install/\",\n \"title_zh\": \"也许你暂时不该安装新软件\",\n \"created_display\": \"Created: May 07, 2026 / 16:02 PT\",\n \"image_url\": \"https://xeiaso.net/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=v1.25.0-46-gd3a00da\",\n \"summary_en\": \"The author argues against rushing to install new software, urging readers to pause updates while evaluating risk and security implications. Practical tips include staged deployments, prioritizing critical fixes, and verifying supply-chain integrity.\",\n \"summary_zh\": \"作者主张暂缓安装新软件以降低风险，敦促在评估风险与安全影响后再决策更新。文中给出阶段性部署、优先修复关键问题以及核验供应链完整性的做法。\",\n \"hn\": {\n \"id\": 48056227,\n \"type\": \"story\",\n \"by\": \"psxuaw\",\n \"score\": 773,\n \"descendants\": 407,\n \"time\": 1778194931,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056227\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 2.91\n },\n {\n \"title_en\": \"Bjarne Stroustrup: How do I deal with memory leaks? (2022)\",\n \"url\": \"https://www.stroustrup.com/bs_faq2.html#memory-leaks\",\n \"title_zh\": \"Bjarne Stroustrup：如何处理内存泄漏？\",\n \"created_display\": \"Created: May 08, 2026 / 10:06 PT\",\n \"image_url\": null,\n \"summary_en\": \"Bjarne Stroustrup discusses memory leaks in a 2022 FAQ, recommending modern C++ practices like RAII, smart pointers, and careful resource management. He emphasizes designing code to avoid leaks from the start and using tooling to detect leaks early.\",\n \"summary_zh\": \"巴兰·斯特鲁斯特鲁普在 2022 年的问答中谈及内存泄漏，推荐现代 C++ 实践如 RAII、智能指针和谨慎的资源管理，强调从设计阶段就避免泄漏，并使用工具尽早发现问题。\",\n \"hn\": {\n \"id\": 48065916,\n \"type\": \"story\",\n \"by\": \"theanonymousone\",\n \"score\": 36,\n \"descendants\": 20,\n \"time\": 1778260019,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48065916\"\n },\n \"hot_score\": 2.74,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"US Government releases first batch of UAP documents and videos\",\n \"url\": \"https://www.war.gov/UFO/\",\n \"title_zh\": \"美国政府公布第一批 UAP 文件与视频\",\n \"created_display\": \"Created: May 08, 2026 / 05:10 PT\",\n \"image_url\": null,\n \"summary_en\": \"The first batch of UAP documents and videos released by the government provides new material for researchers and the public, signaling a move toward greater transparency. The files invite scrutiny and could spur AI-assisted analysis and cross-industry interest in anomalous aerial data.\",\n \"summary_zh\": \"政府公布第一批 UAP 文件与视频，为研究人员与公众提供了新材料，标志着透明度的提升。这些资料将引发关注，可能促成 AI 辅助分析及跨行业对异常空中数据的兴趣。\",\n \"hn\": {\n \"id\": 48061938,\n \"type\": \"story\",\n \"by\": \"david-gpu\",\n \"score\": 144,\n \"descendants\": 241,\n \"time\": 1778242225,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48061938\"\n },\n \"hot_score\": 2.71,\n \"tags\": [\n \"Space\",\n \"Science\",\n \"AI\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"PC Engine CPU\",\n \"url\": \"https://jsgroth.dev/blog/posts/pc-engine-cpu/\",\n \"title_zh\": \"PC Engine CPU 架构揭秘\",\n \"created_display\": \"Created: May 08, 2026 / 07:14 PT\",\n \"image_url\": null,\n \"summary_en\": \"The PC Engine runs on the HuC6280, a modified 65C02-compatible core with an integrated timer and rich I/O. This piece breaks down how the CPU design balances cost, performance, and timing quirks that influenced both games and emulation.\",\n \"summary_zh\": \"PC Engine 使用经过修改的 HuC6280 CPU，属于改良的 65C02 兼容核心，具备内置定时器和丰富的 I/O。文章解析了该设计如何在成本与性能之间取得平衡，以及对游戏和移植仿真产生的时序特性影响。\",\n \"hn\": {\n \"id\": 48063521,\n \"type\": \"story\",\n \"by\": \"ibobev\",\n \"score\": 89,\n \"descendants\": 34,\n \"time\": 1778249671,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063521\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 2.66\n },\n {\n \"title_en\": \"Tesla is recalling its cheaper Cybertruck because the wheels might fall off\",\n \"url\": \"https://www.theverge.com/transportation/926741/tesla-cybertruck-cheaper-recall\",\n \"title_zh\": \"特斯拉召回更便宜的 Cybertruck：轮子可能脱落\",\n \"created_display\": \"Created: May 08, 2026 / 06:58 PT\",\n \"image_url\": \"https://platform.theverge.com/wp-content/uploads/sites/2/2026/05/cybertruck-long-range.jpeg?quality=90&strip=all&crop=0,8.1151832460733,100,83.769633507853\",\n \"summary_en\": \"Tesla is recalling its cheaper Cybertruck due to a risk that wheels may detach while driving. The fix involves inspections and component replacements, illustrating safety-focused recalls as new EV platforms scale production.\",\n \"summary_zh\": \"特斯拉因轮子在行驶中可能脱落而召回更便宜的 Cybertruck。召回将涉及对相关部件的检修和更换，反映出新电动车大规模交付阶段的安全召回挑战。\",\n \"hn\": {\n \"id\": 48063240,\n \"type\": \"story\",\n \"by\": \"droidjj\",\n \"score\": 91,\n \"descendants\": 69,\n \"time\": 1778248712,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063240\"\n },\n \"hot_score\": 2.54,\n \"tags\": [\n \"Hardware\",\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"David Attenborough's 100th Birthday\",\n \"url\": \"https://www.bbc.com/news/articles/cp3pww9g0p5o\",\n \"title_zh\": \"大卫·艾登堡百岁生日\",\n \"created_display\": \"Created: May 08, 2026 / 05:03 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/4ee8/live/01ccbf70-4ace-11f1-a909-a5874e7743fb.jpg\",\n \"summary_en\": \"David Attenborough's centennial marks a landmark career in nature documentary, blending storytelling with scientific communication. The milestone underscores the enduring role of nature programming in science literacy and global environmental awareness.\",\n \"summary_zh\": \"大卫·艾登堡百岁生日标志着他在自然纪录片领域的里程碑式职业生涯，将叙事与科普结合，持续推动科学素养与全球环境意识。\",\n \"hn\": {\n \"id\": 48061884,\n \"type\": \"story\",\n \"by\": \"defrost\",\n \"score\": 125,\n \"descendants\": 14,\n \"time\": 1778241806,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48061884\"\n },\n \"hot_score\": 2.29,\n \"tags\": [\n \"Culture\",\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Dirtyfrag: Universal Linux LPE\",\n \"url\": \"https://www.openwall.com/lists/oss-security/2026/05/07/8\",\n \"title_zh\": \"Dirtyfrag：通用 Linux 本地提权漏洞\",\n \"created_display\": \"Created: May 07, 2026 / 12:21 PT\",\n \"image_url\": \"https://www.openwall.com/logo.png\",\n \"summary_en\": \"Disclosures describe Dirtyfrag, a Linux local privilege escalation that appears broadly exploitable across distributions. It demonstrates how a single flaw can allow unprivileged processes to gain root access, underscoring the need for timely kernel and library hardening. Vendors are issuing patches and mitigation guidance, and security teams should audit systems for exposure.\",\n \"summary_zh\": \"公开披露显示 Dirtyfrag 是一个看似可跨发行版利用的 Linux 本地提权漏洞，能让非特权进程获得 root。该漏洞凸显了单一缺陷就能影响广泛系统的重要性，促使各厂商发布补丁与缓解措施。安全团队应尽快审查系统暴露面并部署更新。\",\n \"hn\": {\n \"id\": 48053623,\n \"type\": \"story\",\n \"by\": \"flipped\",\n \"score\": 759,\n \"descendants\": 306,\n \"time\": 1778181692,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053623\"\n },\n \"tags\": [\n \"Security\",\n \"Open Source\"\n ],\n \"hot_score\": 2.17\n },\n {\n \"title_en\": \"AI slop is killing online communities\",\n \"url\": \"https://rmoff.net/2026/05/06/ai-slop-is-killing-online-communities/\",\n \"title_zh\": \"AI 低质内容正在侵蚀在线社区\",\n \"created_display\": \"Created: May 07, 2026 / 11:46 PT\",\n \"image_url\": \"https://rmoff.net/images/2026/05/IMG_6442.webp\",\n \"summary_en\": \"AI-generated content is flooding forums and comment sections, diluting signal and user trust. Moderation becomes harder as automated posts mimic human behavior, prompting calls for better guidelines, tooling, and community norms. The piece argues for proactive design choices to preserve healthy discourse online.\",\n \"summary_zh\": \"AI 生成的内容大量涌入论坛和评论区，削弱了信息质量和社区信任。随着自动化发帖越来越像真人，社区治理更具挑战性，呼吁更好的准则、工具和治理机制来维护健康讨论。\",\n \"hn\": {\n \"id\": 48053203,\n \"type\": \"story\",\n \"by\": \"thm\",\n \"score\": 782,\n \"descendants\": 683,\n \"time\": 1778179585,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053203\"\n },\n \"tags\": [\n \"AI\",\n \"Culture\"\n ],\n \"hot_score\": 2.15\n },\n {\n \"title_en\": \"ClojureScript Gets Async/Await\",\n \"url\": \"https://clojurescript.org/news/2026-05-07-release\",\n \"title_zh\": \"ClojureScript 新增 Async/Await 支持\",\n \"created_display\": \"Created: May 08, 2026 / 00:04 PT\",\n \"image_url\": \"https://clojurescript.org/images/cljs-logo-60b.png\",\n \"summary_en\": \"ClojureScript adds async/await to simplify asynchronous code in the browser and Node.js environments. The update brings modern JS-style asynchronous patterns to the language and could broaden frontend adoption.\",\n \"summary_zh\": \"ClojureScript 新增对 async/await 的支持，使异步代码在浏览器与 Node.js 中更易编写。更新使语言生态更贴近 JavaScript 的异步模式，可能扩大前端应用的采用。\",\n \"hn\": {\n \"id\": 48059662,\n \"type\": \"story\",\n \"by\": \"Borkdude\",\n \"score\": 249,\n \"descendants\": 59,\n \"time\": 1778223864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059662\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 2.1\n },\n {\n \"title_en\": \"Podman rootless containers and the Copy Fail exploit\",\n \"url\": \"https://garrido.io/notes/podman-rootless-containers-copy-fail/\",\n \"title_zh\": \"Podman 无根容器的 Copy Fail 漏洞\",\n \"created_display\": \"Created: May 08, 2026 / 06:22 PT\",\n \"image_url\": null,\n \"summary_en\": \"Rootless Podman containers can be affected by a Copy Fail exploit that triggers during file copy operations in the container filesystem. The issue can lead to privilege escalation or container escape under certain kernel and namespace configurations. Mitigations include upgrading Podman, applying the latest kernel patches, and reviewing storage driver choices.\",\n \"summary_zh\": \"无根 Podman 容器在容器文件系统的拷贝操作中可能触发 Copy Fail 漏洞，在某些内核与命名空间配置下可能导致权限提升或容器越狱。缓解措施包括升级 Podman、应用最新内核补丁并审查存储驱动选项。\",\n \"hn\": {\n \"id\": 48062745,\n \"type\": \"story\",\n \"by\": \"ggpsv\",\n \"score\": 85,\n \"descendants\": 15,\n \"time\": 1778246553,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062745\"\n },\n \"tags\": [\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 2.06\n },\n {\n \"title_en\": \"Google Broke reCAPTCHA for De-Googled Android Users\",\n \"url\": \"https://reclaimthenet.org/google-broke-recaptcha-for-de-googled-android-users\",\n \"title_zh\": \"谷歌对去谷歌化 Android 用户的 reCAPTCHA 失效\",\n \"created_display\": \"Created: May 08, 2026 / 11:45 PT\",\n \"image_url\": \"https://reclaimthenet.org/wp-content/uploads/2026/05/BAPiBKSUNDTJ-scaled.jpg\",\n \"summary_en\": \"A report claims reCAPTCHA no longer functions on de-Googled Android devices, highlighting how privacy-focused setups can clash with anti-bot protections. The piece raises questions about platform control, user privacy, and the trade-offs of relying on third-party verification.\",\n \"summary_zh\": \"报道称去谷歌化 Android 设备上的 reCAPTCHA 功能不再工作，凸显隐私保护设置与反机器人机制之间的冲突。文章提出对平台控制、用户隐私以及依赖第三方验证所带来的权衡的质疑。\",\n \"hn\": {\n \"id\": 48067119,\n \"type\": \"story\",\n \"by\": \"anonymousiam\",\n \"score\": 11,\n \"descendants\": 1,\n \"time\": 1778265958,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067119\"\n },\n \"hot_score\": 1.97,\n \"tags\": [\n \"Privacy\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Show HN: Git for AI Agents\",\n \"url\": \"https://github.com/regent-vcs/re_gent\",\n \"title_zh\": \"Show HN: 面向 AI 代理的 Git\",\n \"created_display\": \"Created: May 08, 2026 / 07:15 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/92efb3e792c4196e2edfe9dd78eaf2e3dfb8ea51179d8401ce742f69615628df/regent-vcs/re_gent\",\n \"summary_en\": \"A lightweight, Git-like tool for coordinating AI agents, enabling versioned sharing of prompts, plans, and state. It aims to improve reproducibility and collaboration among autonomous agents and could inspire new agent-communication patterns.\",\n \"summary_zh\": \"一个简易的类似 Git 的工具，面向 AI 代理的协作与版本控制，支持对提示、计划与状态等进行版本化分享。意在提升可重复性与协作性，并可能引发新的代理间通信模式。\",\n \"hn\": {\n \"id\": 48063548,\n \"type\": \"story\",\n \"by\": \"doshay\",\n \"score\": 65,\n \"descendants\": 38,\n \"time\": 1778249736,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063548\"\n },\n \"tags\": [\n \"Show HN\",\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 1.94\n },\n {\n \"title_en\": \"Hackers breach JDownloader's website to serve malware-laced downloads\",\n \"url\": \"https://www.neowin.net/news/if-you-downloaded-this-popular-software-recently-you-might-have-installed-malware/\",\n \"title_zh\": \"黑客入侵 JDownloader 官网，提供带有恶意软件的下载\",\n \"created_display\": \"Created: May 08, 2026 / 05:20 PT\",\n \"image_url\": \"https://cdn.neowin.com/news/images/uploaded/2026/05/1778238416_jdownloader_story.webp\",\n \"summary_en\": \"Hackers breached JDownloader's website to serve malware-laced downloads, highlighting the risk of software-distribution compromises. Users should monitor official advisories and verify downloads/signatures.\",\n \"summary_zh\": \"黑客入侵 JDownloader 官网并分发带有恶意软件的下载包，凸显软件分发环节风险。用户应关注官方公告并核对下载签名。\",\n \"hn\": {\n \"id\": 48062035,\n \"type\": \"story\",\n \"by\": \"bundie\",\n \"score\": 98,\n \"descendants\": 26,\n \"time\": 1778242801,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062035\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 1.9\n },\n {\n \"title_en\": \"Nintendo announces price increases for Nintendo Switch 2\",\n \"url\": \"https://www.nintendo.co.jp/corporate/release/en/2026/260508.html\",\n \"title_zh\": \"任天堂宣布对 Nintendo Switch 2 提价\",\n \"created_display\": \"Created: May 07, 2026 / 23:56 PT\",\n \"image_url\": \"https://www.nintendo.co.jp/img/og_nintendo.png\",\n \"summary_en\": \"Nintendo raises prices for the upcoming Switch 2, citing inflation and cost pressures. The move could impact demand in a competitive console market and influence accessory ecosystems and developer planning.\",\n \"summary_zh\": \"任天堂宣布对新一代 Switch 2 提价，理由包括通胀与成本压力。此举可能影响市场需求，并对配件生态与开发者的定价与计划产生影响。\",\n \"hn\": {\n \"id\": 48059606,\n \"type\": \"story\",\n \"by\": \"razorbeamz\",\n \"score\": 219,\n \"descendants\": 206,\n \"time\": 1778223373,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059606\"\n },\n \"tags\": [\n \"Business\",\n \"Hardware\",\n \"Gaming\"\n ],\n \"hot_score\": 1.82\n },\n {\n \"title_en\": \"Ask HN: We just had an actual UUID v4 collision...\",\n \"url\": \"https://news.ycombinator.com/item?id=48060054\",\n \"title_zh\": \"Ask HN：我们刚刚遇到一次真正的 UUID v4 冲突\",\n \"created_display\": \"Created: May 08, 2026 / 00:57 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"A real UUID v4 collision occurred, a surprising reminder that even with 122 random bits, edge cases happen. The incident prompts developers to consider UUID generation strategies, namespace-based or versioned schemes, and robust collision handling in distributed systems.\",\n \"summary_zh\": \"一次真正的 UUID v4 冲突发生，提醒即使有 122 位随机性也会出现极端情况。此事件促使开发者重新考虑 UUID 生成策略、命名空间或版本化方案，以及在分布式系统中对冲突的鲁棒处理。\",\n \"hn\": {\n \"id\": 48060054,\n \"type\": \"story\",\n \"by\": \"mittermayr\",\n \"score\": 179,\n \"descendants\": 174,\n \"time\": 1778227034,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48060054\"\n },\n \"hot_score\": 1.69,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"GeoJSON\",\n \"url\": \"https://geojson.org/\",\n \"title_zh\": \"GeoJSON\",\n \"created_display\": \"Created: May 08, 2026 / 02:55 PT\",\n \"image_url\": null,\n \"summary_en\": \"GeoJSON is a lightweight format for encoding geographic features as JSON. It standardizes points, lines, polygons, and collections, enabling simple sharing and mapping in web apps and GIS workflows.\",\n \"summary_zh\": \"GeoJSON 是一种用 JSON 编码地理要素的轻量格式，支持点、线、面及集合，便于在网页地图和 GIS 工作流中进行简单的共享与可视化。\",\n \"hn\": {\n \"id\": 48060918,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 125,\n \"descendants\": 61,\n \"time\": 1778234137,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48060918\"\n },\n \"tags\": [\n \"Data\"\n ],\n \"hot_score\": 1.58\n },\n {\n \"title_en\": \"The map that keeps Burning Man honest\",\n \"url\": \"https://www.not-ship.com/burning-man-moop/\",\n \"title_zh\": \"让 Burning Man 公正的 MOOP 地图\",\n \"created_display\": \"Created: May 07, 2026 / 07:06 PT\",\n \"image_url\": \"https://storage.ghost.io/c/f0/60/f060ef3f-d4e0-4af4-9255-1373fbf0a44f/content/images/size/w1200/2026/05/featured-new.jpg\",\n \"summary_en\": \"A Burning Man MOOP mapping tool helps organizers track waste and enforce cleanup rules, keeping the festival honest and environmentally responsible.\",\n \"summary_zh\": \"一张用于追踪MOOP的地图工具帮助 Burning Man 的组织者监控垃圾并执行清理规定，提升活动透明度与环保责任。文章展示开放数据实践如何改进活动治理。\",\n \"hn\": {\n \"id\": 48049653,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 741,\n \"descendants\": 341,\n \"time\": 1778162770,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049653\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 1.52\n },\n {\n \"title_en\": \"Chrome removes claim of On-device Al not sending data to Google Servers\",\n \"url\": \"https://old.reddit.com/r/chrome/comments/1t5qayz/chrome_removes_claim_of_ondevice_al_not_sending/\",\n \"title_zh\": \"Chrome 撤回‘本地 AI 不发送数据给 Google 服务器’的声明\",\n \"created_display\": \"Created: May 07, 2026 / 08:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"Chrome has updated its messaging around on-device AI privacy, removing the claim that on-device processing never transmits data to Google servers. The change underscores ongoing tensions between user privacy, telemetry, and model updates. For users and developers, it highlights the importance of transparent data practices in browser-hosted AI features.\",\n \"summary_zh\": \"Chrome 更新了关于本地化 AI 隐私的表述，撤回了“本地处理不向 Google 服务器发送数据”的说法。这一变动凸显了用户隐私、遥测和模型更新之间的持续博弈，并提醒开发者和用户关注浏览器 AI 功能中的数据透明度。\",\n \"hn\": {\n \"id\": 48050964,\n \"type\": \"story\",\n \"by\": \"newsoftheday\",\n \"score\": 592,\n \"descendants\": 235,\n \"time\": 1778169393,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050964\"\n },\n \"tags\": [\n \"AI\",\n \"Privacy\",\n \"Web\"\n ],\n \"hot_score\": 1.35\n },\n {\n \"title_en\": \"Agents need control flow, not more prompts\",\n \"url\": \"https://bsuh.bearblog.dev/agents-need-control-flow/\",\n \"title_zh\": \"代理需要控制流，而非更多提示\",\n \"created_display\": \"Created: May 07, 2026 / 09:43 PT\",\n \"image_url\": \"https://bsuh.bearblog.dev/static/og-image.png\",\n \"summary_en\": \"Prompt-based thinking has plateaued for coordinating multi-step AI agents. The piece argues that explicit control flow, state machines, and orchestration offer reliability and debuggability that prompts can't. As AI agents tackle more complex workflows, control-flow design becomes essential.\",\n \"summary_zh\": \"用提示词来指挥多步代理的局限性逐渐显现。文章主张通过显式控制流、状态机和任务编排来提升可靠性与可调试性；当代理处理更复杂的工作流时，控制流设计显得至关重要。\",\n \"hn\": {\n \"id\": 48051562,\n \"type\": \"story\",\n \"by\": \"bsuh\",\n \"score\": 561,\n \"descendants\": 276,\n \"time\": 1778172215,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051562\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 1.35\n },\n {\n \"title_en\": \"Valve releases Steam Controller CAD files under Creative Commons license\",\n \"url\": \"https://www.digitalfoundry.net/news/2026/05/valve-releases-steam-controller-cad-files-under-creative-commons-license\",\n \"title_zh\": \"Valve 将 Steam 控制器 CAD 文件以 Creative Commons 许可发布\",\n \"created_display\": \"Created: May 06, 2026 / 08:44 PT\",\n \"image_url\": \"https://images.digitalfoundry.net/19e3ca4a25c2c/large.jpg\",\n \"summary_en\": \"Valve released the Steam Controller's CAD files under a Creative Commons license, enabling makers to study, modify, or 3D print its components. This broadens access to hardware designs and could spur community-driven mods, repairs, and derivative hardware. The takeaway is that open hardware files lower barriers to tinkering and experimentation.\",\n \"summary_zh\": \"Valve 将 Steam 控制器的 CAD 文件以 Creative Commons 授权发布，允许开发者研究、修改乃至3D打印相关部件。此举扩大了硬件设计的获取渠道，可能促成社区驱动的改造、维修与衍生硬件。核心意义在于开源硬件设计降低了再加工的门槛。\",\n \"hn\": {\n \"id\": 48037555,\n \"type\": \"story\",\n \"by\": \"haunter\",\n \"score\": 1717,\n \"descendants\": 584,\n \"time\": 1778082253,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037555\"\n },\n \"tags\": [\n \"Hardware\",\n \"Open Source\"\n ],\n \"hot_score\": 1.33\n },\n {\n \"title_en\": \"Korea Surpasses Canada as Seventh-Largest Stock Market\",\n \"url\": \"https://www.bloomberg.com/news/articles/2026-05-07/korea-surpasses-canada-as-world-s-seventh-largest-stock-market\",\n \"title_zh\": \"韩国超越加拿大 成为全球第七大股市\",\n \"created_display\": \"Created: May 08, 2026 / 11:36 PT\",\n \"image_url\": null,\n \"summary_en\": \"South Korea crosses Canada to become the world's seventh-largest stock market, reflecting strong domestic equities and tech-driven growth. The shift reshapes global market weights and opens new opportunities for investors tracking Asia’s expanding influence.\",\n \"summary_zh\": \"韩国超过加拿大成为全球第七大股市，反映国内股市与科技驱动的增长。此变动将影响全球市场权重，并为关注亚洲影响力扩大的投资者带来新机会。\",\n \"hn\": {\n \"id\": 48067018,\n \"type\": \"story\",\n \"by\": \"carabiner\",\n \"score\": 8,\n \"descendants\": 0,\n \"time\": 1778265396,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48067018\"\n },\n \"hot_score\": 1.23,\n \"tags\": [\n \"Finance\",\n \"Privacy\"\n ]\n },\n {\n \"title_en\": \"DeepSeek 4 Flash local inference engine for Metal\",\n \"url\": \"https://github.com/antirez/ds4\",\n \"title_zh\": \"DeepSeek 4：面向 Metal 的本地推理引擎\",\n \"created_display\": \"Created: May 07, 2026 / 08:40 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/81cfc4881ef4ad3653f34ee37858e28367d14efb79212067e4aac6c3e9ea5ff5/antirez/ds4\",\n \"summary_en\": \"DeepSeek 4 Flash runs as a local inference engine optimized for Apple's Metal, enabling on-device ML workloads without cloud dependencies. It aims for fast, low-footprint inference suitable for edge apps and privacy-conscious users. The project highlights ongoing efforts to bring efficient ML at the user device level.\",\n \"summary_zh\": \"DeepSeek 4 作为面向 Apple Metal 的本地推理引擎，支持在设备上运行 ML 推理，避免云端依赖。目标是为边缘应用提供快速、低开销的推理，并强调对隐私的考虑。\",\n \"hn\": {\n \"id\": 48050751,\n \"type\": \"story\",\n \"by\": \"tamnd\",\n \"score\": 469,\n \"descendants\": 138,\n \"time\": 1778168424,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050751\"\n },\n \"tags\": [\n \"AI\",\n \"Privacy\"\n ],\n \"hot_score\": 1.05\n },\n {\n \"title_en\": \"Brazil's Pix payment system faces pressure from Visa and Mastercard\",\n \"url\": \"https://www.elciudadano.com/en/brazils-pix-payment-system-faces-pressure-from-visa-and-mastercard/04/04/\",\n \"title_zh\": \"巴西 Pix 支付体系面临 Visa 与 Mastercard 的压力\",\n \"created_display\": \"Created: May 07, 2026 / 10:42 PT\",\n \"image_url\": \"https://www.elciudadano.com/wp-content/uploads/2019/09/el-ciudadano-img-1.png\",\n \"summary_en\": \"Brazil's Pix system is under pressure from card networks seeking interoperability or competition, raising questions about payment dynamics, fees, and regulatory responses in Latin America. The development could reshape how instant payments coexist with card rails and banks.\",\n \"summary_zh\": \"巴西的 Pix 即时支付体系正面临 Visa 与 Mastercard 的压力，涉及互操作性和竞争格局，可能影响费率、支付生态与监管走向。该动向将影响即时支付与信用卡通道、银行系统的共存方式。\",\n \"hn\": {\n \"id\": 48052371,\n \"type\": \"story\",\n \"by\": \"wslh\",\n \"score\": 367,\n \"descendants\": 311,\n \"time\": 1778175778,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052371\"\n },\n \"tags\": [\n \"Finance\",\n \"Politics\"\n ],\n \"hot_score\": 0.94\n },\n {\n \"title_en\": \"Mojo 1.0 Beta\",\n \"url\": \"https://mojolang.org/\",\n \"title_zh\": \"Mojo 1.0 测试版\",\n \"created_display\": \"Created: May 07, 2026 / 19:49 PT\",\n \"image_url\": \"https://mojolang.org/img/mojo-social-card.png\",\n \"summary_en\": \"Mojo 1.0 Beta marks a milestone for the Mojo language, blending Python-like ergonomics with systems-level performance via LLVM-backed compilation. The beta signals growing interest in a Python-friendly, high-performance language for AI workloads.\",\n \"summary_zh\": \"Mojo 1.0 测试版标志着这门语言的一个里程碑，将 Python 风格的易用性与 LLVM 支撑的高性能系统级能力结合起来。测试版显示了对面向 AI 工作负载的高性能、易用语言的日益增长兴趣。\",\n \"hn\": {\n \"id\": 48057901,\n \"type\": \"story\",\n \"by\": \"sbt567\",\n \"score\": 178,\n \"descendants\": 128,\n \"time\": 1778208541,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057901\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 0.93\n },\n {\n \"title_en\": \"Natural Language Autoencoders: Turning Claude's Thoughts into Text\",\n \"url\": \"https://www.anthropic.com/research/natural-language-autoencoders\",\n \"title_zh\": \"自然语言自动编码器：把 Claude 的想法转化为文本\",\n \"created_display\": \"Created: May 07, 2026 / 10:54 PT\",\n \"image_url\": \"https://cdn.sanity.io/images/4zrzovbb/website/645f8c90db35a5d392c816a90c806b2904ccad21-1280x720.png\",\n \"summary_en\": \"Researchers explore natural language autoencoders as a way to compress model thoughts into textual representations. The approach aims to store, retrieve, and manipulate internal reasoning as editable text, potentially improving interpretability and memory for large AI systems. It also raises questions about fidelity, control, and how to use such latent text in downstream tasks.\",\n \"summary_zh\": \"研究者将自然语言自动编码器用于把模型内部思维压缩成文本表示，以便存储、检索和编辑。该思路可能提升大型模型的可解释性与记忆能力，但也带来保真度、控制以及在下游任务中的应用挑战。\",\n \"hn\": {\n \"id\": 48052537,\n \"type\": \"story\",\n \"by\": \"instagraham\",\n \"score\": 351,\n \"descendants\": 113,\n \"time\": 1778176442,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052537\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.91\n },\n {\n \"title_en\": \"Rumors of my death are slightly exaggerated\",\n \"url\": \"https://news.ycombinator.com/item?id=48037336\",\n \"title_zh\": \"关于我的死亡传闻被略微夸大\",\n \"created_display\": \"Created: May 06, 2026 / 08:24 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"Despite industry chatter about its demise, the subject remains active and evolving. Recent developments hint at continued momentum rather than an end.\",\n \"summary_zh\": \"尽管行业里有死讯传闻，该对象仍在活跃并在演进，最近的进展显示其持续增长的势头而非终结。\",\n \"hn\": {\n \"id\": 48037336,\n \"type\": \"story\",\n \"by\": \"CliffStoll\",\n \"score\": 1155,\n \"descendants\": 171,\n \"time\": 1778081091,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037336\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.88\n },\n {\n \"title_en\": \"GPT-5.5 Price Increase: What It Costs\",\n \"url\": \"https://openrouter.ai/announcements/gpt55-cost-analysis\",\n \"title_zh\": \"GPT-5.5 价格上涨：成本是多少\",\n \"created_display\": \"Created: May 07, 2026 / 18:02 PT\",\n \"image_url\": \"https://openrouter.ai/dynamic-og?title=GPT-5.5+Price+Increase%3A+What+It+Actually+Costs&description=OpenAI+doubled+per-token+prices+with+GPT-5.5+but+the+model+is+less+verbose.+We+measured+real+usage+to+see+the+net+cost+impact.\",\n \"summary_en\": \"A breakdown of the price increase for GPT-5.5, detailing how costs scale with usage, hardware, and service tiers. The analysis helps teams model budget impact for API workloads and plan capacity as new models come online.\",\n \"summary_zh\": \"对 GPT-5.5 的定价上涨进行分解，阐述使用量、硬件与服务层级如何影响成本。此分析帮助团队评估 API 工作负载的预算影响，并为新模型上线时的容量规划提供参考。\",\n \"hn\": {\n \"id\": 48057209,\n \"type\": \"story\",\n \"by\": \"gmays\",\n \"score\": 183,\n \"descendants\": 54,\n \"time\": 1778202148,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057209\"\n },\n \"tags\": [\n \"Finance\",\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 0.81\n },\n {\n \"title_en\": \"Hardening Firefox with Claude Mythos Preview\",\n \"url\": \"https://hacks.mozilla.org/2026/05/behind-the-scenes-hardening-firefox/\",\n \"title_zh\": \"用 Claude Mythos Preview 强化 Firefox 安全\",\n \"created_display\": \"Created: May 07, 2026 / 09:05 PT\",\n \"image_url\": \"https://hacks.mozilla.org/wp-content/uploads/2026/05/Cursor_Green_1920x1080-scaled.jpeg\",\n \"summary_en\": \"Firefox gains hardening features via Claude Mythos Preview, illustrating how AI-assisted tooling can tighten browser security and developer workflows. The post shares concrete steps and rationale.\",\n \"summary_zh\": \"Firefox 通过 Claude Mythos Preview 引入安全增强功能，展示了人工智能辅助工具在提升浏览器安全与开发流程方面的潜力。文中给出具体实现步骤与背后的原因。\",\n \"hn\": {\n \"id\": 48051079,\n \"type\": \"story\",\n \"by\": \"HieronymusBosch\",\n \"score\": 328,\n \"descendants\": 141,\n \"time\": 1778169933,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051079\"\n },\n \"tags\": [\n \"Security\",\n \"AI\",\n \"Web\"\n ],\n \"hot_score\": 0.76\n },\n {\n \"title_en\": \"AlphaEvolve: Gemini-powered coding agent scaling impact across fields\",\n \"url\": \"https://deepmind.google/blog/alphaevolve-impact/\",\n \"title_zh\": \"AlphaEvolve：以 Gemini 驱动的编码代理在各领域扩展影响\",\n \"created_display\": \"Created: May 07, 2026 / 08:02 PT\",\n \"image_url\": \"https://lh3.googleusercontent.com/UNlyTVoqkmAoTzbbF4QRoPXr-X-QBkXeVpcHxIjte0y5mn_f6ZYHVsynQswOhGLJx-7hnbwt1NcTOQDQoCbum3-l8wPPP5dC6kw0tGmBQAw60nEHog=w1200-h630-n-nu-rw\",\n \"summary_en\": \"AlphaEvolve uses a Gemini-powered coding agent to automate coding tasks and assist across domains beyond software development. The approach shows how AI agents can scale from code generation to research, data analysis, and product-building, potentially speeding up timelines.\",\n \"summary_zh\": \"AlphaEvolve 利用 Gemini 支撑的编码代理来自动化编码任务并扩展至非软件领域的应用。该方法展示了 AI 代理如何将代码生成能力扩展到研究、数据分析和产品开发，从而加速项目进程。\",\n \"hn\": {\n \"id\": 48050278,\n \"type\": \"story\",\n \"by\": \"berlianta\",\n \"score\": 319,\n \"descendants\": 139,\n \"time\": 1778166140,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050278\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 0.69\n },\n {\n \"title_en\": \"I want to live like Costco people\",\n \"url\": \"https://tastecooking.com/i-want-to-live-like-costco-people/\",\n \"title_zh\": \"我想过像 Costco 那样生活\",\n \"created_display\": \"Created: May 07, 2026 / 08:19 PT\",\n \"image_url\": \"https://tastecooking.com/wp-content/uploads/2026/05/COSTCO_SOCIAL-scaled.jpg\",\n \"summary_en\": \"An essay exploring the Costco lifestyle—bulk buying, long memberships, and frugal routines—as a model for efficiency and minimalism. It argues that adopting Costco-like habits can simplify decision fatigue, cut waste, and emphasize value over novelty in everyday consumption.\",\n \"summary_zh\": \"本文探讨 Costco 式的生活方式——囤货、长期会员、简洁的日常习惯——作为提升效率与简约的范式。作者认为采用 Costco 风格的做法可以降低决策疲劳、减少浪费，并让日常消费更注重性价比。\",\n \"hn\": {\n \"id\": 48050499,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 311,\n \"descendants\": 659,\n \"time\": 1778167167,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050499\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.68\n },\n {\n \"title_en\": \"Nonprofit hospitals spend billions on consultants with no clear effect\",\n \"url\": \"https://www.uchicagomedicine.org/forefront/research-and-discoveries-articles/nonprofit-hospitals-spend-billions-on-management-consultants\",\n \"title_zh\": \"非营利医院在管理顾问上花费数十亿美元却未见明显成效\",\n \"created_display\": \"Created: May 07, 2026 / 15:54 PT\",\n \"image_url\": \"https://edge.sitecorecloud.io/unichicagomc-81nbqnb3/media/images/ucmc/forefront/channel-pages/research-and-discoveries/universal/money-stethascope_1664x938.jpg?h=938&iar=0&w=1664\",\n \"summary_en\": \"Nonprofit hospitals spend billions on management consultants with little measurable impact on outcomes, prompting questions about the value of external advice in healthcare systems. The finding suggests rethinking procurement and internal capability-building.\",\n \"summary_zh\": \"非营利医院在管理咨询上的支出达到数十亿美元，但对结果的可量化影响甚微，引发对外部咨询在医疗体系中的价值的讨论。研究或促使重新审视采购与内部能力建设的策略。\",\n \"hn\": {\n \"id\": 48056158,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 178,\n \"descendants\": 70,\n \"time\": 1778194474,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056158\"\n },\n \"tags\": [\n \"Health\",\n \"Business\"\n ],\n \"hot_score\": 0.66\n },\n {\n \"title_en\": \"QBE – Compiler Back End\",\n \"url\": \"https://c9x.me/compile/\",\n \"title_zh\": \"QBE：编译器后端\",\n \"created_display\": \"Created: May 08, 2026 / 00:00 PT\",\n \"image_url\": \"https://c9x.me/compile/logo.png\",\n \"summary_en\": \"QBE is a compact, retargetable compiler backend designed to ease code generation and experimentation. It emphasizes a clean intermediate representation and portable code emission, appealing to language researchers and hobbyists.\",\n \"summary_zh\": \"QBE 是一个紧凑且可重定位的编译器后端，旨在简化代码生成与实验探索。它强调干净的中间表示和可移植的输出，适合语言研究者与爱好者使用。\",\n \"hn\": {\n \"id\": 48059633,\n \"type\": \"story\",\n \"by\": \"smartmic\",\n \"score\": 73,\n \"descendants\": 21,\n \"time\": 1778223625,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059633\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.61\n },\n {\n \"title_en\": \"Blaise – A modern self-hosting zero-legacy Object Pascal compiler targeting QBE\",\n \"url\": \"https://github.com/graemeg/blaise\",\n \"title_zh\": \"Blaise：面向 QBE 的现代自托管、零遗留 Object Pascal 编译器\",\n \"created_display\": \"Created: May 07, 2026 / 21:44 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/22e7eeb378c4c52b8aebce40a606f3daf2c0ecc02cb480c33d30c068920071aa/graemeg/blaise\",\n \"summary_en\": \"Blaise is a modern self-hosting Object Pascal compiler that aims to shed legacy baggage and target the QBE backend. The project emphasizes self-hosting capabilities and a clean, minimal toolchain, enabling Pascal development with a contemporary stack.\",\n \"summary_zh\": \"Blaise 是一个现代的自托管 Object Pascal 编译器，目标是抛弃遗留负担并对接 QBE 后端。该项目强调自托管能力和简洁的工具链，为 Pascal 开发提供现代化的堆栈。\",\n \"hn\": {\n \"id\": 48058644,\n \"type\": \"story\",\n \"by\": \"peter_d_sherman\",\n \"score\": 92,\n \"descendants\": 47,\n \"time\": 1778215442,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058644\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.59\n },\n {\n \"title_en\": \"Plasticity and language in the anaesthetized human hippocampus\",\n \"url\": \"https://www.bcm.edu/news/researchers-discover-advanced-language-processing-in-the-unconscious-human-brain\",\n \"title_zh\": \"麻醉下人类海马体的语言可塑性\",\n \"created_display\": \"Created: May 07, 2026 / 16:06 PT\",\n \"image_url\": \"https://www.bcm.edu/sites/default/files/2024-07/brain-ocd.jpg\",\n \"summary_en\": \"Researchers report that the hippocampus can show language-related plasticity even under anesthesia, suggesting unconscious processing survives certain cognitive tasks. The finding challenges assumptions about neural shutdown during sleep or sedation.\",\n \"summary_zh\": \"研究显示即使在麻醉状态下，海马体仍可出现与语言相关的可塑性，暗示潜意识层面的语言处理仍在进行。这一发现挑战了人们对睡眠或镇静时大脑功能“关闭”的常规认知。\",\n \"hn\": {\n \"id\": 48056268,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 140,\n \"descendants\": 60,\n \"time\": 1778195204,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056268\"\n },\n \"tags\": [\n \"Science\",\n \"Health\"\n ],\n \"hot_score\": 0.53\n },\n {\n \"title_en\": \"Programming Still Sucks\",\n \"url\": \"https://www.stvn.sh/writing/programming-still-sucks-fqffhyp\",\n \"title_zh\": \"编程仍然很糟糕\",\n \"created_display\": \"Created: May 06, 2026 / 12:06 PT\",\n \"image_url\": null,\n \"summary_en\": \"A provocative essay argues that programming remains challenging due to fragmentation, tool churn, and misaligned incentives, urging improvements in tooling, processes, and collaboration to ease developers' pain.\",\n \"summary_zh\": \"这篇挑衅性文章认为编程仍然困难，原因包括工具生态碎片化、工具更新换代频繁以及激励机制错配。作者提出通过改进工具链、流程与协作来缓解开发者痛苦的建议。\",\n \"hn\": {\n \"id\": 48040269,\n \"type\": \"story\",\n \"by\": \"jeromechoo\",\n \"score\": 596,\n \"descendants\": 300,\n \"time\": 1778094401,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48040269\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.52\n },\n {\n \"title_en\": \"GNU IFUNC is the real culprit behind CVE-2024-3094\",\n \"url\": \"https://github.com/robertdfrench/ifuncd-up\",\n \"title_zh\": \"GNU IFUNC是CVE-2024-3094真正罪魁祸首\",\n \"created_display\": \"Created: May 07, 2026 / 17:03 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/824707729/6c1c05bd-59f2-4874-af77-31faee285f2a\",\n \"summary_en\": \"A technical analysis argues that GNU IFUNC is the true driver behind CVE-2024-3094, highlighting how dynamic symbol resolution can create attack surfaces in software. The piece serves as a cautionary note about low-level kernel and libc vulnerabilities.\",\n \"summary_zh\": \"技术分析声称GNU IFUNC才是CVE-2024-3094的真正根因，强调动态符号解析如何在软件中暴露攻击面。这一结论提醒开发者关注底层内核与C库的潜在漏洞。\",\n \"hn\": {\n \"id\": 48056749,\n \"type\": \"story\",\n \"by\": \"foltik\",\n \"score\": 117,\n \"descendants\": 53,\n \"time\": 1778198618,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056749\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.48\n },\n {\n \"title_en\": \"Two Home Affairs officials suspended after AI 'hallucinations' found\",\n \"url\": \"https://www.citizen.co.za/news/home-affairs-officials-suspended-ai-hallucinations/\",\n \"title_zh\": \"两名内政部官员因 AI '幻觉' 被停职\",\n \"created_display\": \"Created: May 07, 2026 / 12:38 PT\",\n \"image_url\": \"https://media.citizen.co.za/wp-content/uploads/2026/05/AI.jpg\",\n \"summary_en\": \"An investigation found that an AI system produced hallucinations affecting decisions, leading to the suspension of two Home Affairs officials. The case underscores governance and reliability challenges when government workflows depend on AI tools.\",\n \"summary_zh\": \"调查发现某 AI 系统出现幻觉式输出，影响决策，因此两名内政部官员被停职。此案凸显政府工作流程对 AI 工具的治理与可靠性挑战。\",\n \"hn\": {\n \"id\": 48053842,\n \"type\": \"story\",\n \"by\": \"jruohonen\",\n \"score\": 133,\n \"descendants\": 34,\n \"time\": 1778182716,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053842\"\n },\n \"tags\": [\n \"AI\",\n \"Politics\"\n ],\n \"hot_score\": 0.39\n },\n {\n \"title_en\": \"The Self-Cancelling Subscription\",\n \"url\": \"https://predr.ag/blog/the-self-cancelling-subscription/\",\n \"title_zh\": \"自我取消订阅\",\n \"created_display\": \"Created: May 07, 2026 / 07:15 PT\",\n \"image_url\": \"https://predr.ag/assets/2026-04-01-the-self-cancelling-subscription/self-cancelling-subscription.jpg\",\n \"summary_en\": \"A self-cancelling subscription model ends automatically after a defined period or condition, removing long-term commitment friction. The concept prompts rethinking retention strategies and value delivery for subscription products.\",\n \"summary_zh\": \"自我取消订阅模型在达到设定条件或时间后自动结束，消除了长期绑定的摩擦。该思路促使人们重新审视订阅产品的留存策略与价值交付。\",\n \"hn\": {\n \"id\": 48049764,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 174,\n \"descendants\": 73,\n \"time\": 1778163316,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049764\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.36\n },\n {\n \"title_en\": \"Gambling ads on social media reach more than twice as many men as women: study\",\n \"url\": \"https://www.cam.ac.uk/research/news/gambling-ads-on-social-media-reach-more-than-twice-as-many-men-as-women\",\n \"title_zh\": \"社交媒体赌博广告对男性覆盖量是女性的两倍以上：研究\",\n \"created_display\": \"Created: May 07, 2026 / 16:17 PT\",\n \"image_url\": \"https://www.cam.ac.uk/sites/default/files/news/news/gettyimages-1426353191-dp.jpg\",\n \"summary_en\": \"Study finds gambling ads on social platforms reach twice as many men as women, signaling gendered exposure and potential risk, particularly for vulnerable groups. The result has implications for platform advertising policies and public health considerations.\",\n \"summary_zh\": \"研究发现社交媒体上的博彩广告对男性的覆盖量明显高于女性，超过两倍，揭示性别化曝光与潜在风险，尤其对易受影响群体。该结果对平台广告政策与公共卫生具有重要影响。\",\n \"hn\": {\n \"id\": 48056359,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 89,\n \"descendants\": 62,\n \"time\": 1778195823,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056359\"\n },\n \"tags\": [\n \"Science\",\n \"Health\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"RSS feeds send me more traffic than Google\",\n \"url\": \"https://shkspr.mobi/blog/2026/05/rss-feeds-send-me-more-traffic-than-google/\",\n \"title_zh\": \"RSS 订阅源带来比 Google 更多流量\",\n \"created_display\": \"Created: May 06, 2026 / 17:40 PT\",\n \"image_url\": \"https://shkspr.mobi/blog/wp-content/uploads/2026/05/page-views.webp\",\n \"summary_en\": \"A blogger reports that RSS feeds drive more visits to their site than Google search, highlighting the enduring value of feed readers and subscription-based readership. The post argues feeds offer stable, engaged readership that resists over-reliance on search algorithms.\",\n \"summary_zh\": \"作者表示 RSS 订阅源带来比 Google 还多的流量，凸显订阅制与订阅型读者的价值。该观点强调 RSS 能提供稳定、参与度高的受众，抵御对搜索算法的过度依赖。\",\n \"hn\": {\n \"id\": 48043964,\n \"type\": \"story\",\n \"by\": \"SpyCoder77\",\n \"score\": 263,\n \"descendants\": 70,\n \"time\": 1778114406,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48043964\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"Digging into Drama at the Document Foundation\",\n \"url\": \"https://lwn.net/Articles/1066418/\",\n \"title_zh\": \"深入 Document Foundation 的风波\",\n \"created_display\": \"Created: May 07, 2026 / 20:51 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"An exploration of governance friction and internal drama at the Document Foundation, the umbrella organization behind LibreOffice. The piece analyzes how organizational tensions affect development priorities, contributor morale, and the project’s long-term health.\",\n \"summary_zh\": \"对 LibreOffice 背后机构 Document Foundation 的治理摩擦与内部风波进行了深入分析，探讨组织紧张关系如何影响开发优先级、贡献者士气及项目的长期健康。\",\n \"hn\": {\n \"id\": 48058337,\n \"type\": \"story\",\n \"by\": \"signa11\",\n \"score\": 49,\n \"descendants\": 10,\n \"time\": 1778212319,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058337\"\n },\n \"tags\": [\n \"Open Source\",\n \"Health\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"Four stable kernels with partial fixes for Dirty Frag\",\n \"url\": \"https://lwn.net/Articles/1071775/\",\n \"title_zh\": \"四个稳定内核对 Dirty Frag 的部分修复\",\n \"created_display\": \"Created: May 08, 2026 / 07:18 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"The kernel maintainers released four stable builds with partial fixes for a vulnerability nicknamed Dirty Frag. The patches reduce exposure, but a full fix may come in later updates; users should stay current.\",\n \"summary_zh\": \"内核维护者推出四个稳定版本，包含对名为 Dirty Frag 的漏洞的部分修复。这些修补降低了风险，但完整修复可能在后续更新中发布，用户应保持更新。\",\n \"hn\": {\n \"id\": 48063601,\n \"type\": \"story\",\n \"by\": \"Brajeshwar\",\n \"score\": 10,\n \"descendants\": 0,\n \"time\": 1778249898,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063601\"\n },\n \"hot_score\": 0.28,\n \"tags\": [\n \"Security\"\n ]\n },\n {\n \"title_en\": \"US will start revoking passports for parents who owe child support\",\n \"url\": \"https://apnews.com/article/passports-unpaid-child-support-penalty-state-department-42d90cfa8a06ee349bb9145f668919b6\",\n \"title_zh\": \"美国将撤销拖欠子女抚养费者的护照\",\n \"created_display\": \"Created: May 07, 2026 / 20:52 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/feb0c7c/2147483647/strip/true/crop/6636x4422+42+0/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2F10%2F23%2Fb8137c4ddbbbfffebb4eb187fe45%2F6a8af663ca9c4f2485e8fd23dffcea9a\",\n \"summary_en\": \"The policy expands passport revocation for nonpayment of child support, aiming to enforce financial obligations. It raises questions about due process, potential hardship, and the data systems needed to enforce it.\",\n \"summary_zh\": \"该政策扩大对拖欠子女抚养费者的护照撤销范围，旨在加强执行义务。但也引发关于程序正义、潜在困难，以及执行所需数据系统的问题探讨。\",\n \"hn\": {\n \"id\": 48058340,\n \"type\": \"story\",\n \"by\": \"OutOfHere\",\n \"score\": 47,\n \"descendants\": 25,\n \"time\": 1778212334,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058340\"\n },\n \"hot_score\": 0.27,\n \"tags\": [\n \"Legal\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"Principles for agent-native CLIs\",\n \"url\": \"https://twitter.com/trevin/status/2051316002730991795\",\n \"title_zh\": \"面向代理的原生 CLI 原则\",\n \"created_display\": \"Created: May 07, 2026 / 10:40 PT\",\n \"image_url\": \"https://pbs.twimg.com/media/HHN5QmAaYAA-lJO.jpg:large\",\n \"summary_en\": \"Designing CLIs that work with AI agents requires clear guidance on reliability, observability, and security. The principles outline how to keep interactions predictable, support reproducible results, and avoid leaking prompts or secret data. These guidelines help engineers build safer, more maintainable AI-powered tooling.\",\n \"summary_zh\": \"为 AI 代理设计原生 CLI 需要强调可靠性、可观测性与安全性。原则强调保持交互可预测、结果可复现，并防止提示或敏感数据泄露，帮助工程师构建更安全、易维护的 AI 工具。\",\n \"hn\": {\n \"id\": 48052333,\n \"type\": \"story\",\n \"by\": \"blumpy22\",\n \"score\": 101,\n \"descendants\": 49,\n \"time\": 1778175605,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052333\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\",\n \"Security\"\n ],\n \"hot_score\": 0.26\n },\n {\n \"title_en\": \"Creating for a niche\",\n \"url\": \"https://www.davesnider.com/posts/working-in-a-niche\",\n \"title_zh\": \"为小众市场而创作\",\n \"created_display\": \"Created: May 07, 2026 / 12:32 PT\",\n \"image_url\": \"https://files.davesnider.com/2026MAY/p4K8ox2SKaY6UtNw.png\",\n \"summary_en\": \"The piece argues about building for a niche audience, weighing depth and differentiation against broader reach. It offers strategies for sustainable impact, such as specializing, community-building, and incremental product improvements.\",\n \"summary_zh\": \"文章讨论面向小众受众进行创作的取舍，强调在深耕与差异化之间取得平衡。给出可执行的思路，如专业化、社区建设和渐进式迭代等。\",\n \"hn\": {\n \"id\": 48053770,\n \"type\": \"story\",\n \"by\": \"snide\",\n \"score\": 73,\n \"descendants\": 7,\n \"time\": 1778182353,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053770\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.21\n },\n {\n \"title_en\": \"Show HN: TRUST – Coding Rust like it's 1989\",\n \"url\": \"https://github.com/wojtczyk/trust\",\n \"title_zh\": \"Show HN：我用 Rust 编程像 1989 年一样\",\n \"created_display\": \"Created: May 06, 2026 / 22:58 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/0cf54f5f3f8448975d7e11008f457b88577e490bac8fd095bc7c824a216162c8/wojtczyk/trust\",\n \"summary_en\": \"Show HN: Trust reimagines Rust coding with a retro,1989-inspired approach, highlighting how constraint-driven tooling can inform modern systems programming ergonomics.\",\n \"summary_zh\": \"Show HN：Trust 将 Rust 编程与 1989 年的编程风格相结合，强调受限工具链如何影响现代系统编程的体验与设计。\",\n \"hn\": {\n \"id\": 48045939,\n \"type\": \"story\",\n \"by\": \"wojtczyk\",\n \"score\": 147,\n \"descendants\": 78,\n \"time\": 1778133532,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48045939\"\n },\n \"tags\": [\n \"Show HN\",\n \"Programming\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"Komai: a fine Matrix chat app you can get to love\",\n \"url\": \"https://etke.cc/blog/introducing-komai\",\n \"title_zh\": \"Komai：一个你会爱上的 Matrix 聊天应用\",\n \"created_display\": \"Created: May 07, 2026 / 17:10 PT\",\n \"image_url\": \"https://etke.cc/img/komai/main-view.webp\",\n \"summary_en\": \"Komai presents a polished Matrix-based chat experience that could win over users who value open standards and interoperability. The review highlights the app’s design polish, UX, and potential to broaden Matrix adoption.\",\n \"summary_zh\": \"Komai 提供了一个精致的基于 Matrix 的聊天体验，可能吸引重视开放标准与互操作性的用户。文章重点评价其设计与用户体验，以及对扩大 Matrix 使用的潜力。\",\n \"hn\": {\n \"id\": 48056804,\n \"type\": \"story\",\n \"by\": \"anotherevan\",\n \"score\": 49,\n \"descendants\": 21,\n \"time\": 1778199044,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056804\"\n },\n \"tags\": [\n \"Design\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"Pinocchio is weirder than you remembered\",\n \"url\": \"https://storica.club/blog/pinocchio-in-italian/\",\n \"title_zh\": \"木偶奇遇记比你记得的更怪\",\n \"created_display\": \"Created: May 06, 2026 / 05:27 PT\",\n \"image_url\": \"https://storica.club/assets/og-image.png\",\n \"summary_en\": \"Pinocchio's tale reveals more linguistic quirks and cultural nuances in Italian storytelling than commonly assumed.\",\n \"summary_zh\": \"本文从语言与文化的视角，揭示意大利叙事中《木偶奇遇记》所具有的独特怪诞与细微差异，关注语言、翻译与民间传说如何塑造这一经典角色。\",\n \"hn\": {\n \"id\": 48035420,\n \"type\": \"story\",\n \"by\": \"cemsakarya\",\n \"score\": 275,\n \"descendants\": 111,\n \"time\": 1778070427,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48035420\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.19\n },\n {\n \"title_en\": \"Singapore introduces caning for boys who bully others at school\",\n \"url\": \"https://www.theguardian.com/world/2026/may/06/singapore-caning-school-bullies\",\n \"title_zh\": \"新加坡对校园霸凌的男生实施鞭笞处罚\",\n \"created_display\": \"Created: May 05, 2026 / 23:29 PT\",\n \"image_url\": \"https://i.guim.co.uk/img/media/86ec731f883bf7323f947a4361cd8e6a97e55906/501_0_5000_4000/master/5000.jpg?width=1200&height=630&quality=85&auto=format&fit=crop&precrop=40:21,offset-x50,offset-y0&overlay-align=bottom%2Cleft&overlay-width=100p&overlay-base64=L2ltZy9zdGF0aWMvb3ZlcmxheXMvdGctZGVmYXVsdC5wbmc&enable=upscale&s=79aaafa1086b2db25f6bef3718c1989a\",\n \"summary_en\": \"Singapore approves corporal punishment for school bullies, sparking debate over effectiveness, ethics, and student welfare. The policy signals a hard line on bullying but raises concerns about proportionality and long-term impacts.\",\n \"summary_zh\": \"新加坡宣布对校园霸凌者实施鞭笞等体罚措施，引发关于效果、伦理与学生福祉的讨论。此举硬性打击校园欺凌，但也引发对处罚比例与长期影响的担忧。\",\n \"hn\": {\n \"id\": 48032968,\n \"type\": \"story\",\n \"by\": \"rustoo\",\n \"score\": 309,\n \"descendants\": 475,\n \"time\": 1778048993,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032968\"\n },\n \"tags\": [\n \"Politics\",\n \"Legal\",\n \"Education\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"Claude Code CVE-2026-39861:sandbox escape via symlink\",\n \"url\": \"https://github.com/advisories/GHSA-vp62-r36r-9xqp\",\n \"title_zh\": \"Claude Code CVE-2026-39861：通过符号链接实现的沙箱逃逸\",\n \"created_display\": \"Created: May 07, 2026 / 19:39 PT\",\n \"image_url\": \"https://github.githubassets.com/assets/advisory-database-show-f32c8207dfb2.png\",\n \"summary_en\": \"A vulnerability in Claude Code allows sandbox escape via a symlink, exposing potential bypass of sandboxed execution. The advisory lists affected versions and mitigations; users should patch or disable affected features until fixed.\",\n \"summary_zh\": \"Claude Code 存在通过符号链接实现沙箱逃逸的漏洞（CVE-2026-39861），可能使受限执行环境被突破。公告列出受影响版本及缓解措施，建议尽快打补丁或在修复前禁用相关功能。\",\n \"hn\": {\n \"id\": 48057842,\n \"type\": \"story\",\n \"by\": \"Armor1AI\",\n \"score\": 35,\n \"descendants\": 4,\n \"time\": 1778207995,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057842\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"HantaWatch Real time hantavirus outbreak tracker\",\n \"url\": \"https://hantawatch.net/\",\n \"title_zh\": \"HantaWatch 实时汉坦病毒疫情追踪器\",\n \"created_display\": \"Created: May 07, 2026 / 22:24 PT\",\n \"image_url\": null,\n \"summary_en\": \"HantaWatch provides a real-time hantavirus outbreak tracker, aggregating case data and visualizing spread patterns. The tool supports researchers and public health officials with timely insights into outbreak dynamics and regional risk.\",\n \"summary_zh\": \"HantaWatch 提供实时汉坦病毒疫情追踪，聚合病例数据并可视化传播态势，为研究者和公共卫生官员提供关于疫情动态与区域风险的及时洞察。\",\n \"hn\": {\n \"id\": 48058917,\n \"type\": \"story\",\n \"by\": \"Accher\",\n \"score\": 27,\n \"descendants\": 35,\n \"time\": 1778217864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058917\"\n },\n \"tags\": [\n \"Health\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"ZAYA1-8B matches DeepSeek-R1 on math with less than 1B active parameters\",\n \"url\": \"https://firethering.com/zaya1-8b-open-source-math-coding-model/\",\n \"title_zh\": \"ZAYA1-8B 以不到 1B 激活参数的规模，在数学推理任务中达到与 DeepSeek-R1 相当的水平\",\n \"created_display\": \"Created: May 07, 2026 / 01:56 PT\",\n \"image_url\": \"https://firethering.com/wp-content/uploads/2026/05/zaya1-8B-Ai-model.jpg\",\n \"summary_en\": \"Open-source LLM ZAYA1-8B achieves math performance on par with DeepSeek-R1 with under 1B active parameters. The result highlights progress toward compact, on-device capable models and the potential for accessible high-quality math reasoning in smaller footprints.\",\n \"summary_zh\": \"ZAYA1-8B 以不到 1B 激活参数的规模，在数学推理任务中达到与 DeepSeek-R1 相当的水平。此进展推动了在边缘设备上运行高效、可访问的高质量推理的可能性。\",\n \"hn\": {\n \"id\": 48047082,\n \"type\": \"story\",\n \"by\": \"steveharing1\",\n \"score\": 102,\n \"descendants\": 54,\n \"time\": 1778144211,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48047082\"\n },\n \"tags\": [\n \"AI\",\n \"Open Source\"\n ],\n \"hot_score\": 0.16\n },\n {\n \"title_en\": \"The Disappearance of the Public Bench\",\n \"url\": \"https://placesjournal.org/article/the-disappearance-of-the-public-bench/\",\n \"title_zh\": \"公共长椅的消失\",\n \"created_display\": \"Created: May 06, 2026 / 15:36 PT\",\n \"image_url\": null,\n \"summary_en\": \"The public bench is vanishing from modern urban spaces, prompting a critique of design and policy that affect social life, accessibility, and city planning. The piece connects benches to civic space and democracy.\",\n \"summary_zh\": \"现代城市空间中的公共长椅正在消失，文章批评其对社交、无障碍与城市规划的影响，并将长椅与公共空间、民主关联起来。\",\n \"hn\": {\n \"id\": 48042817,\n \"type\": \"story\",\n \"by\": \"cainxinth\",\n \"score\": 107,\n \"descendants\": 123,\n \"time\": 1778106977,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48042817\"\n },\n \"tags\": [\n \"Design\",\n \"Culture\"\n ],\n \"hot_score\": 0.11\n },\n {\n \"title_en\": \"Let Me Convince You to Be Prolific\",\n \"url\": \"https://3quarksdaily.com/3quarksdaily/2026/05/let-me-convince-you-to-be-prolific.html\",\n \"title_zh\": \"让我说服你变得高产\",\n \"created_display\": \"Created: May 07, 2026 / 15:50 PT\",\n \"image_url\": \"https://3quarksdaily.com/wp-content/uploads/2026/05/ChatGPT-Image-May-5-2026-03_36_01-AM.png\",\n \"summary_en\": \"The essay argues for a culture of prolific writing and creation, highlighting benefits like building a portfolio, reinforcing ideas, and gaining momentum in one’s career. It also addresses tradeoffs with quality and sustainability.\",\n \"summary_zh\": \"本文主张培养高产创作的文化，强调积累作品、巩固观点以及职业发展的势头等好处，同时探讨产量与质量、可持续性之间的权衡。\",\n \"hn\": {\n \"id\": 48056128,\n \"type\": \"story\",\n \"by\": \"herbertl\",\n \"score\": 24,\n \"descendants\": 2,\n \"time\": 1778194252,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056128\"\n },\n \"hot_score\": 0.09,\n \"tags\": [\n \"Career\",\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"The surprisingly complex journey to text-selectable client-side generated PDFs\",\n \"url\": \"https://sdocs.dev/blogs/journey-to-pdf-generation\",\n \"title_zh\": \"在客户端生成可文本选择的 PDF 的意外复杂旅程\",\n \"created_display\": \"Created: May 06, 2026 / 22:37 PT\",\n \"image_url\": null,\n \"summary_en\": \"The journey to generate PDFs in the browser with selectable text exposes intricate challenges around fonts, encoding, and cross-browser behavior. The piece walks through practical approaches, trade-offs, and why achieving reliable, accessible client-side PDF generation remains nontrivial.\",\n \"summary_zh\": \"在浏览器中生成可选中文本的 PDF 面临字体嵌入、编码及跨浏览器行为等复杂挑战。内容介绍了多种实现策略、权衡，以及实现可靠、可访问的客户端 PDF 生成为何仍然困难。\",\n \"hn\": {\n \"id\": 48045778,\n \"type\": \"story\",\n \"by\": \"FailMore\",\n \"score\": 60,\n \"descendants\": 51,\n \"time\": 1778132230,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48045778\"\n },\n \"hot_score\": 0.08,\n \"tags\": [\n \"Programming\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"The IT Productivity Paradox\",\n \"url\": \"https://cs.stanford.edu/people/eroberts/cs181/projects/productivity-paradox/index.html\",\n \"title_zh\": \"IT 生产力悖论\",\n \"created_display\": \"Created: May 07, 2026 / 17:02 PT\",\n \"image_url\": \"https://cs.stanford.edu/people/eroberts/cs181/projects/productivity-paradox/ITMattersLogo.png\",\n \"summary_en\": \"This exploration delves into the IT productivity paradox—the disconnect between IT spending and measured productivity gains. It covers measurement challenges, evolving IT value, and how to better quantify impact.\",\n \"summary_zh\": \"本文探讨 IT 生产力悖论，即 IT 投入与生产力提升之间的错配，分析衡量挑战、IT 价值的演变以及如何更准确地量化影响。\",\n \"hn\": {\n \"id\": 48056740,\n \"type\": \"story\",\n \"by\": \"simonpure\",\n \"score\": 15,\n \"descendants\": 0,\n \"time\": 1778198577,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056740\"\n },\n \"hot_score\": 0.06,\n \"tags\": [\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Why I'm giving up on Facebook (2017)\",\n \"url\": \"http://blog.afandian.com/2017/01/why-i-am-giving-up-on-facebook/\",\n \"title_zh\": \"我为什么在 2017 年放弃 Facebook\",\n \"created_display\": \"Created: May 07, 2026 / 23:46 PT\",\n \"image_url\": null,\n \"summary_en\": \"A 2017 personal reflection detailing reasons for leaving Facebook—privacy concerns, algorithmic timelines, and social impact. The piece offered early critique of social networks that still resonates in contemporary platform debates.\",\n \"summary_zh\": \"作者在 2017 年的个人反思，阐述离开 Facebook 的原因，包括隐私担忧、算法驱动的信息流与社交影响。这一早期批评在当今对平台的讨论中仍具共鸣。\",\n \"hn\": {\n \"id\": 48059516,\n \"type\": \"story\",\n \"by\": \"chistev\",\n \"score\": 7,\n \"descendants\": 1,\n \"time\": 1778222764,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059516\"\n },\n \"hot_score\": 0.05,\n \"tags\": [\n \"Privacy\"\n ]\n },\n {\n \"title_en\": \"RaTeX: KaTeX-compatible LaTeX rendering engine in pure Rust\",\n \"url\": \"https://ratex.lites.dev/\",\n \"title_zh\": \"RaTeX：用纯 Rust 编写、兼容 KaTeX 的 LaTeX 渲染引擎\",\n \"created_display\": \"Created: May 04, 2026 / 09:19 PT\",\n \"image_url\": \"https://erweixin.github.io/RaTeX/screen.png\",\n \"summary_en\": \"RaTeX is a LaTeX rendering engine written in Rust that aims to be KaTeX-compatible and fast, safe, and embeddable in web apps. It offers Rust developers a high-performance math rendering option without relying on C++ bindings.\",\n \"summary_zh\": \"RaTeX 是用 Rust 编写的 LaTeX 渲染引擎，目标是兼容 KaTeX API、提供高性能和安全性，便于嵌入到 Web 应用中，为 Rust 开发者提供纯粹的数学渲染方案。\",\n \"hn\": {\n \"id\": 48010729,\n \"type\": \"story\",\n \"by\": \"atilimcetin\",\n \"score\": 170,\n \"descendants\": 92,\n \"time\": 1777911571,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48010729\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"PySimpleGUI 6\",\n \"url\": \"https://github.com/PySimpleGUI/PySimpleGUI\",\n \"title_zh\": \"PySimpleGUI 6 版本发布\",\n \"created_display\": \"Created: May 05, 2026 / 11:18 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/140614233/b1327c00-8320-11eb-8e4d-25dff36db261\",\n \"summary_en\": \"PySimpleGUI 6 brings further simplifications to building cross-platform GUIs with minimal code. The update focuses on a stable API, easier layout handling, and broader widget options, lowering the barrier for developers to ship quick desktop tools.\",\n \"summary_zh\": \"PySimpleGUI 6 在跨平台 GUI 的开发上继续简化，强调稳定 API、简化布局处理与扩展的小部件选项，降低开发者快速交付桌面工具的门槛。\",\n \"hn\": {\n \"id\": 48026412,\n \"type\": \"story\",\n \"by\": \"geophph\",\n \"score\": 96,\n \"descendants\": 51,\n \"time\": 1778005122,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48026412\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"How to make SSE token streams resumable, cancellable, and multi-device\",\n \"url\": \"https://zknill.io/posts/everyone-said-sse-token-streaming-was-easy/\",\n \"title_zh\": \"如何让 SSE 令牌流具备可恢复、可取消和多设备支持\",\n \"created_display\": \"Created: May 06, 2026 / 07:31 PT\",\n \"image_url\": \"https://zknill.io/img/header.png\",\n \"summary_en\": \"This piece outlines practical patterns to make Server-Sent Events streams resumable, cancellable, and usable across multiple devices. It covers state management, signaling, and synchronization strategies that enable robust real-time streaming in web apps.\",\n \"summary_zh\": \"本文概述了使 Server-Sent Events 流具备可恢复、可取消以及跨多设备使用的实用模式，涵盖状态管理、信号传输与同步策略，帮助 Web 应用实现更强的实时流能力。\",\n \"hn\": {\n \"id\": 48036746,\n \"type\": \"story\",\n \"by\": \"zknill\",\n \"score\": 61,\n \"descendants\": 12,\n \"time\": 1778077902,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036746\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Dithering with CSS\",\n \"url\": \"https://ikesau.co/blog/dithering-with-css/\",\n \"title_zh\": \"CSS 抖动技巧\",\n \"created_display\": \"Created: May 04, 2026 / 08:26 PT\",\n \"image_url\": \"https://ikesau.co/images/squidward-future.png\",\n \"summary_en\": \"CSS dithering combines techniques like gradients and color quantization to simulate more colors or smooth gradients on limited palettes. The piece offers practical patterns and cautions about performance and visual artifacts.\",\n \"summary_zh\": \"CSS 抖动通过渐变、颜色量化等方法，在受限调色板中模拟更多颜色或平滑渐变。文中给出实用做法与在性能与视觉伪影之间的权衡注意点。\",\n \"hn\": {\n \"id\": 48009879,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 104,\n \"descendants\": 29,\n \"time\": 1777908378,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48009879\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"A polynomial autoencoder beats PCA on transformer embeddings\",\n \"url\": \"https://ivanpleshkov.dev/blog/polynomial-autoencoder/\",\n \"title_zh\": \"多项式自编码器在 Transformer 嵌入上超越 PCA\",\n \"created_display\": \"Created: May 05, 2026 / 04:31 PT\",\n \"image_url\": \"https://ivanpleshkov.dev/og/blog/en/polynomial-autoencoder.png\",\n \"summary_en\": \"A polynomial autoencoder—leveraging nonlinear polynomial interactions—outperforms PCA at compressing transformer embeddings, capturing more structure in a smaller latent space. This points to more efficient representations for large models, with potential savings in storage and downstream compute.\",\n \"summary_zh\": \"一种利用非线性多项式交互的多项式自编码器，在压缩 Transformer 嵌入时优于 PCA，能够在更小的潜在空间中保留更多结构信息。这为大型模型提供了更高效的表示，可能降低存储与下游计算成本。\",\n \"hn\": {\n \"id\": 48021023,\n \"type\": \"story\",\n \"by\": \"timvisee\",\n \"score\": 92,\n \"descendants\": 24,\n \"time\": 1777980672,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48021023\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Los Alamos and the long path to detecting neutrinos\",\n \"url\": \"https://www.lanl.gov/media/publications/1663/from-ghost-particle-to-cosmic-messenger\",\n \"title_zh\": \"洛斯阿拉莫斯与探测中微子之漫长征程\",\n \"created_display\": \"Created: May 06, 2026 / 07:21 PT\",\n \"image_url\": null,\n \"summary_en\": \"The piece chronicles Los Alamos’ long journey in neutrino detection, illustrating how detecting these elusive particles required decades of ingenuity and large-scale experiments. Neutrinos offer deep insights into astrophysics and fundamental physics, underpinning many modern discoveries.\",\n \"summary_zh\": \"本文回顾洛斯阿拉莫斯在中微子探测方面漫长的探索，展示了通过数十年的创新和大规模实验来捕捉这类微粒的挑战。中微子为天体物理与基础物理提供深刻见解，是现代诸多发现的基础。\",\n \"hn\": {\n \"id\": 48036622,\n \"type\": \"story\",\n \"by\": \"LAsteNERD\",\n \"score\": 38,\n \"descendants\": 5,\n \"time\": 1778077267,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036622\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Evaluating Geekbench 6\",\n \"url\": \"https://chipsandcheese.com/p/evaluating-geekbench-6\",\n \"title_zh\": \"Geekbench 6 的评测\",\n \"created_display\": \"Created: May 07, 2026 / 20:10 PT\",\n \"image_url\": \"https://substackcdn.com/image/fetch/$s_!c1hg!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1c7d8bd8-87bc-4223-9c8e-87bbc6d09eee_595x389.png\",\n \"summary_en\": \"A critical look at Geekbench 6, assessing its methodology, benchmarks, and how well it reflects real-world performance.\",\n \"summary_zh\": \"对 Geekbench 6 的方法学、基准以及与实际性能的相关性进行评估，讨论偏差、测量方差以及如何解读分数以进行设备对比。\",\n \"hn\": {\n \"id\": 48058053,\n \"type\": \"story\",\n \"by\": \"wmf\",\n \"score\": 7,\n \"descendants\": 0,\n \"time\": 1778209802,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058053\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Tools in the Grass: Raising the next generation of crafts person\",\n \"url\": \"https://www.popularwoodworking.com/editors-blog/tools-in-the-grass/\",\n \"title_zh\": \"在草地上的工具：培养下一代工匠\",\n \"created_display\": \"Created: May 05, 2026 / 12:24 PT\",\n \"image_url\": \"https://media.popularwoodworking.com/app/uploads/2026/03/18104335/ae8459ce-c536-4cdb-9be0-2147c861dc79_2016x1512.jpg\",\n \"summary_en\": \"Tools in the Grass explores nurturing the next generation of craftsmen, emphasizing practical tool use, mentorship, and hands-on woodworking education. It argues that traditional crafts sustain innovation and job skills.\",\n \"summary_zh\": \"《在草地上的工具》聚焦培养下一代工匠，强调动手工具运用、导师制与实作木工教育的重要性。文章主张传统手艺能促进创新与职业技能的培养。\",\n \"hn\": {\n \"id\": 48027275,\n \"type\": \"story\",\n \"by\": \"NaOH\",\n \"score\": 42,\n \"descendants\": 3,\n \"time\": 1778009099,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48027275\"\n },\n \"tags\": [\n \"Education\",\n \"Culture\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Inventing Cyrillic (2024)\",\n \"url\": \"https://www.historytoday.com/archive/history-matters/inventing-cyrillic\",\n \"title_zh\": \"西里尔字母的诞生\",\n \"created_display\": \"Created: May 05, 2026 / 22:02 PT\",\n \"image_url\": null,\n \"summary_en\": \"The article traces the origins of the Cyrillic script in the medieval Slavic world, highlighting its Bulgarian roots and Greek influences that enabled widespread literacy in Eastern Europe. It explains how Cyrillic shaped liturgy, culture, and modern languages across the region.\",\n \"summary_zh\": \"本文追溯西里尔字母在中世纪斯拉夫世界的起源，强调其在保加利亚的根源以及希腊影响，推动了东欧的广泛读写能力。西里尔字母的形成深刻影响了祈祷仪式、文化及现代区域语言。\",\n \"hn\": {\n \"id\": 48032393,\n \"type\": \"story\",\n \"by\": \"lermontov\",\n \"score\": 39,\n \"descendants\": 81,\n \"time\": 1778043762,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032393\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Defeating Works by Design's Unpickable Lock [video]\",\n \"url\": \"https://www.youtube.com/watch?v=rMi1dIqMwNw\",\n \"title_zh\": \"破解 Works by Design 的“不可解锁”锁 [视频]\",\n \"created_display\": \"Created: May 05, 2026 / 19:31 PT\",\n \"image_url\": null,\n \"summary_en\": \"A video demonstration challenges a puzzle-like lock marketed as unpickable, illustrating how design choices can be bypassed with clever reasoning or tooling. The content offers lessons on security-by-obscurity vs. verifiable robustness and the importance of rigorous testing.\",\n \"summary_zh\": \"视频演示挑战一个被标榜为“不可解锁”的锁，展示通过巧妙推理或工具绕过设计选择的可能性。内容强调“以花招掩盖安全性”与可验证鲁棒性之间的取舍，以及严格测试的重要性。\",\n \"hn\": {\n \"id\": 48031436,\n \"type\": \"story\",\n \"by\": \"zdw\",\n \"score\": 10,\n \"descendants\": 1,\n \"time\": 1778034686,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48031436\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Security\",\n \"Design\"\n ]\n }\n ]\n}"}, "2d5b01decba83fe9ea6902d2a0289bc253c03a32": {"t": 1785772471.5657487, "n": 68143, "h": "2083ce6dc118e440", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 63,\n \"reused_same_day\": 35,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 11,\n \"scrape_time_display\": \"08:21, May 08, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/05/08\",\n \"content_date\": \"2026-05-08\",\n \"run_time_local\": \"08:21, May 08, 2026 (PDT)\",\n \"run_time_utc\": \"2026-05-08 15:21:41 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-05-08 15:22:48 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Poland is now among the 20 largest economies. How it happened\",\n \"url\": \"https://apnews.com/article/poland-economy-growth-g20-gdp-26fe06e120398410f8d773ba5661e7aa\",\n \"title_zh\": \"波兰现已跻身全球前二十大经济体：原因何在\",\n \"created_display\": \"Created: May 08, 2026 / 05:30 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/909dda7/2147483647/strip/true/crop/4923x3280+3+0/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2Fe4%2Fdf%2F057b32831d24160d51408147c477%2F88cbd023c7c44085abb11287ab911ccf\",\n \"summary_en\": \"Poland has entered the global top 20 economies by GDP, driven by resilient domestic demand, investment, and productivity gains from reforms and EU funding. This shift reshapes European dynamics and could influence policy in energy, labor, and technology sectors.\",\n \"summary_zh\": \"波兰凭借国内需求韧性、投资增长以及改革与欧盟资金带来的生产力提升，GDP规模跃入全球前二十。此举重新塑造了欧洲格局，未来在能源、劳动力与科技领域的政策走向值得关注。\",\n \"hn\": {\n \"id\": 48062117,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 451,\n \"descendants\": 363,\n \"time\": 1778243405,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062117\"\n },\n \"tags\": [\n \"Business\",\n \"Finance\",\n \"Energy\"\n ],\n \"hot_score\": 25.96\n },\n {\n \"title_en\": \"Tesla is recalling its cheaper Cybertruck because the wheels might fall off\",\n \"url\": \"https://www.theverge.com/transportation/926741/tesla-cybertruck-cheaper-recall\",\n \"title_zh\": \"特斯拉召回更便宜的 Cybertruck：轮子可能脱落\",\n \"created_display\": \"Created: May 08, 2026 / 06:58 PT\",\n \"image_url\": \"https://platform.theverge.com/wp-content/uploads/sites/2/2026/05/cybertruck-long-range.jpeg?quality=90&strip=all&crop=0,8.1151832460733,100,83.769633507853\",\n \"summary_en\": \"Tesla is recalling its cheaper Cybertruck due to a risk that wheels may detach while driving. The fix involves inspections and component replacements, illustrating safety-focused recalls as new EV platforms scale production.\",\n \"summary_zh\": \"特斯拉因轮子在行驶中可能脱落而召回更便宜的 Cybertruck。召回将涉及对相关部件的检修和更换，反映出新电动车大规模交付阶段的安全召回挑战。\",\n \"hn\": {\n \"id\": 48063240,\n \"type\": \"story\",\n \"by\": \"droidjj\",\n \"score\": 91,\n \"descendants\": 69,\n \"time\": 1778248712,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063240\"\n },\n \"hot_score\": 9.92,\n \"tags\": [\n \"Hardware\",\n \"Business\",\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"An Introduction to Meshtastic\",\n \"url\": \"https://meshtastic.org/docs/introduction/\",\n \"title_zh\": \"Meshtastic 入门指南\",\n \"created_display\": \"Created: May 08, 2026 / 04:22 PT\",\n \"image_url\": \"https://meshtastic.org/img/logo.svg\",\n \"summary_en\": \"Meshtastic is an open-source mesh-networking project that enables off-grid text messaging using low-power radios like LoRa. This introduction covers core concepts, components, and practical use cases, plus trade-offs in latency and range compared with cellular networks.\",\n \"summary_zh\": \"Meshtastic 是一个开源网状通信项目，利用低功耗无线电（如 LoRa）在无蜂窝网络的情况下实现短讯传输。本文概述了核心概念、组成部分和典型用例，并讨论了与蜂窝网络相比的延迟和覆盖范围权衡。\",\n \"hn\": {\n \"id\": 48061566,\n \"type\": \"story\",\n \"by\": \"ColinWright\",\n \"score\": 149,\n \"descendants\": 58,\n \"time\": 1778239331,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48061566\"\n },\n \"hot_score\": 5.86,\n \"tags\": [\n \"Open Source\"\n ]\n },\n {\n \"title_en\": \"Cloudflare to cut about 20% workforce\",\n \"url\": \"https://www.reuters.com/business/world-at-work/cloudflare-cut-over-1100-jobs-2026-05-07/\",\n \"title_zh\": \"Cloudflare裁员约20%\",\n \"created_display\": \"Created: May 07, 2026 / 13:23 PT\",\n \"image_url\": null,\n \"summary_en\": \"Cloudflare plans to cut roughly 1,100 jobs, about 20% of its workforce, as part of a restructuring aimed at boosting efficiency. The move comes as cloud and security providers recalibrate headcount in a slower-growth environment.\",\n \"summary_zh\": \"Cloudflare宣布裁员约1100名员工，约占总数的20%，作为提升效率的重组措施。此举反映出云与安全厂商在增长放缓的环境中对人力资源进行再平衡。\",\n \"hn\": {\n \"id\": 48054423,\n \"type\": \"story\",\n \"by\": \"PriorityLeft\",\n \"score\": 1065,\n \"descendants\": 721,\n \"time\": 1778185417,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48054423\"\n },\n \"tags\": [\n \"Business\",\n \"Security\"\n ],\n \"hot_score\": 4.44\n },\n {\n \"title_en\": \"Canvas is down as ShinyHunters threatens to leak schools’ data\",\n \"url\": \"https://www.theverge.com/tech/926458/canvas-shinyhunters-breach\",\n \"title_zh\": \"Canvas宕机，ShinyHunters威胁泄露学校数据\",\n \"created_display\": \"Created: May 07, 2026 / 15:22 PT\",\n \"image_url\": \"https://platform.theverge.com/wp-content/uploads/sites/2/chorus/uploads/chorus_asset/file/25332725/STK419_DEEPFAKE_CVIRGINIA_L.jpg?quality=90&strip=all&crop=0%2C10.732984293194%2C100%2C78.534031413613&w=1200\",\n \"summary_en\": \"A major LMS outage coincides with a ransomware group threatening to leak school data, underscoring ongoing risk to education tech. The incident highlights the stakes of data exfiltration, third-party security, and incident response in schools.\",\n \"summary_zh\": \"Canvas宕机并有勒索团体威胁公开学校数据，凸显教育技术环境中数据外泄的持续风险。此事强调加强备份、供应链与第三方安全，以及高效的事件响应的重要性。\",\n \"hn\": {\n \"id\": 48055913,\n \"type\": \"story\",\n \"by\": \"stefanpie\",\n \"score\": 835,\n \"descendants\": 547,\n \"time\": 1778192541,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48055913\"\n },\n \"tags\": [\n \"Security\",\n \"Education\"\n ],\n \"hot_score\": 4.16\n },\n {\n \"title_en\": \"Maybe you shouldn't install new software for a bit\",\n \"url\": \"https://xeiaso.net/blog/2026/abstain-from-install/\",\n \"title_zh\": \"也许你暂时不该安装新软件\",\n \"created_display\": \"Created: May 07, 2026 / 16:02 PT\",\n \"image_url\": \"https://xeiaso.net/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=v1.25.0-46-gd3a00da\",\n \"summary_en\": \"The author argues against rushing to install new software, urging readers to pause updates while evaluating risk and security implications. Practical tips include staged deployments, prioritizing critical fixes, and verifying supply-chain integrity.\",\n \"summary_zh\": \"作者主张暂缓安装新软件以降低风险，敦促在评估风险与安全影响后再决策更新。文中给出阶段性部署、优先修复关键问题以及核验供应链完整性的做法。\",\n \"hn\": {\n \"id\": 48056227,\n \"type\": \"story\",\n \"by\": \"psxuaw\",\n \"score\": 702,\n \"descendants\": 375,\n \"time\": 1778194931,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056227\"\n },\n \"tags\": [\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 3.73\n },\n {\n \"title_en\": \"Hackers breach JDownloader's website to serve malware-laced downloads\",\n \"url\": \"https://www.neowin.net/news/if-you-downloaded-this-popular-software-recently-you-might-have-installed-malware/\",\n \"title_zh\": \"黑客入侵 JDownloader 官网，提供带有恶意软件的下载\",\n \"created_display\": \"Created: May 08, 2026 / 05:20 PT\",\n \"image_url\": \"https://cdn.neowin.com/news/images/uploaded/2026/05/1778238416_jdownloader_story.webp\",\n \"summary_en\": \"Hackers breached JDownloader's website to serve malware-laced downloads, highlighting the risk of software-distribution compromises. Users should monitor official advisories and verify downloads/signatures.\",\n \"summary_zh\": \"黑客入侵 JDownloader 官网并分发带有恶意软件的下载包，凸显软件分发环节风险。用户应关注官方公告并核对下载签名。\",\n \"hn\": {\n \"id\": 48062035,\n \"type\": \"story\",\n \"by\": \"bundie\",\n \"score\": 62,\n \"descendants\": 19,\n \"time\": 1778242801,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062035\"\n },\n \"hot_score\": 3.31,\n \"tags\": [\n \"Security\"\n ]\n },\n {\n \"title_en\": \"PC Engine CPU\",\n \"url\": \"https://jsgroth.dev/blog/posts/pc-engine-cpu/\",\n \"title_zh\": \"PC Engine CPU 架构揭秘\",\n \"created_display\": \"Created: May 08, 2026 / 07:14 PT\",\n \"image_url\": null,\n \"summary_en\": \"The PC Engine runs on the HuC6280, a modified 65C02-compatible core with an integrated timer and rich I/O. This piece breaks down how the CPU design balances cost, performance, and timing quirks that influenced both games and emulation.\",\n \"summary_zh\": \"PC Engine 使用经过修改的 HuC6280 CPU，属于改良的 65C02 兼容核心，具备内置定时器和丰富的 I/O。文章解析了该设计如何在成本与性能之间取得平衡，以及对游戏和移植仿真产生的时序特性影响。\",\n \"hn\": {\n \"id\": 48063521,\n \"type\": \"story\",\n \"by\": \"ibobev\",\n \"score\": 25,\n \"descendants\": 2,\n \"time\": 1778249671,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063521\"\n },\n \"hot_score\": 3.06,\n \"tags\": [\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"ClojureScript Gets Async/Await\",\n \"url\": \"https://clojurescript.org/news/2026-05-07-release\",\n \"title_zh\": \"ClojureScript 新增 Async/Await 支持\",\n \"created_display\": \"Created: May 08, 2026 / 00:04 PT\",\n \"image_url\": \"https://clojurescript.org/images/cljs-logo-60b.png\",\n \"summary_en\": \"ClojureScript adds async/await to simplify asynchronous code in the browser and Node.js environments. The update brings modern JS-style asynchronous patterns to the language and could broaden frontend adoption.\",\n \"summary_zh\": \"ClojureScript 新增对 async/await 的支持，使异步代码在浏览器与 Node.js 中更易编写。更新使语言生态更贴近 JavaScript 的异步模式，可能扩大前端应用的采用。\",\n \"hn\": {\n \"id\": 48059662,\n \"type\": \"story\",\n \"by\": \"Borkdude\",\n \"score\": 198,\n \"descendants\": 46,\n \"time\": 1778223864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059662\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 2.96\n },\n {\n \"title_en\": \"Nintendo announces price increases for Nintendo Switch 2\",\n \"url\": \"https://www.nintendo.co.jp/corporate/release/en/2026/260508.html\",\n \"title_zh\": \"任天堂宣布对 Nintendo Switch 2 提价\",\n \"created_display\": \"Created: May 07, 2026 / 23:56 PT\",\n \"image_url\": \"https://www.nintendo.co.jp/img/og_nintendo.png\",\n \"summary_en\": \"Nintendo raises prices for the upcoming Switch 2, citing inflation and cost pressures. The move could impact demand in a competitive console market and influence accessory ecosystems and developer planning.\",\n \"summary_zh\": \"任天堂宣布对新一代 Switch 2 提价，理由包括通胀与成本压力。此举可能影响市场需求，并对配件生态与开发者的定价与计划产生影响。\",\n \"hn\": {\n \"id\": 48059606,\n \"type\": \"story\",\n \"by\": \"razorbeamz\",\n \"score\": 191,\n \"descendants\": 170,\n \"time\": 1778223373,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059606\"\n },\n \"tags\": [\n \"Gaming\",\n \"Business\"\n ],\n \"hot_score\": 2.79\n },\n {\n \"title_en\": \"Dirtyfrag: Universal Linux LPE\",\n \"url\": \"https://www.openwall.com/lists/oss-security/2026/05/07/8\",\n \"title_zh\": \"Dirtyfrag：通用 Linux 本地提权漏洞\",\n \"created_display\": \"Created: May 07, 2026 / 12:21 PT\",\n \"image_url\": \"https://www.openwall.com/logo.png\",\n \"summary_en\": \"Disclosures describe Dirtyfrag, a Linux local privilege escalation that appears broadly exploitable across distributions. It demonstrates how a single flaw can allow unprivileged processes to gain root access, underscoring the need for timely kernel and library hardening. Vendors are issuing patches and mitigation guidance, and security teams should audit systems for exposure.\",\n \"summary_zh\": \"公开披露显示 Dirtyfrag 是一个看似可跨发行版利用的 Linux 本地提权漏洞，能让非特权进程获得 root。该漏洞凸显了单一缺陷就能影响广泛系统的重要性，促使各厂商发布补丁与缓解措施。安全团队应尽快审查系统暴露面并部署更新。\",\n \"hn\": {\n \"id\": 48053623,\n \"type\": \"story\",\n \"by\": \"flipped\",\n \"score\": 726,\n \"descendants\": 300,\n \"time\": 1778181692,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053623\"\n },\n \"tags\": [\n \"Security\",\n \"Open Source\"\n ],\n \"hot_score\": 2.77\n },\n {\n \"title_en\": \"AI slop is killing online communities\",\n \"url\": \"https://rmoff.net/2026/05/06/ai-slop-is-killing-online-communities/\",\n \"title_zh\": \"AI 低质内容正在侵蚀在线社区\",\n \"created_display\": \"Created: May 07, 2026 / 11:46 PT\",\n \"image_url\": \"https://rmoff.net/images/2026/05/IMG_6442.webp\",\n \"summary_en\": \"AI-generated content is flooding forums and comment sections, diluting signal and user trust. Moderation becomes harder as automated posts mimic human behavior, prompting calls for better guidelines, tooling, and community norms. The piece argues for proactive design choices to preserve healthy discourse online.\",\n \"summary_zh\": \"AI 生成的内容大量涌入论坛和评论区，削弱了信息质量和社区信任。随着自动化发帖越来越像真人，社区治理更具挑战性，呼吁更好的准则、工具和治理机制来维护健康讨论。\",\n \"hn\": {\n \"id\": 48053203,\n \"type\": \"story\",\n \"by\": \"thm\",\n \"score\": 758,\n \"descendants\": 654,\n \"time\": 1778179585,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053203\"\n },\n \"tags\": [\n \"AI\",\n \"Culture\"\n ],\n \"hot_score\": 2.76\n },\n {\n \"title_en\": \"A web page that shows you everything the browser told it without asking\",\n \"url\": \"https://sinceyouarrived.world/taken\",\n \"title_zh\": \"网页能看到的浏览器信息全景\",\n \"created_display\": \"Created: May 08, 2026 / 05:37 PT\",\n \"image_url\": \"https://sinceyouarrived.world/api/og-taken\",\n \"summary_en\": \"A page lists all data the browser inherently exposes to a web page, without prompting for permission. It highlights the breadth of telemetry accessible via default APIs, underscoring privacy and security implications for developers and users.\",\n \"summary_zh\": \"该网页列出浏览器默认暴露给网页的全部信息，无需用户授权。内容揭示了通过默认 API 可以获取的大量信息，强调开发者与用户在隐私与安全方面的潜在风险。\",\n \"hn\": {\n \"id\": 48062178,\n \"type\": \"story\",\n \"by\": \"mwheelz\",\n \"score\": 42,\n \"descendants\": 20,\n \"time\": 1778243825,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062178\"\n },\n \"hot_score\": 2.47,\n \"tags\": [\n \"Privacy\",\n \"Security\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"GeoJSON\",\n \"url\": \"https://geojson.org/\",\n \"title_zh\": \"GeoJSON\",\n \"created_display\": \"Created: May 08, 2026 / 02:55 PT\",\n \"image_url\": null,\n \"summary_en\": \"GeoJSON is a lightweight format for encoding geographic features as JSON. It standardizes points, lines, polygons, and collections, enabling simple sharing and mapping in web apps and GIS workflows.\",\n \"summary_zh\": \"GeoJSON 是一种用 JSON 编码地理要素的轻量格式，支持点、线、面及集合，便于在网页地图和 GIS 工作流中进行简单的共享与可视化。\",\n \"hn\": {\n \"id\": 48060918,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 80,\n \"descendants\": 36,\n \"time\": 1778234137,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48060918\"\n },\n \"hot_score\": 2.13,\n \"tags\": [\n \"Data\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"Podman rootless containers and the Copy Fail exploit\",\n \"url\": \"https://garrido.io/notes/podman-rootless-containers-copy-fail/\",\n \"title_zh\": \"Podman 无根容器的 Copy Fail 漏洞\",\n \"created_display\": \"Created: May 08, 2026 / 06:22 PT\",\n \"image_url\": null,\n \"summary_en\": \"Rootless Podman containers can be affected by a Copy Fail exploit that triggers during file copy operations in the container filesystem. The issue can lead to privilege escalation or container escape under certain kernel and namespace configurations. Mitigations include upgrading Podman, applying the latest kernel patches, and reviewing storage driver choices.\",\n \"summary_zh\": \"无根 Podman 容器在容器文件系统的拷贝操作中可能触发 Copy Fail 漏洞，在某些内核与命名空间配置下可能导致权限提升或容器越狱。缓解措施包括升级 Podman、应用最新内核补丁并审查存储驱动选项。\",\n \"hn\": {\n \"id\": 48062745,\n \"type\": \"story\",\n \"by\": \"ggpsv\",\n \"score\": 25,\n \"descendants\": 3,\n \"time\": 1778246553,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48062745\"\n },\n \"hot_score\": 1.98,\n \"tags\": [\n \"Security\",\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"The map that keeps Burning Man honest\",\n \"url\": \"https://www.not-ship.com/burning-man-moop/\",\n \"title_zh\": \"让 Burning Man 公正的 MOOP 地图\",\n \"created_display\": \"Created: May 07, 2026 / 07:06 PT\",\n \"image_url\": \"https://storage.ghost.io/c/f0/60/f060ef3f-d4e0-4af4-9255-1373fbf0a44f/content/images/size/w1200/2026/05/featured-new.jpg\",\n \"summary_en\": \"A Burning Man MOOP mapping tool helps organizers track waste and enforce cleanup rules, keeping the festival honest and environmentally responsible.\",\n \"summary_zh\": \"一张用于追踪MOOP的地图工具帮助 Burning Man 的组织者监控垃圾并执行清理规定，提升活动透明度与环保责任。文章展示开放数据实践如何改进活动治理。\",\n \"hn\": {\n \"id\": 48049653,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 703,\n \"descendants\": 332,\n \"time\": 1778162770,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049653\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 1.83\n },\n {\n \"title_en\": \"Chrome removes claim of On-device Al not sending data to Google Servers\",\n \"url\": \"https://old.reddit.com/r/chrome/comments/1t5qayz/chrome_removes_claim_of_ondevice_al_not_sending/\",\n \"title_zh\": \"Chrome 撤回‘本地 AI 不发送数据给 Google 服务器’的声明\",\n \"created_display\": \"Created: May 07, 2026 / 08:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"Chrome has updated its messaging around on-device AI privacy, removing the claim that on-device processing never transmits data to Google servers. The change underscores ongoing tensions between user privacy, telemetry, and model updates. For users and developers, it highlights the importance of transparent data practices in browser-hosted AI features.\",\n \"summary_zh\": \"Chrome 更新了关于本地化 AI 隐私的表述，撤回了“本地处理不向 Google 服务器发送数据”的说法。这一变动凸显了用户隐私、遥测和模型更新之间的持续博弈，并提醒开发者和用户关注浏览器 AI 功能中的数据透明度。\",\n \"hn\": {\n \"id\": 48050964,\n \"type\": \"story\",\n \"by\": \"newsoftheday\",\n \"score\": 592,\n \"descendants\": 235,\n \"time\": 1778169393,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050964\"\n },\n \"tags\": [\n \"Privacy\",\n \"AI\",\n \"Web\"\n ],\n \"hot_score\": 1.74\n },\n {\n \"title_en\": \"Agents need control flow, not more prompts\",\n \"url\": \"https://bsuh.bearblog.dev/agents-need-control-flow/\",\n \"title_zh\": \"代理需要控制流，而非更多提示\",\n \"created_display\": \"Created: May 07, 2026 / 09:43 PT\",\n \"image_url\": \"https://bsuh.bearblog.dev/static/og-image.png\",\n \"summary_en\": \"Prompt-based thinking has plateaued for coordinating multi-step AI agents. The piece argues that explicit control flow, state machines, and orchestration offer reliability and debuggability that prompts can't. As AI agents tackle more complex workflows, control-flow design becomes essential.\",\n \"summary_zh\": \"用提示词来指挥多步代理的局限性逐渐显现。文章主张通过显式控制流、状态机和任务编排来提升可靠性与可调试性；当代理处理更复杂的工作流时，控制流设计显得至关重要。\",\n \"hn\": {\n \"id\": 48051562,\n \"type\": \"story\",\n \"by\": \"bsuh\",\n \"score\": 536,\n \"descendants\": 263,\n \"time\": 1778172215,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051562\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 1.67\n },\n {\n \"title_en\": \"Valve releases Steam Controller CAD files under Creative Commons license\",\n \"url\": \"https://www.digitalfoundry.net/news/2026/05/valve-releases-steam-controller-cad-files-under-creative-commons-license\",\n \"title_zh\": \"Valve 将 Steam 控制器 CAD 文件以 Creative Commons 许可发布\",\n \"created_display\": \"Created: May 06, 2026 / 08:44 PT\",\n \"image_url\": \"https://images.digitalfoundry.net/19e3ca4a25c2c/large.jpg\",\n \"summary_en\": \"Valve released the Steam Controller's CAD files under a Creative Commons license, enabling makers to study, modify, or 3D print its components. This broadens access to hardware designs and could spur community-driven mods, repairs, and derivative hardware. The takeaway is that open hardware files lower barriers to tinkering and experimentation.\",\n \"summary_zh\": \"Valve 将 Steam 控制器的 CAD 文件以 Creative Commons 授权发布，允许开发者研究、修改乃至3D打印相关部件。此举扩大了硬件设计的获取渠道，可能促成社区驱动的改造、维修与衍生硬件。核心意义在于开源硬件设计降低了再加工的门槛。\",\n \"hn\": {\n \"id\": 48037555,\n \"type\": \"story\",\n \"by\": \"haunter\",\n \"score\": 1717,\n \"descendants\": 584,\n \"time\": 1778082253,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037555\"\n },\n \"tags\": [\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 1.52\n },\n {\n \"title_en\": \"DeepSeek 4 Flash local inference engine for Metal\",\n \"url\": \"https://github.com/antirez/ds4\",\n \"title_zh\": \"DeepSeek 4：面向 Metal 的本地推理引擎\",\n \"created_display\": \"Created: May 07, 2026 / 08:40 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/81cfc4881ef4ad3653f34ee37858e28367d14efb79212067e4aac6c3e9ea5ff5/antirez/ds4\",\n \"summary_en\": \"DeepSeek 4 Flash runs as a local inference engine optimized for Apple's Metal, enabling on-device ML workloads without cloud dependencies. It aims for fast, low-footprint inference suitable for edge apps and privacy-conscious users. The project highlights ongoing efforts to bring efficient ML at the user device level.\",\n \"summary_zh\": \"DeepSeek 4 作为面向 Apple Metal 的本地推理引擎，支持在设备上运行 ML 推理，避免云端依赖。目标是为边缘应用提供快速、低开销的推理，并强调对隐私的考虑。\",\n \"hn\": {\n \"id\": 48050751,\n \"type\": \"story\",\n \"by\": \"tamnd\",\n \"score\": 451,\n \"descendants\": 129,\n \"time\": 1778168424,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050751\"\n },\n \"tags\": [\n \"AI\",\n \"Hardware\",\n \"Privacy\"\n ],\n \"hot_score\": 1.3\n },\n {\n \"title_en\": \"Four stable kernels with partial fixes for Dirty Frag\",\n \"url\": \"https://lwn.net/Articles/1071775/\",\n \"title_zh\": \"四个稳定内核对 Dirty Frag 的部分修复\",\n \"created_display\": \"Created: May 08, 2026 / 07:18 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"The kernel maintainers released four stable builds with partial fixes for a vulnerability nicknamed Dirty Frag. The patches reduce exposure, but a full fix may come in later updates; users should stay current.\",\n \"summary_zh\": \"内核维护者推出四个稳定版本，包含对名为 Dirty Frag 的漏洞的部分修复。这些修补降低了风险，但完整修复可能在后续更新中发布，用户应保持更新。\",\n \"hn\": {\n \"id\": 48063601,\n \"type\": \"story\",\n \"by\": \"Brajeshwar\",\n \"score\": 10,\n \"descendants\": 0,\n \"time\": 1778249898,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063601\"\n },\n \"hot_score\": 1.19,\n \"tags\": [\n \"Security\",\n \"Open Source\"\n ]\n },\n {\n \"title_en\": \"Natural Language Autoencoders: Turning Claude's Thoughts into Text\",\n \"url\": \"https://www.anthropic.com/research/natural-language-autoencoders\",\n \"title_zh\": \"自然语言自动编码器：把 Claude 的想法转化为文本\",\n \"created_display\": \"Created: May 07, 2026 / 10:54 PT\",\n \"image_url\": \"https://cdn.sanity.io/images/4zrzovbb/website/645f8c90db35a5d392c816a90c806b2904ccad21-1280x720.png\",\n \"summary_en\": \"Researchers explore natural language autoencoders as a way to compress model thoughts into textual representations. The approach aims to store, retrieve, and manipulate internal reasoning as editable text, potentially improving interpretability and memory for large AI systems. It also raises questions about fidelity, control, and how to use such latent text in downstream tasks.\",\n \"summary_zh\": \"研究者将自然语言自动编码器用于把模型内部思维压缩成文本表示，以便存储、检索和编辑。该思路可能提升大型模型的可解释性与记忆能力，但也带来保真度、控制以及在下游任务中的应用挑战。\",\n \"hn\": {\n \"id\": 48052537,\n \"type\": \"story\",\n \"by\": \"instagraham\",\n \"score\": 336,\n \"descendants\": 101,\n \"time\": 1778176442,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052537\"\n },\n \"tags\": [\n \"AI\",\n \"Science\"\n ],\n \"hot_score\": 1.14\n },\n {\n \"title_en\": \"Brazil's Pix payment system faces pressure from Visa and Mastercard\",\n \"url\": \"https://www.elciudadano.com/en/brazils-pix-payment-system-faces-pressure-from-visa-and-mastercard/04/04/\",\n \"title_zh\": \"巴西 Pix 支付体系面临 Visa 与 Mastercard 的压力\",\n \"created_display\": \"Created: May 07, 2026 / 10:42 PT\",\n \"image_url\": \"https://www.elciudadano.com/wp-content/uploads/2019/09/el-ciudadano-img-1.png\",\n \"summary_en\": \"Brazil's Pix system is under pressure from card networks seeking interoperability or competition, raising questions about payment dynamics, fees, and regulatory responses in Latin America. The development could reshape how instant payments coexist with card rails and banks.\",\n \"summary_zh\": \"巴西的 Pix 即时支付体系正面临 Visa 与 Mastercard 的压力，涉及互操作性和竞争格局，可能影响费率、支付生态与监管走向。该动向将影响即时支付与信用卡通道、银行系统的共存方式。\",\n \"hn\": {\n \"id\": 48052371,\n \"type\": \"story\",\n \"by\": \"wslh\",\n \"score\": 316,\n \"descendants\": 262,\n \"time\": 1778175778,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052371\"\n },\n \"tags\": [\n \"Finance\",\n \"Business\",\n \"Politics\"\n ],\n \"hot_score\": 1.06\n },\n {\n \"title_en\": \"Nonprofit hospitals spend billions on consultants with no clear effect\",\n \"url\": \"https://www.uchicagomedicine.org/forefront/research-and-discoveries-articles/nonprofit-hospitals-spend-billions-on-management-consultants\",\n \"title_zh\": \"非营利医院在管理顾问上花费数十亿美元却未见明显成效\",\n \"created_display\": \"Created: May 07, 2026 / 15:54 PT\",\n \"image_url\": \"https://edge.sitecorecloud.io/unichicagomc-81nbqnb3/media/images/ucmc/forefront/channel-pages/research-and-discoveries/universal/money-stethascope_1664x938.jpg?h=938&iar=0&w=1664\",\n \"summary_en\": \"Nonprofit hospitals spend billions on management consultants with little measurable impact on outcomes, prompting questions about the value of external advice in healthcare systems. The finding suggests rethinking procurement and internal capability-building.\",\n \"summary_zh\": \"非营利医院在管理咨询上的支出达到数十亿美元，但对结果的可量化影响甚微，引发对外部咨询在医疗体系中的价值的讨论。研究或促使重新审视采购与内部能力建设的策略。\",\n \"hn\": {\n \"id\": 48056158,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 178,\n \"descendants\": 70,\n \"time\": 1778194474,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056158\"\n },\n \"tags\": [\n \"Health\",\n \"Business\"\n ],\n \"hot_score\": 0.93\n },\n {\n \"title_en\": \"GPT-5.5 Price Increase: What It Costs\",\n \"url\": \"https://openrouter.ai/announcements/gpt55-cost-analysis\",\n \"title_zh\": \"GPT-5.5 价格上涨：成本是多少\",\n \"created_display\": \"Created: May 07, 2026 / 18:02 PT\",\n \"image_url\": \"https://openrouter.ai/dynamic-og?title=GPT-5.5+Price+Increase%3A+What+It+Actually+Costs&description=OpenAI+doubled+per-token+prices+with+GPT-5.5+but+the+model+is+less+verbose.+We+measured+real+usage+to+see+the+net+cost+impact.\",\n \"summary_en\": \"A breakdown of the price increase for GPT-5.5, detailing how costs scale with usage, hardware, and service tiers. The analysis helps teams model budget impact for API workloads and plan capacity as new models come online.\",\n \"summary_zh\": \"对 GPT-5.5 的定价上涨进行分解，阐述使用量、硬件与服务层级如何影响成本。此分析帮助团队评估 API 工作负载的预算影响，并为新模型上线时的容量规划提供参考。\",\n \"hn\": {\n \"id\": 48057209,\n \"type\": \"story\",\n \"by\": \"gmays\",\n \"score\": 140,\n \"descendants\": 31,\n \"time\": 1778202148,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057209\"\n },\n \"tags\": [\n \"Business\",\n \"Finance\",\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 0.91\n },\n {\n \"title_en\": \"I want to live like Costco people\",\n \"url\": \"https://tastecooking.com/i-want-to-live-like-costco-people/\",\n \"title_zh\": \"我想过像 Costco 那样生活\",\n \"created_display\": \"Created: May 07, 2026 / 08:19 PT\",\n \"image_url\": \"https://tastecooking.com/wp-content/uploads/2026/05/COSTCO_SOCIAL-scaled.jpg\",\n \"summary_en\": \"An essay exploring the Costco lifestyle—bulk buying, long memberships, and frugal routines—as a model for efficiency and minimalism. It argues that adopting Costco-like habits can simplify decision fatigue, cut waste, and emphasize value over novelty in everyday consumption.\",\n \"summary_zh\": \"本文探讨 Costco 式的生活方式——囤货、长期会员、简洁的日常习惯——作为提升效率与简约的范式。作者认为采用 Costco 风格的做法可以降低决策疲劳、减少浪费，并让日常消费更注重性价比。\",\n \"hn\": {\n \"id\": 48050499,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 311,\n \"descendants\": 659,\n \"time\": 1778167167,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050499\"\n },\n \"tags\": [\n \"Business\",\n \"Culture\"\n ],\n \"hot_score\": 0.88\n },\n {\n \"title_en\": \"AlphaEvolve: Gemini-powered coding agent scaling impact across fields\",\n \"url\": \"https://deepmind.google/blog/alphaevolve-impact/\",\n \"title_zh\": \"AlphaEvolve：以 Gemini 驱动的编码代理在各领域扩展影响\",\n \"created_display\": \"Created: May 07, 2026 / 08:02 PT\",\n \"image_url\": \"https://lh3.googleusercontent.com/UNlyTVoqkmAoTzbbF4QRoPXr-X-QBkXeVpcHxIjte0y5mn_f6ZYHVsynQswOhGLJx-7hnbwt1NcTOQDQoCbum3-l8wPPP5dC6kw0tGmBQAw60nEHog=w1200-h630-n-nu-rw\",\n \"summary_en\": \"AlphaEvolve uses a Gemini-powered coding agent to automate coding tasks and assist across domains beyond software development. The approach shows how AI agents can scale from code generation to research, data analysis, and product-building, potentially speeding up timelines.\",\n \"summary_zh\": \"AlphaEvolve 利用 Gemini 支撑的编码代理来自动化编码任务并扩展至非软件领域的应用。该方法展示了 AI 代理如何将代码生成能力扩展到研究、数据分析和产品开发，从而加速项目进程。\",\n \"hn\": {\n \"id\": 48050278,\n \"type\": \"story\",\n \"by\": \"berlianta\",\n \"score\": 316,\n \"descendants\": 136,\n \"time\": 1778166140,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050278\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.87\n },\n {\n \"title_en\": \"Hardening Firefox with Claude Mythos Preview\",\n \"url\": \"https://hacks.mozilla.org/2026/05/behind-the-scenes-hardening-firefox/\",\n \"title_zh\": \"用 Claude Mythos Preview 强化 Firefox 安全\",\n \"created_display\": \"Created: May 07, 2026 / 09:05 PT\",\n \"image_url\": \"https://hacks.mozilla.org/wp-content/uploads/2026/05/Cursor_Green_1920x1080-scaled.jpeg\",\n \"summary_en\": \"Firefox gains hardening features via Claude Mythos Preview, illustrating how AI-assisted tooling can tighten browser security and developer workflows. The post shares concrete steps and rationale.\",\n \"summary_zh\": \"Firefox 通过 Claude Mythos Preview 引入安全增强功能，展示了人工智能辅助工具在提升浏览器安全与开发流程方面的潜力。文中给出具体实现步骤与背后的原因。\",\n \"hn\": {\n \"id\": 48051079,\n \"type\": \"story\",\n \"by\": \"HieronymusBosch\",\n \"score\": 290,\n \"descendants\": 125,\n \"time\": 1778169933,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051079\"\n },\n \"tags\": [\n \"AI\",\n \"Security\",\n \"Web\"\n ],\n \"hot_score\": 0.86\n },\n {\n \"title_en\": \"Blaise – A modern self-hosting zero-legacy Object Pascal compiler targeting QBE\",\n \"url\": \"https://github.com/graemeg/blaise\",\n \"title_zh\": \"Blaise：面向 QBE 的现代自托管、零遗留 Object Pascal 编译器\",\n \"created_display\": \"Created: May 07, 2026 / 21:44 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/22e7eeb378c4c52b8aebce40a606f3daf2c0ecc02cb480c33d30c068920071aa/graemeg/blaise\",\n \"summary_en\": \"Blaise is a modern self-hosting Object Pascal compiler that aims to shed legacy baggage and target the QBE backend. The project emphasizes self-hosting capabilities and a clean, minimal toolchain, enabling Pascal development with a contemporary stack.\",\n \"summary_zh\": \"Blaise 是一个现代的自托管 Object Pascal 编译器，目标是抛弃遗留负担并对接 QBE 后端。该项目强调自托管能力和简洁的工具链，为 Pascal 开发提供现代化的堆栈。\",\n \"hn\": {\n \"id\": 48058644,\n \"type\": \"story\",\n \"by\": \"peter_d_sherman\",\n \"score\": 79,\n \"descendants\": 35,\n \"time\": 1778215442,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058644\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.81\n },\n {\n \"title_en\": \"Plasticity and language in the anaesthetized human hippocampus\",\n \"url\": \"https://www.bcm.edu/news/researchers-discover-advanced-language-processing-in-the-unconscious-human-brain\",\n \"title_zh\": \"麻醉下人类海马体的语言可塑性\",\n \"created_display\": \"Created: May 07, 2026 / 16:06 PT\",\n \"image_url\": \"https://www.bcm.edu/sites/default/files/2024-07/brain-ocd.jpg\",\n \"summary_en\": \"Researchers report that the hippocampus can show language-related plasticity even under anesthesia, suggesting unconscious processing survives certain cognitive tasks. The finding challenges assumptions about neural shutdown during sleep or sedation.\",\n \"summary_zh\": \"研究显示即使在麻醉状态下，海马体仍可出现与语言相关的可塑性，暗示潜意识层面的语言处理仍在进行。这一发现挑战了人们对睡眠或镇静时大脑功能“关闭”的常规认知。\",\n \"hn\": {\n \"id\": 48056268,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 135,\n \"descendants\": 51,\n \"time\": 1778195204,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056268\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.72\n },\n {\n \"title_en\": \"GNU IFUNC is the real culprit behind CVE-2024-3094\",\n \"url\": \"https://github.com/robertdfrench/ifuncd-up\",\n \"title_zh\": \"GNU IFUNC是CVE-2024-3094真正罪魁祸首\",\n \"created_display\": \"Created: May 07, 2026 / 17:03 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/824707729/6c1c05bd-59f2-4874-af77-31faee285f2a\",\n \"summary_en\": \"A technical analysis argues that GNU IFUNC is the true driver behind CVE-2024-3094, highlighting how dynamic symbol resolution can create attack surfaces in software. The piece serves as a cautionary note about low-level kernel and libc vulnerabilities.\",\n \"summary_zh\": \"技术分析声称GNU IFUNC才是CVE-2024-3094的真正根因，强调动态符号解析如何在软件中暴露攻击面。这一结论提醒开发者关注底层内核与C库的潜在漏洞。\",\n \"hn\": {\n \"id\": 48056749,\n \"type\": \"story\",\n \"by\": \"foltik\",\n \"score\": 113,\n \"descendants\": 51,\n \"time\": 1778198618,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056749\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.66\n },\n {\n \"title_en\": \"QBE – Compiler Back End\",\n \"url\": \"https://c9x.me/compile/\",\n \"title_zh\": \"QBE：编译器后端\",\n \"created_display\": \"Created: May 08, 2026 / 00:00 PT\",\n \"image_url\": \"https://c9x.me/compile/logo.png\",\n \"summary_en\": \"QBE is a compact, retargetable compiler backend designed to ease code generation and experimentation. It emphasizes a clean intermediate representation and portable code emission, appealing to language researchers and hobbyists.\",\n \"summary_zh\": \"QBE 是一个紧凑且可重定位的编译器后端，旨在简化代码生成与实验探索。它强调干净的中间表示和可移植的输出，适合语言研究者与爱好者使用。\",\n \"hn\": {\n \"id\": 48059633,\n \"type\": \"story\",\n \"by\": \"smartmic\",\n \"score\": 45,\n \"descendants\": 5,\n \"time\": 1778223625,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059633\"\n },\n \"hot_score\": 0.65,\n \"tags\": [\n \"Programming\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"Rumors of my death are slightly exaggerated\",\n \"url\": \"https://news.ycombinator.com/item?id=48037336\",\n \"title_zh\": \"关于我的死亡传闻被略微夸大\",\n \"created_display\": \"Created: May 06, 2026 / 08:24 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"Despite industry chatter about its demise, the subject remains active and evolving. Recent developments hint at continued momentum rather than an end.\",\n \"summary_zh\": \"尽管行业里有死讯传闻，该对象仍在活跃并在演进，最近的进展显示其持续增长的势头而非终结。\",\n \"hn\": {\n \"id\": 48037336,\n \"type\": \"story\",\n \"by\": \"CliffStoll\",\n \"score\": 698,\n \"descendants\": 96,\n \"time\": 1778081091,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037336\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.61\n },\n {\n \"title_en\": \"Programming Still Sucks\",\n \"url\": \"https://www.stvn.sh/writing/programming-still-sucks-fqffhyp\",\n \"title_zh\": \"编程仍然很糟糕\",\n \"created_display\": \"Created: May 06, 2026 / 12:06 PT\",\n \"image_url\": null,\n \"summary_en\": \"A provocative essay argues that programming remains challenging due to fragmentation, tool churn, and misaligned incentives, urging improvements in tooling, processes, and collaboration to ease developers' pain.\",\n \"summary_zh\": \"这篇挑衅性文章认为编程仍然困难，原因包括工具生态碎片化、工具更新换代频繁以及激励机制错配。作者提出通过改进工具链、流程与协作来缓解开发者痛苦的建议。\",\n \"hn\": {\n \"id\": 48040269,\n \"type\": \"story\",\n \"by\": \"jeromechoo\",\n \"score\": 596,\n \"descendants\": 300,\n \"time\": 1778094401,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48040269\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.6\n },\n {\n \"title_en\": \"Mojo 1.0 Beta\",\n \"url\": \"https://mojolang.org/\",\n \"title_zh\": \"Mojo 1.0 测试版\",\n \"created_display\": \"Created: May 07, 2026 / 19:49 PT\",\n \"image_url\": \"https://mojolang.org/img/mojo-social-card.png\",\n \"summary_en\": \"Mojo 1.0 Beta marks a milestone for the Mojo language, blending Python-like ergonomics with systems-level performance via LLVM-backed compilation. The beta signals growing interest in a Python-friendly, high-performance language for AI workloads.\",\n \"summary_zh\": \"Mojo 1.0 测试版标志着这门语言的一个里程碑，将 Python 风格的易用性与 LLVM 支撑的高性能系统级能力结合起来。测试版显示了对面向 AI 工作负载的高性能、易用语言的日益增长兴趣。\",\n \"hn\": {\n \"id\": 48057901,\n \"type\": \"story\",\n \"by\": \"sbt567\",\n \"score\": 76,\n \"descendants\": 56,\n \"time\": 1778208541,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057901\"\n },\n \"hot_score\": 0.6,\n \"tags\": [\n \"Programming\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Show HN: Git for AI Agents\",\n \"url\": \"https://github.com/regent-vcs/re_gent\",\n \"title_zh\": \"Show HN: 面向 AI 代理的 Git\",\n \"created_display\": \"Created: May 08, 2026 / 07:15 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/92efb3e792c4196e2edfe9dd78eaf2e3dfb8ea51179d8401ce742f69615628df/regent-vcs/re_gent\",\n \"summary_en\": \"A lightweight, Git-like tool for coordinating AI agents, enabling versioned sharing of prompts, plans, and state. It aims to improve reproducibility and collaboration among autonomous agents and could inspire new agent-communication patterns.\",\n \"summary_zh\": \"一个简易的类似 Git 的工具，面向 AI 代理的协作与版本控制，支持对提示、计划与状态等进行版本化分享。意在提升可重复性与协作性，并可能引发新的代理间通信模式。\",\n \"hn\": {\n \"id\": 48063548,\n \"type\": \"story\",\n \"by\": \"doshay\",\n \"score\": 5,\n \"descendants\": 0,\n \"time\": 1778249736,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48063548\"\n },\n \"hot_score\": 0.52,\n \"tags\": [\n \"Show HN\",\n \"AI\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Two Home Affairs officials suspended after AI 'hallucinations' found\",\n \"url\": \"https://www.citizen.co.za/news/home-affairs-officials-suspended-ai-hallucinations/\",\n \"title_zh\": \"两名内政部官员因 AI '幻觉' 被停职\",\n \"created_display\": \"Created: May 07, 2026 / 12:38 PT\",\n \"image_url\": \"https://media.citizen.co.za/wp-content/uploads/2026/05/AI.jpg\",\n \"summary_en\": \"An investigation found that an AI system produced hallucinations affecting decisions, leading to the suspension of two Home Affairs officials. The case underscores governance and reliability challenges when government workflows depend on AI tools.\",\n \"summary_zh\": \"调查发现某 AI 系统出现幻觉式输出，影响决策，因此两名内政部官员被停职。此案凸显政府工作流程对 AI 工具的治理与可靠性挑战。\",\n \"hn\": {\n \"id\": 48053842,\n \"type\": \"story\",\n \"by\": \"jruohonen\",\n \"score\": 126,\n \"descendants\": 30,\n \"time\": 1778182716,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053842\"\n },\n \"tags\": [\n \"AI\",\n \"Security\",\n \"Politics\"\n ],\n \"hot_score\": 0.49\n },\n {\n \"title_en\": \"Gambling ads on social media reach more than twice as many men as women: study\",\n \"url\": \"https://www.cam.ac.uk/research/news/gambling-ads-on-social-media-reach-more-than-twice-as-many-men-as-women\",\n \"title_zh\": \"社交媒体赌博广告对男性覆盖量是女性的两倍以上：研究\",\n \"created_display\": \"Created: May 07, 2026 / 16:17 PT\",\n \"image_url\": \"https://www.cam.ac.uk/sites/default/files/news/news/gettyimages-1426353191-dp.jpg\",\n \"summary_en\": \"Study finds gambling ads on social platforms reach twice as many men as women, signaling gendered exposure and potential risk, particularly for vulnerable groups. The result has implications for platform advertising policies and public health considerations.\",\n \"summary_zh\": \"研究发现社交媒体上的博彩广告对男性的覆盖量明显高于女性，超过两倍，揭示性别化曝光与潜在风险，尤其对易受影响群体。该结果对平台广告政策与公共卫生具有重要影响。\",\n \"hn\": {\n \"id\": 48056359,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 89,\n \"descendants\": 62,\n \"time\": 1778195823,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056359\"\n },\n \"tags\": [\n \"Science\",\n \"Health\"\n ],\n \"hot_score\": 0.48\n },\n {\n \"title_en\": \"The Self-Cancelling Subscription\",\n \"url\": \"https://predr.ag/blog/the-self-cancelling-subscription/\",\n \"title_zh\": \"自我取消订阅\",\n \"created_display\": \"Created: May 07, 2026 / 07:15 PT\",\n \"image_url\": \"https://predr.ag/assets/2026-04-01-the-self-cancelling-subscription/self-cancelling-subscription.jpg\",\n \"summary_en\": \"A self-cancelling subscription model ends automatically after a defined period or condition, removing long-term commitment friction. The concept prompts rethinking retention strategies and value delivery for subscription products.\",\n \"summary_zh\": \"自我取消订阅模型在达到设定条件或时间后自动结束，消除了长期绑定的摩擦。该思路促使人们重新审视订阅产品的留存策略与价值交付。\",\n \"hn\": {\n \"id\": 48049764,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 174,\n \"descendants\": 73,\n \"time\": 1778163316,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049764\"\n },\n \"tags\": [\n \"Business\",\n \"Design\"\n ],\n \"hot_score\": 0.45\n },\n {\n \"title_en\": \"Digging into Drama at the Document Foundation\",\n \"url\": \"https://lwn.net/Articles/1066418/\",\n \"title_zh\": \"深入 Document Foundation 的风波\",\n \"created_display\": \"Created: May 07, 2026 / 20:51 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"An exploration of governance friction and internal drama at the Document Foundation, the umbrella organization behind LibreOffice. The piece analyzes how organizational tensions affect development priorities, contributor morale, and the project’s long-term health.\",\n \"summary_zh\": \"对 LibreOffice 背后机构 Document Foundation 的治理摩擦与内部风波进行了深入分析，探讨组织紧张关系如何影响开发优先级、贡献者士气及项目的长期健康。\",\n \"hn\": {\n \"id\": 48058337,\n \"type\": \"story\",\n \"by\": \"signa11\",\n \"score\": 49,\n \"descendants\": 10,\n \"time\": 1778212319,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058337\"\n },\n \"tags\": [\n \"Open Source\",\n \"Health\"\n ],\n \"hot_score\": 0.44\n },\n {\n \"title_en\": \"US will start revoking passports for parents who owe child support\",\n \"url\": \"https://apnews.com/article/passports-unpaid-child-support-penalty-state-department-42d90cfa8a06ee349bb9145f668919b6\",\n \"title_zh\": \"美国将撤销拖欠子女抚养费者的护照\",\n \"created_display\": \"Created: May 07, 2026 / 20:52 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/feb0c7c/2147483647/strip/true/crop/6636x4422+42+0/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2F10%2F23%2Fb8137c4ddbbbfffebb4eb187fe45%2F6a8af663ca9c4f2485e8fd23dffcea9a\",\n \"summary_en\": \"The policy expands passport revocation for nonpayment of child support, aiming to enforce financial obligations. It raises questions about due process, potential hardship, and the data systems needed to enforce it.\",\n \"summary_zh\": \"该政策扩大对拖欠子女抚养费者的护照撤销范围，旨在加强执行义务。但也引发关于程序正义、潜在困难，以及执行所需数据系统的问题探讨。\",\n \"hn\": {\n \"id\": 48058340,\n \"type\": \"story\",\n \"by\": \"OutOfHere\",\n \"score\": 47,\n \"descendants\": 25,\n \"time\": 1778212334,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058340\"\n },\n \"hot_score\": 0.42,\n \"tags\": [\n \"Politics\",\n \"Legal\"\n ]\n },\n {\n \"title_en\": \"Principles for agent-native CLIs\",\n \"url\": \"https://twitter.com/trevin/status/2051316002730991795\",\n \"title_zh\": \"面向代理的原生 CLI 原则\",\n \"created_display\": \"Created: May 07, 2026 / 10:40 PT\",\n \"image_url\": \"https://pbs.twimg.com/media/HHN5QmAaYAA-lJO.jpg:large\",\n \"summary_en\": \"Designing CLIs that work with AI agents requires clear guidance on reliability, observability, and security. The principles outline how to keep interactions predictable, support reproducible results, and avoid leaking prompts or secret data. These guidelines help engineers build safer, more maintainable AI-powered tooling.\",\n \"summary_zh\": \"为 AI 代理设计原生 CLI 需要强调可靠性、可观测性与安全性。原则强调保持交互可预测、结果可复现，并防止提示或敏感数据泄露，帮助工程师构建更安全、易维护的 AI 工具。\",\n \"hn\": {\n \"id\": 48052333,\n \"type\": \"story\",\n \"by\": \"blumpy22\",\n \"score\": 101,\n \"descendants\": 49,\n \"time\": 1778175605,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052333\"\n },\n \"tags\": [\n \"AI\",\n \"Security\",\n \"Design\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"RSS feeds send me more traffic than Google\",\n \"url\": \"https://shkspr.mobi/blog/2026/05/rss-feeds-send-me-more-traffic-than-google/\",\n \"title_zh\": \"RSS 订阅源带来比 Google 更多流量\",\n \"created_display\": \"Created: May 06, 2026 / 17:40 PT\",\n \"image_url\": \"https://shkspr.mobi/blog/wp-content/uploads/2026/05/page-views.webp\",\n \"summary_en\": \"A blogger reports that RSS feeds drive more visits to their site than Google search, highlighting the enduring value of feed readers and subscription-based readership. The post argues feeds offer stable, engaged readership that resists over-reliance on search algorithms.\",\n \"summary_zh\": \"作者表示 RSS 订阅源带来比 Google 还多的流量，凸显订阅制与订阅型读者的价值。该观点强调 RSS 能提供稳定、参与度高的受众，抵御对搜索算法的过度依赖。\",\n \"hn\": {\n \"id\": 48043964,\n \"type\": \"story\",\n \"by\": \"SpyCoder77\",\n \"score\": 263,\n \"descendants\": 70,\n \"time\": 1778114406,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48043964\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 0.33\n },\n {\n \"title_en\": \"HantaWatch Real time hantavirus outbreak tracker\",\n \"url\": \"https://hantawatch.net/\",\n \"title_zh\": \"HantaWatch 实时汉坦病毒疫情追踪器\",\n \"created_display\": \"Created: May 07, 2026 / 22:24 PT\",\n \"image_url\": null,\n \"summary_en\": \"HantaWatch provides a real-time hantavirus outbreak tracker, aggregating case data and visualizing spread patterns. The tool supports researchers and public health officials with timely insights into outbreak dynamics and regional risk.\",\n \"summary_zh\": \"HantaWatch 提供实时汉坦病毒疫情追踪，聚合病例数据并可视化传播态势，为研究者和公共卫生官员提供关于疫情动态与区域风险的及时洞察。\",\n \"hn\": {\n \"id\": 48058917,\n \"type\": \"story\",\n \"by\": \"Accher\",\n \"score\": 27,\n \"descendants\": 35,\n \"time\": 1778217864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058917\"\n },\n \"tags\": [\n \"Health\",\n \"Science\"\n ],\n \"hot_score\": 0.3\n },\n {\n \"title_en\": \"Komai: a fine Matrix chat app you can get to love\",\n \"url\": \"https://etke.cc/blog/introducing-komai\",\n \"title_zh\": \"Komai：一个你会爱上的 Matrix 聊天应用\",\n \"created_display\": \"Created: May 07, 2026 / 17:10 PT\",\n \"image_url\": \"https://etke.cc/img/komai/main-view.webp\",\n \"summary_en\": \"Komai presents a polished Matrix-based chat experience that could win over users who value open standards and interoperability. The review highlights the app’s design polish, UX, and potential to broaden Matrix adoption.\",\n \"summary_zh\": \"Komai 提供了一个精致的基于 Matrix 的聊天体验，可能吸引重视开放标准与互操作性的用户。文章重点评价其设计与用户体验，以及对扩大 Matrix 使用的潜力。\",\n \"hn\": {\n \"id\": 48056804,\n \"type\": \"story\",\n \"by\": \"anotherevan\",\n \"score\": 49,\n \"descendants\": 21,\n \"time\": 1778199044,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056804\"\n },\n \"tags\": [\n \"Open Source\",\n \"Design\"\n ],\n \"hot_score\": 0.29\n },\n {\n \"title_en\": \"Creating for a niche\",\n \"url\": \"https://www.davesnider.com/posts/working-in-a-niche\",\n \"title_zh\": \"为小众市场而创作\",\n \"created_display\": \"Created: May 07, 2026 / 12:32 PT\",\n \"image_url\": \"https://files.davesnider.com/2026MAY/p4K8ox2SKaY6UtNw.png\",\n \"summary_en\": \"The piece argues about building for a niche audience, weighing depth and differentiation against broader reach. It offers strategies for sustainable impact, such as specializing, community-building, and incremental product improvements.\",\n \"summary_zh\": \"文章讨论面向小众受众进行创作的取舍，强调在深耕与差异化之间取得平衡。给出可执行的思路，如专业化、社区建设和渐进式迭代等。\",\n \"hn\": {\n \"id\": 48053770,\n \"type\": \"story\",\n \"by\": \"snide\",\n \"score\": 73,\n \"descendants\": 7,\n \"time\": 1778182353,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053770\"\n },\n \"tags\": [\n \"Business\",\n \"Design\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"Claude Code CVE-2026-39861:sandbox escape via symlink\",\n \"url\": \"https://github.com/advisories/GHSA-vp62-r36r-9xqp\",\n \"title_zh\": \"Claude Code CVE-2026-39861：通过符号链接实现的沙箱逃逸\",\n \"created_display\": \"Created: May 07, 2026 / 19:39 PT\",\n \"image_url\": \"https://github.githubassets.com/assets/advisory-database-show-f32c8207dfb2.png\",\n \"summary_en\": \"A vulnerability in Claude Code allows sandbox escape via a symlink, exposing potential bypass of sandboxed execution. The advisory lists affected versions and mitigations; users should patch or disable affected features until fixed.\",\n \"summary_zh\": \"Claude Code 存在通过符号链接实现沙箱逃逸的漏洞（CVE-2026-39861），可能使受限执行环境被突破。公告列出受影响版本及缓解措施，建议尽快打补丁或在修复前禁用相关功能。\",\n \"hn\": {\n \"id\": 48057842,\n \"type\": \"story\",\n \"by\": \"Armor1AI\",\n \"score\": 35,\n \"descendants\": 4,\n \"time\": 1778207995,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057842\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.27\n },\n {\n \"title_en\": \"Show HN: TRUST – Coding Rust like it's 1989\",\n \"url\": \"https://github.com/wojtczyk/trust\",\n \"title_zh\": \"Show HN：我用 Rust 编程像 1989 年一样\",\n \"created_display\": \"Created: May 06, 2026 / 22:58 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/0cf54f5f3f8448975d7e11008f457b88577e490bac8fd095bc7c824a216162c8/wojtczyk/trust\",\n \"summary_en\": \"Show HN: Trust reimagines Rust coding with a retro,1989-inspired approach, highlighting how constraint-driven tooling can inform modern systems programming ergonomics.\",\n \"summary_zh\": \"Show HN：Trust 将 Rust 编程与 1989 年的编程风格相结合，强调受限工具链如何影响现代系统编程的体验与设计。\",\n \"hn\": {\n \"id\": 48045939,\n \"type\": \"story\",\n \"by\": \"wojtczyk\",\n \"score\": 147,\n \"descendants\": 78,\n \"time\": 1778133532,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48045939\"\n },\n \"tags\": [\n \"Show HN\",\n \"Programming\"\n ],\n \"hot_score\": 0.24\n },\n {\n \"title_en\": \"ZAYA1-8B matches DeepSeek-R1 on math with less than 1B active parameters\",\n \"url\": \"https://firethering.com/zaya1-8b-open-source-math-coding-model/\",\n \"title_zh\": \"ZAYA1-8B 以不到 1B 激活参数的规模，在数学推理任务中达到与 DeepSeek-R1 相当的水平\",\n \"created_display\": \"Created: May 07, 2026 / 01:56 PT\",\n \"image_url\": \"https://firethering.com/wp-content/uploads/2026/05/zaya1-8B-Ai-model.jpg\",\n \"summary_en\": \"Open-source LLM ZAYA1-8B achieves math performance on par with DeepSeek-R1 with under 1B active parameters. The result highlights progress toward compact, on-device capable models and the potential for accessible high-quality math reasoning in smaller footprints.\",\n \"summary_zh\": \"ZAYA1-8B 以不到 1B 激活参数的规模，在数学推理任务中达到与 DeepSeek-R1 相当的水平。此进展推动了在边缘设备上运行高效、可访问的高质量推理的可能性。\",\n \"hn\": {\n \"id\": 48047082,\n \"type\": \"story\",\n \"by\": \"steveharing1\",\n \"score\": 102,\n \"descendants\": 54,\n \"time\": 1778144211,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48047082\"\n },\n \"tags\": [\n \"AI\",\n \"Open Source\"\n ],\n \"hot_score\": 0.19\n },\n {\n \"title_en\": \"Singapore introduces caning for boys who bully others at school\",\n \"url\": \"https://www.theguardian.com/world/2026/may/06/singapore-caning-school-bullies\",\n \"title_zh\": \"新加坡对校园霸凌的男生实施鞭笞处罚\",\n \"created_display\": \"Created: May 05, 2026 / 23:29 PT\",\n \"image_url\": \"https://i.guim.co.uk/img/media/86ec731f883bf7323f947a4361cd8e6a97e55906/501_0_5000_4000/master/5000.jpg?width=1200&height=630&quality=85&auto=format&fit=crop&precrop=40:21,offset-x50,offset-y0&overlay-align=bottom%2Cleft&overlay-width=100p&overlay-base64=L2ltZy9zdGF0aWMvb3ZlcmxheXMvdGctZGVmYXVsdC5wbmc&enable=upscale&s=79aaafa1086b2db25f6bef3718c1989a\",\n \"summary_en\": \"Singapore approves corporal punishment for school bullies, sparking debate over effectiveness, ethics, and student welfare. The policy signals a hard line on bullying but raises concerns about proportionality and long-term impacts.\",\n \"summary_zh\": \"新加坡宣布对校园霸凌者实施鞭笞等体罚措施，引发关于效果、伦理与学生福祉的讨论。此举硬性打击校园欺凌，但也引发对处罚比例与长期影响的担忧。\",\n \"hn\": {\n \"id\": 48032968,\n \"type\": \"story\",\n \"by\": \"rustoo\",\n \"score\": 273,\n \"descendants\": 399,\n \"time\": 1778048993,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032968\"\n },\n \"tags\": [\n \"Politics\",\n \"Education\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"Pinocchio is weirder than you remembered\",\n \"url\": \"https://storica.club/blog/pinocchio-in-italian/\",\n \"title_zh\": \"木偶奇遇记比你记得的更怪\",\n \"created_display\": \"Created: May 06, 2026 / 05:27 PT\",\n \"image_url\": \"https://storica.club/assets/og-image.png\",\n \"summary_en\": \"Pinocchio's tale reveals more linguistic quirks and cultural nuances in Italian storytelling than commonly assumed.\",\n \"summary_zh\": \"本文从语言与文化的视角，揭示意大利叙事中《木偶奇遇记》所具有的独特怪诞与细微差异，关注语言、翻译与民间传说如何塑造这一经典角色。\",\n \"hn\": {\n \"id\": 48035420,\n \"type\": \"story\",\n \"by\": \"cemsakarya\",\n \"score\": 235,\n \"descendants\": 97,\n \"time\": 1778070427,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48035420\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"Let Me Convince You to Be Prolific\",\n \"url\": \"https://3quarksdaily.com/3quarksdaily/2026/05/let-me-convince-you-to-be-prolific.html\",\n \"title_zh\": \"让我说服你变得高产\",\n \"created_display\": \"Created: May 07, 2026 / 15:50 PT\",\n \"image_url\": \"https://3quarksdaily.com/wp-content/uploads/2026/05/ChatGPT-Image-May-5-2026-03_36_01-AM.png\",\n \"summary_en\": \"The essay argues for a culture of prolific writing and creation, highlighting benefits like building a portfolio, reinforcing ideas, and gaining momentum in one’s career. It also addresses tradeoffs with quality and sustainability.\",\n \"summary_zh\": \"本文主张培养高产创作的文化，强调积累作品、巩固观点以及职业发展的势头等好处，同时探讨产量与质量、可持续性之间的权衡。\",\n \"hn\": {\n \"id\": 48056128,\n \"type\": \"story\",\n \"by\": \"herbertl\",\n \"score\": 24,\n \"descendants\": 2,\n \"time\": 1778194252,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056128\"\n },\n \"hot_score\": 0.12,\n \"tags\": [\n \"Career\",\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Why I'm giving up on Facebook (2017)\",\n \"url\": \"http://blog.afandian.com/2017/01/why-i-am-giving-up-on-facebook/\",\n \"title_zh\": \"我为什么在 2017 年放弃 Facebook\",\n \"created_display\": \"Created: May 07, 2026 / 23:46 PT\",\n \"image_url\": null,\n \"summary_en\": \"A 2017 personal reflection detailing reasons for leaving Facebook—privacy concerns, algorithmic timelines, and social impact. The piece offered early critique of social networks that still resonates in contemporary platform debates.\",\n \"summary_zh\": \"作者在 2017 年的个人反思，阐述离开 Facebook 的原因，包括隐私担忧、算法驱动的信息流与社交影响。这一早期批评在当今对平台的讨论中仍具共鸣。\",\n \"hn\": {\n \"id\": 48059516,\n \"type\": \"story\",\n \"by\": \"chistev\",\n \"score\": 7,\n \"descendants\": 1,\n \"time\": 1778222764,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059516\"\n },\n \"hot_score\": 0.09,\n \"tags\": [\n \"Privacy\"\n ]\n },\n {\n \"title_en\": \"The IT Productivity Paradox\",\n \"url\": \"https://cs.stanford.edu/people/eroberts/cs181/projects/productivity-paradox/index.html\",\n \"title_zh\": \"IT 生产力悖论\",\n \"created_display\": \"Created: May 07, 2026 / 17:02 PT\",\n \"image_url\": \"https://cs.stanford.edu/people/eroberts/cs181/projects/productivity-paradox/ITMattersLogo.png\",\n \"summary_en\": \"This exploration delves into the IT productivity paradox—the disconnect between IT spending and measured productivity gains. It covers measurement challenges, evolving IT value, and how to better quantify impact.\",\n \"summary_zh\": \"本文探讨 IT 生产力悖论，即 IT 投入与生产力提升之间的错配，分析衡量挑战、IT 价值的演变以及如何更准确地量化影响。\",\n \"hn\": {\n \"id\": 48056740,\n \"type\": \"story\",\n \"by\": \"simonpure\",\n \"score\": 15,\n \"descendants\": 0,\n \"time\": 1778198577,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056740\"\n },\n \"hot_score\": 0.08,\n \"tags\": [\n \"Business\"\n ]\n },\n {\n \"title_en\": \"How to make SSE token streams resumable, cancellable, and multi-device\",\n \"url\": \"https://zknill.io/posts/everyone-said-sse-token-streaming-was-easy/\",\n \"title_zh\": \"如何让 SSE 令牌流具备可恢复、可取消和多设备支持\",\n \"created_display\": \"Created: May 06, 2026 / 07:31 PT\",\n \"image_url\": \"https://zknill.io/img/header.png\",\n \"summary_en\": \"This piece outlines practical patterns to make Server-Sent Events streams resumable, cancellable, and usable across multiple devices. It covers state management, signaling, and synchronization strategies that enable robust real-time streaming in web apps.\",\n \"summary_zh\": \"本文概述了使 Server-Sent Events 流具备可恢复、可取消以及跨多设备使用的实用模式，涵盖状态管理、信号传输与同步策略，帮助 Web 应用实现更强的实时流能力。\",\n \"hn\": {\n \"id\": 48036746,\n \"type\": \"story\",\n \"by\": \"zknill\",\n \"score\": 61,\n \"descendants\": 12,\n \"time\": 1778077902,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036746\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Evaluating Geekbench 6\",\n \"url\": \"https://chipsandcheese.com/p/evaluating-geekbench-6\",\n \"title_zh\": \"Geekbench 6 的评测\",\n \"created_display\": \"Created: May 07, 2026 / 20:10 PT\",\n \"image_url\": \"https://substackcdn.com/image/fetch/$s_!c1hg!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1c7d8bd8-87bc-4223-9c8e-87bbc6d09eee_595x389.png\",\n \"summary_en\": \"A critical look at Geekbench 6, assessing its methodology, benchmarks, and how well it reflects real-world performance.\",\n \"summary_zh\": \"对 Geekbench 6 的方法学、基准以及与实际性能的相关性进行评估，讨论偏差、测量方差以及如何解读分数以进行设备对比。\",\n \"hn\": {\n \"id\": 48058053,\n \"type\": \"story\",\n \"by\": \"wmf\",\n \"score\": 7,\n \"descendants\": 0,\n \"time\": 1778209802,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058053\"\n },\n \"hot_score\": 0.05,\n \"tags\": [\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"RaTeX: KaTeX-compatible LaTeX rendering engine in pure Rust\",\n \"url\": \"https://ratex.lites.dev/\",\n \"title_zh\": \"RaTeX：用纯 Rust 编写、兼容 KaTeX 的 LaTeX 渲染引擎\",\n \"created_display\": \"Created: May 04, 2026 / 09:19 PT\",\n \"image_url\": \"https://erweixin.github.io/RaTeX/screen.png\",\n \"summary_en\": \"RaTeX is a LaTeX rendering engine written in Rust that aims to be KaTeX-compatible and fast, safe, and embeddable in web apps. It offers Rust developers a high-performance math rendering option without relying on C++ bindings.\",\n \"summary_zh\": \"RaTeX 是用 Rust 编写的 LaTeX 渲染引擎，目标是兼容 KaTeX API、提供高性能和安全性，便于嵌入到 Web 应用中，为 Rust 开发者提供纯粹的数学渲染方案。\",\n \"hn\": {\n \"id\": 48010729,\n \"type\": \"story\",\n \"by\": \"atilimcetin\",\n \"score\": 170,\n \"descendants\": 92,\n \"time\": 1777911571,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48010729\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"PySimpleGUI 6\",\n \"url\": \"https://github.com/PySimpleGUI/PySimpleGUI\",\n \"title_zh\": \"PySimpleGUI 6 版本发布\",\n \"created_display\": \"Created: May 05, 2026 / 11:18 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/140614233/b1327c00-8320-11eb-8e4d-25dff36db261\",\n \"summary_en\": \"PySimpleGUI 6 brings further simplifications to building cross-platform GUIs with minimal code. The update focuses on a stable API, easier layout handling, and broader widget options, lowering the barrier for developers to ship quick desktop tools.\",\n \"summary_zh\": \"PySimpleGUI 6 在跨平台 GUI 的开发上继续简化，强调稳定 API、简化布局处理与扩展的小部件选项，降低开发者快速交付桌面工具的门槛。\",\n \"hn\": {\n \"id\": 48026412,\n \"type\": \"story\",\n \"by\": \"geophph\",\n \"score\": 96,\n \"descendants\": 51,\n \"time\": 1778005122,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48026412\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"A polynomial autoencoder beats PCA on transformer embeddings\",\n \"url\": \"https://ivanpleshkov.dev/blog/polynomial-autoencoder/\",\n \"title_zh\": \"多项式自编码器在 Transformer 嵌入上超越 PCA\",\n \"created_display\": \"Created: May 05, 2026 / 04:31 PT\",\n \"image_url\": \"https://ivanpleshkov.dev/og/blog/en/polynomial-autoencoder.png\",\n \"summary_en\": \"A polynomial autoencoder—leveraging nonlinear polynomial interactions—outperforms PCA at compressing transformer embeddings, capturing more structure in a smaller latent space. This points to more efficient representations for large models, with potential savings in storage and downstream compute.\",\n \"summary_zh\": \"一种利用非线性多项式交互的多项式自编码器，在压缩 Transformer 嵌入时优于 PCA，能够在更小的潜在空间中保留更多结构信息。这为大型模型提供了更高效的表示，可能降低存储与下游计算成本。\",\n \"hn\": {\n \"id\": 48021023,\n \"type\": \"story\",\n \"by\": \"timvisee\",\n \"score\": 76,\n \"descendants\": 18,\n \"time\": 1777980672,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48021023\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Los Alamos and the long path to detecting neutrinos\",\n \"url\": \"https://www.lanl.gov/media/publications/1663/from-ghost-particle-to-cosmic-messenger\",\n \"title_zh\": \"洛斯阿拉莫斯与探测中微子之漫长征程\",\n \"created_display\": \"Created: May 06, 2026 / 07:21 PT\",\n \"image_url\": null,\n \"summary_en\": \"The piece chronicles Los Alamos’ long journey in neutrino detection, illustrating how detecting these elusive particles required decades of ingenuity and large-scale experiments. Neutrinos offer deep insights into astrophysics and fundamental physics, underpinning many modern discoveries.\",\n \"summary_zh\": \"本文回顾洛斯阿拉莫斯在中微子探测方面漫长的探索，展示了通过数十年的创新和大规模实验来捕捉这类微粒的挑战。中微子为天体物理与基础物理提供深刻见解，是现代诸多发现的基础。\",\n \"hn\": {\n \"id\": 48036622,\n \"type\": \"story\",\n \"by\": \"LAsteNERD\",\n \"score\": 38,\n \"descendants\": 5,\n \"time\": 1778077267,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036622\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Dithering with CSS\",\n \"url\": \"https://ikesau.co/blog/dithering-with-css/\",\n \"title_zh\": \"CSS 抖动技巧\",\n \"created_display\": \"Created: May 04, 2026 / 08:26 PT\",\n \"image_url\": \"https://ikesau.co/images/squidward-future.png\",\n \"summary_en\": \"CSS dithering combines techniques like gradients and color quantization to simulate more colors or smooth gradients on limited palettes. The piece offers practical patterns and cautions about performance and visual artifacts.\",\n \"summary_zh\": \"CSS 抖动通过渐变、颜色量化等方法，在受限调色板中模拟更多颜色或平滑渐变。文中给出实用做法与在性能与视觉伪影之间的权衡注意点。\",\n \"hn\": {\n \"id\": 48009879,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 80,\n \"descendants\": 22,\n \"time\": 1777908378,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48009879\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Web\"\n ]\n },\n {\n \"title_en\": \"Tools in the Grass: Raising the next generation of crafts person\",\n \"url\": \"https://www.popularwoodworking.com/editors-blog/tools-in-the-grass/\",\n \"title_zh\": \"在草地上的工具：培养下一代工匠\",\n \"created_display\": \"Created: May 05, 2026 / 12:24 PT\",\n \"image_url\": \"https://media.popularwoodworking.com/app/uploads/2026/03/18104335/ae8459ce-c536-4cdb-9be0-2147c861dc79_2016x1512.jpg\",\n \"summary_en\": \"Tools in the Grass explores nurturing the next generation of craftsmen, emphasizing practical tool use, mentorship, and hands-on woodworking education. It argues that traditional crafts sustain innovation and job skills.\",\n \"summary_zh\": \"《在草地上的工具》聚焦培养下一代工匠，强调动手工具运用、导师制与实作木工教育的重要性。文章主张传统手艺能促进创新与职业技能的培养。\",\n \"hn\": {\n \"id\": 48027275,\n \"type\": \"story\",\n \"by\": \"NaOH\",\n \"score\": 42,\n \"descendants\": 3,\n \"time\": 1778009099,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48027275\"\n },\n \"tags\": [\n \"Education\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Inventing Cyrillic\",\n \"url\": \"https://www.historytoday.com/archive/history-matters/inventing-cyrillic\",\n \"title_zh\": \"西里尔字母的诞生\",\n \"created_display\": \"Created: May 05, 2026 / 22:02 PT\",\n \"image_url\": null,\n \"summary_en\": \"The article traces the origins of the Cyrillic script in the medieval Slavic world, highlighting its Bulgarian roots and Greek influences that enabled widespread literacy in Eastern Europe. It explains how Cyrillic shaped liturgy, culture, and modern languages across the region.\",\n \"summary_zh\": \"本文追溯西里尔字母在中世纪斯拉夫世界的起源，强调其在保加利亚的根源以及希腊影响，推动了东欧的广泛读写能力。西里尔字母的形成深刻影响了祈祷仪式、文化及现代区域语言。\",\n \"hn\": {\n \"id\": 48032393,\n \"type\": \"story\",\n \"by\": \"lermontov\",\n \"score\": 24,\n \"descendants\": 8,\n \"time\": 1778043762,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032393\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Culture\"\n ]\n }\n ]\n}"}, "b12c7d6476291639d74e6f6849f3a1bcef59695b": {"t": 1785772473.167389, "n": 53726, "h": "a7d6b5f6130d3886", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 49,\n \"reused_same_day\": 0,\n \"reused_cross_day\": 33,\n \"new_llm_enriched\": 16,\n \"scrape_time_display\": \"00:49, May 08, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/05/08\",\n \"content_date\": \"2026-05-08\",\n \"run_time_local\": \"00:49, May 08, 2026 (PDT)\",\n \"run_time_utc\": \"2026-05-08 07:49:28 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-05-08 07:50:34 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Canvas is down as ShinyHunters threatens to leak schools’ data\",\n \"url\": \"https://www.theverge.com/tech/926458/canvas-shinyhunters-breach\",\n \"title_zh\": \"Canvas宕机，ShinyHunters威胁泄露学校数据\",\n \"created_display\": \"Created: May 07, 2026 / 15:22 PT\",\n \"image_url\": \"https://platform.theverge.com/wp-content/uploads/sites/2/chorus/uploads/chorus_asset/file/25332725/STK419_DEEPFAKE_CVIRGINIA_L.jpg?quality=90&strip=all&crop=0%2C10.732984293194%2C100%2C78.534031413613&w=1200\",\n \"summary_en\": \"A major LMS outage coincides with a ransomware group threatening to leak school data, underscoring ongoing risk to education tech. The incident highlights the stakes of data exfiltration, third-party security, and incident response in schools.\",\n \"summary_zh\": \"Canvas宕机并有勒索团体威胁公开学校数据，凸显教育技术环境中数据外泄的持续风险。此事强调加强备份、供应链与第三方安全，以及高效的事件响应的重要性。\",\n \"hn\": {\n \"id\": 48055913,\n \"type\": \"story\",\n \"by\": \"stefanpie\",\n \"score\": 569,\n \"descendants\": 349,\n \"time\": 1778192541,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48055913\"\n },\n \"tags\": [\n \"Security\",\n \"Education\"\n ],\n \"hot_score\": 7.03\n },\n {\n \"title_en\": \"Maybe you shouldn't install new software for a bit\",\n \"url\": \"https://xeiaso.net/blog/2026/abstain-from-install/\",\n \"title_zh\": \"也许你暂时不该安装新软件\",\n \"created_display\": \"Created: May 07, 2026 / 16:02 PT\",\n \"image_url\": \"https://xeiaso.net/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=v1.25.0-46-gd3a00da\",\n \"summary_en\": \"The author argues against rushing to install new software, urging readers to pause updates while evaluating risk and security implications. Practical tips include staged deployments, prioritizing critical fixes, and verifying supply-chain integrity.\",\n \"summary_zh\": \"作者主张暂缓安装新软件以降低风险，敦促在评估风险与安全影响后再决策更新。文中给出阶段性部署、优先修复关键问题以及核验供应链完整性的做法。\",\n \"hn\": {\n \"id\": 48056227,\n \"type\": \"story\",\n \"by\": \"psxuaw\",\n \"score\": 433,\n \"descendants\": 226,\n \"time\": 1778194931,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056227\"\n },\n \"tags\": [\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 5.95\n },\n {\n \"title_en\": \"Cloudflare to cut about 20% workforce\",\n \"url\": \"https://www.reuters.com/business/world-at-work/cloudflare-cut-over-1100-jobs-2026-05-07/\",\n \"title_zh\": \"Cloudflare裁员约20%\",\n \"created_display\": \"Created: May 07, 2026 / 13:23 PT\",\n \"image_url\": null,\n \"summary_en\": \"Cloudflare plans to cut roughly 1,100 jobs, about 20% of its workforce, as part of a restructuring aimed at boosting efficiency. The move comes as cloud and security providers recalibrate headcount in a slower-growth environment.\",\n \"summary_zh\": \"Cloudflare宣布裁员约1100名员工，约占总数的20%，作为提升效率的重组措施。此举反映出云与安全厂商在增长放缓的环境中对人力资源进行再平衡。\",\n \"hn\": {\n \"id\": 48054423,\n \"type\": \"story\",\n \"by\": \"PriorityLeft\",\n \"score\": 627,\n \"descendants\": 382,\n \"time\": 1778185417,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48054423\"\n },\n \"tags\": [\n \"Business\",\n \"Security\"\n ],\n \"hot_score\": 5.82\n },\n {\n \"title_en\": \"Dirtyfrag: Universal Linux LPE\",\n \"url\": \"https://www.openwall.com/lists/oss-security/2026/05/07/8\",\n \"title_zh\": \"Dirtyfrag：通用 Linux 本地提权漏洞\",\n \"created_display\": \"Created: May 07, 2026 / 12:21 PT\",\n \"image_url\": \"https://www.openwall.com/logo.png\",\n \"summary_en\": \"Disclosures describe Dirtyfrag, a Linux local privilege escalation that appears broadly exploitable across distributions. It demonstrates how a single flaw can allow unprivileged processes to gain root access, underscoring the need for timely kernel and library hardening. Vendors are issuing patches and mitigation guidance, and security teams should audit systems for exposure.\",\n \"summary_zh\": \"公开披露显示 Dirtyfrag 是一个看似可跨发行版利用的 Linux 本地提权漏洞，能让非特权进程获得 root。该漏洞凸显了单一缺陷就能影响广泛系统的重要性，促使各厂商发布补丁与缓解措施。安全团队应尽快审查系统暴露面并部署更新。\",\n \"hn\": {\n \"id\": 48053623,\n \"type\": \"story\",\n \"by\": \"flipped\",\n \"score\": 599,\n \"descendants\": 245,\n \"time\": 1778181692,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053623\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 4.87\n },\n {\n \"title_en\": \"AI slop is killing online communities\",\n \"url\": \"https://rmoff.net/2026/05/06/ai-slop-is-killing-online-communities/\",\n \"title_zh\": \"AI 低质内容正在侵蚀在线社区\",\n \"created_display\": \"Created: May 07, 2026 / 11:46 PT\",\n \"image_url\": \"https://rmoff.net/images/2026/05/IMG_6442.webp\",\n \"summary_en\": \"AI-generated content is flooding forums and comment sections, diluting signal and user trust. Moderation becomes harder as automated posts mimic human behavior, prompting calls for better guidelines, tooling, and community norms. The piece argues for proactive design choices to preserve healthy discourse online.\",\n \"summary_zh\": \"AI 生成的内容大量涌入论坛和评论区，削弱了信息质量和社区信任。随着自动化发帖越来越像真人，社区治理更具挑战性，呼吁更好的准则、工具和治理机制来维护健康讨论。\",\n \"hn\": {\n \"id\": 48053203,\n \"type\": \"story\",\n \"by\": \"thm\",\n \"score\": 610,\n \"descendants\": 540,\n \"time\": 1778179585,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053203\"\n },\n \"tags\": [\n \"AI\",\n \"Design\"\n ],\n \"hot_score\": 4.61\n },\n {\n \"title_en\": \"Chrome removes claim of On-device Al not sending data to Google Servers\",\n \"url\": \"https://old.reddit.com/r/chrome/comments/1t5qayz/chrome_removes_claim_of_ondevice_al_not_sending/\",\n \"title_zh\": \"Chrome 撤回‘本地 AI 不发送数据给 Google 服务器’的声明\",\n \"created_display\": \"Created: May 07, 2026 / 08:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"Chrome has updated its messaging around on-device AI privacy, removing the claim that on-device processing never transmits data to Google servers. The change underscores ongoing tensions between user privacy, telemetry, and model updates. For users and developers, it highlights the importance of transparent data practices in browser-hosted AI features.\",\n \"summary_zh\": \"Chrome 更新了关于本地化 AI 隐私的表述，撤回了“本地处理不向 Google 服务器发送数据”的说法。这一变动凸显了用户隐私、遥测和模型更新之间的持续博弈，并提醒开发者和用户关注浏览器 AI 功能中的数据透明度。\",\n \"hn\": {\n \"id\": 48050964,\n \"type\": \"story\",\n \"by\": \"newsoftheday\",\n \"score\": 546,\n \"descendants\": 206,\n \"time\": 1778169393,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050964\"\n },\n \"tags\": [\n \"Privacy\",\n \"AI\",\n \"Web\"\n ],\n \"hot_score\": 3.03\n },\n {\n \"title_en\": \"The map that keeps Burning Man honest\",\n \"url\": \"https://www.not-ship.com/burning-man-moop/\",\n \"title_zh\": \"让 Burning Man 公正的 MOOP 地图\",\n \"created_display\": \"Created: May 07, 2026 / 07:06 PT\",\n \"image_url\": \"https://storage.ghost.io/c/f0/60/f060ef3f-d4e0-4af4-9255-1373fbf0a44f/content/images/size/w1200/2026/05/featured-new.jpg\",\n \"summary_en\": \"A Burning Man MOOP mapping tool helps organizers track waste and enforce cleanup rules, keeping the festival honest and environmentally responsible.\",\n \"summary_zh\": \"一张用于追踪MOOP的地图工具帮助 Burning Man 的组织者监控垃圾并执行清理规定，提升活动透明度与环保责任。文章展示开放数据实践如何改进活动治理。\",\n \"hn\": {\n \"id\": 48049653,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 627,\n \"descendants\": 310,\n \"time\": 1778162770,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049653\"\n },\n \"tags\": [\n \"Data\"\n ],\n \"hot_score\": 2.92\n },\n {\n \"title_en\": \"Agents need control flow, not more prompts\",\n \"url\": \"https://bsuh.bearblog.dev/agents-need-control-flow/\",\n \"title_zh\": \"代理需要控制流，而非更多提示\",\n \"created_display\": \"Created: May 07, 2026 / 09:43 PT\",\n \"image_url\": \"https://bsuh.bearblog.dev/static/og-image.png\",\n \"summary_en\": \"Prompt-based thinking has plateaued for coordinating multi-step AI agents. The piece argues that explicit control flow, state machines, and orchestration offer reliability and debuggability that prompts can't. As AI agents tackle more complex workflows, control-flow design becomes essential.\",\n \"summary_zh\": \"用提示词来指挥多步代理的局限性逐渐显现。文章主张通过显式控制流、状态机和任务编排来提升可靠性与可调试性；当代理处理更复杂的工作流时，控制流设计显得至关重要。\",\n \"hn\": {\n \"id\": 48051562,\n \"type\": \"story\",\n \"by\": \"bsuh\",\n \"score\": 445,\n \"descendants\": 213,\n \"time\": 1778172215,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051562\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 2.67\n },\n {\n \"title_en\": \"Mojo 1.0 Beta\",\n \"url\": \"https://mojolang.org/\",\n \"title_zh\": \"Mojo 1.0 测试版\",\n \"created_display\": \"Created: May 07, 2026 / 19:49 PT\",\n \"image_url\": \"https://mojolang.org/img/mojo-social-card.png\",\n \"summary_en\": \"Mojo 1.0 Beta marks a milestone for the Mojo language, blending Python-like ergonomics with systems-level performance via LLVM-backed compilation. The beta signals growing interest in a Python-friendly, high-performance language for AI workloads.\",\n \"summary_zh\": \"Mojo 1.0 测试版标志着这门语言的一个里程碑，将 Python 风格的易用性与 LLVM 支撑的高性能系统级能力结合起来。测试版显示了对面向 AI 工作负载的高性能、易用语言的日益增长兴趣。\",\n \"hn\": {\n \"id\": 48057901,\n \"type\": \"story\",\n \"by\": \"sbt567\",\n \"score\": 76,\n \"descendants\": 56,\n \"time\": 1778208541,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057901\"\n },\n \"hot_score\": 2.24,\n \"tags\": [\n \"Programming\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Valve releases Steam Controller CAD files under Creative Commons license\",\n \"url\": \"https://www.digitalfoundry.net/news/2026/05/valve-releases-steam-controller-cad-files-under-creative-commons-license\",\n \"title_zh\": \"Valve 将 Steam 控制器 CAD 文件以 Creative Commons 许可发布\",\n \"created_display\": \"Created: May 06, 2026 / 08:44 PT\",\n \"image_url\": \"https://images.digitalfoundry.net/19e3ca4a25c2c/large.jpg\",\n \"summary_en\": \"Valve released the Steam Controller's CAD files under a Creative Commons license, enabling makers to study, modify, or 3D print its components. This broadens access to hardware designs and could spur community-driven mods, repairs, and derivative hardware. The takeaway is that open hardware files lower barriers to tinkering and experimentation.\",\n \"summary_zh\": \"Valve 将 Steam 控制器的 CAD 文件以 Creative Commons 授权发布，允许开发者研究、修改乃至3D打印相关部件。此举扩大了硬件设计的获取渠道，可能促成社区驱动的改造、维修与衍生硬件。核心意义在于开源硬件设计降低了再加工的门槛。\",\n \"hn\": {\n \"id\": 48037555,\n \"type\": \"story\",\n \"by\": \"haunter\",\n \"score\": 1700,\n \"descendants\": 576,\n \"time\": 1778082253,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037555\"\n },\n \"tags\": [\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 2.02\n },\n {\n \"title_en\": \"DeepSeek 4 Flash local inference engine for Metal\",\n \"url\": \"https://github.com/antirez/ds4\",\n \"title_zh\": \"DeepSeek 4：面向 Metal 的本地推理引擎\",\n \"created_display\": \"Created: May 07, 2026 / 08:40 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/81cfc4881ef4ad3653f34ee37858e28367d14efb79212067e4aac6c3e9ea5ff5/antirez/ds4\",\n \"summary_en\": \"DeepSeek 4 Flash runs as a local inference engine optimized for Apple's Metal, enabling on-device ML workloads without cloud dependencies. It aims for fast, low-footprint inference suitable for edge apps and privacy-conscious users. The project highlights ongoing efforts to bring efficient ML at the user device level.\",\n \"summary_zh\": \"DeepSeek 4 作为面向 Apple Metal 的本地推理引擎，支持在设备上运行 ML 推理，避免云端依赖。目标是为边缘应用提供快速、低开销的推理，并强调对隐私的考虑。\",\n \"hn\": {\n \"id\": 48050751,\n \"type\": \"story\",\n \"by\": \"tamnd\",\n \"score\": 364,\n \"descendants\": 101,\n \"time\": 1778168424,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050751\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\",\n \"Privacy\"\n ],\n \"hot_score\": 1.96\n },\n {\n \"title_en\": \"Nonprofit hospitals spend billions on consultants with no clear effect\",\n \"url\": \"https://www.uchicagomedicine.org/forefront/research-and-discoveries-articles/nonprofit-hospitals-spend-billions-on-management-consultants\",\n \"title_zh\": \"非营利医院在管理顾问上花费数十亿美元却未见明显成效\",\n \"created_display\": \"Created: May 07, 2026 / 15:54 PT\",\n \"image_url\": \"https://edge.sitecorecloud.io/unichicagomc-81nbqnb3/media/images/ucmc/forefront/channel-pages/research-and-discoveries/universal/money-stethascope_1664x938.jpg?h=938&iar=0&w=1664\",\n \"summary_en\": \"Nonprofit hospitals spend billions on management consultants with little measurable impact on outcomes, prompting questions about the value of external advice in healthcare systems. The finding suggests rethinking procurement and internal capability-building.\",\n \"summary_zh\": \"非营利医院在管理咨询上的支出达到数十亿美元，但对结果的可量化影响甚微，引发对外部咨询在医疗体系中的价值的讨论。研究或促使重新审视采购与内部能力建设的策略。\",\n \"hn\": {\n \"id\": 48056158,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 137,\n \"descendants\": 40,\n \"time\": 1778194474,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056158\"\n },\n \"tags\": [\n \"Health\",\n \"Business\"\n ],\n \"hot_score\": 1.84\n },\n {\n \"title_en\": \"US will start revoking passports for parents who owe child support\",\n \"url\": \"https://apnews.com/article/passports-unpaid-child-support-penalty-state-department-42d90cfa8a06ee349bb9145f668919b6\",\n \"title_zh\": \"美国将撤销拖欠子女抚养费者的护照\",\n \"created_display\": \"Created: May 07, 2026 / 20:52 PT\",\n \"image_url\": \"https://dims.apnews.com/dims4/default/feb0c7c/2147483647/strip/true/crop/6636x4422+42+0/resize/980x653!/quality/90/?url=https%3A%2F%2Fassets.apnews.com%2F10%2F23%2Fb8137c4ddbbbfffebb4eb187fe45%2F6a8af663ca9c4f2485e8fd23dffcea9a\",\n \"summary_en\": \"The policy expands passport revocation for nonpayment of child support, aiming to enforce financial obligations. It raises questions about due process, potential hardship, and the data systems needed to enforce it.\",\n \"summary_zh\": \"该政策扩大对拖欠子女抚养费者的护照撤销范围，旨在加强执行义务。但也引发关于程序正义、潜在困难，以及执行所需数据系统的问题探讨。\",\n \"hn\": {\n \"id\": 48058340,\n \"type\": \"story\",\n \"by\": \"OutOfHere\",\n \"score\": 47,\n \"descendants\": 25,\n \"time\": 1778212334,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058340\"\n },\n \"hot_score\": 1.84,\n \"tags\": [\n \"Legal\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"Blaise – A modern self-hosting zero-legacy Object Pascal compiler targeting QBE\",\n \"url\": \"https://github.com/graemeg/blaise\",\n \"title_zh\": \"Blaise：面向 QBE 的现代自托管、零遗留 Object Pascal 编译器\",\n \"created_display\": \"Created: May 07, 2026 / 21:44 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/22e7eeb378c4c52b8aebce40a606f3daf2c0ecc02cb480c33d30c068920071aa/graemeg/blaise\",\n \"summary_en\": \"Blaise is a modern self-hosting Object Pascal compiler that aims to shed legacy baggage and target the QBE backend. The project emphasizes self-hosting capabilities and a clean, minimal toolchain, enabling Pascal development with a contemporary stack.\",\n \"summary_zh\": \"Blaise 是一个现代的自托管 Object Pascal 编译器，目标是抛弃遗留负担并对接 QBE 后端。该项目强调自托管能力和简洁的工具链，为 Pascal 开发提供现代化的堆栈。\",\n \"hn\": {\n \"id\": 48058644,\n \"type\": \"story\",\n \"by\": \"peter_d_sherman\",\n \"score\": 35,\n \"descendants\": 7,\n \"time\": 1778215442,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058644\"\n },\n \"hot_score\": 1.8,\n \"tags\": [\n \"Programming\",\n \"Open Source\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"Natural Language Autoencoders: Turning Claude's Thoughts into Text\",\n \"url\": \"https://www.anthropic.com/research/natural-language-autoencoders\",\n \"title_zh\": \"自然语言自动编码器：把 Claude 的想法转化为文本\",\n \"created_display\": \"Created: May 07, 2026 / 10:54 PT\",\n \"image_url\": \"https://cdn.sanity.io/images/4zrzovbb/website/645f8c90db35a5d392c816a90c806b2904ccad21-1280x720.png\",\n \"summary_en\": \"Researchers explore natural language autoencoders as a way to compress model thoughts into textual representations. The approach aims to store, retrieve, and manipulate internal reasoning as editable text, potentially improving interpretability and memory for large AI systems. It also raises questions about fidelity, control, and how to use such latent text in downstream tasks.\",\n \"summary_zh\": \"研究者将自然语言自动编码器用于把模型内部思维压缩成文本表示，以便存储、检索和编辑。该思路可能提升大型模型的可解释性与记忆能力，但也带来保真度、控制以及在下游任务中的应用挑战。\",\n \"hn\": {\n \"id\": 48052537,\n \"type\": \"story\",\n \"by\": \"instagraham\",\n \"score\": 259,\n \"descendants\": 86,\n \"time\": 1778176442,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052537\"\n },\n \"tags\": [\n \"AI\",\n \"Science\"\n ],\n \"hot_score\": 1.77\n },\n {\n \"title_en\": \"I want to live like Costco people\",\n \"url\": \"https://tastecooking.com/i-want-to-live-like-costco-people/\",\n \"title_zh\": \"我想过像 Costco 那样生活\",\n \"created_display\": \"Created: May 07, 2026 / 08:19 PT\",\n \"image_url\": \"https://tastecooking.com/wp-content/uploads/2026/05/COSTCO_SOCIAL-scaled.jpg\",\n \"summary_en\": \"An essay exploring the Costco lifestyle—bulk buying, long memberships, and frugal routines—as a model for efficiency and minimalism. It argues that adopting Costco-like habits can simplify decision fatigue, cut waste, and emphasize value over novelty in everyday consumption.\",\n \"summary_zh\": \"本文探讨 Costco 式的生活方式——囤货、长期会员、简洁的日常习惯——作为提升效率与简约的范式。作者认为采用 Costco 风格的做法可以降低决策疲劳、减少浪费，并让日常消费更注重性价比。\",\n \"hn\": {\n \"id\": 48050499,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 286,\n \"descendants\": 592,\n \"time\": 1778167167,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050499\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 1.49\n },\n {\n \"title_en\": \"AlphaEvolve: Gemini-powered coding agent scaling impact across fields\",\n \"url\": \"https://deepmind.google/blog/alphaevolve-impact/\",\n \"title_zh\": \"AlphaEvolve：以 Gemini 驱动的编码代理在各领域扩展影响\",\n \"created_display\": \"Created: May 07, 2026 / 08:02 PT\",\n \"image_url\": \"https://lh3.googleusercontent.com/UNlyTVoqkmAoTzbbF4QRoPXr-X-QBkXeVpcHxIjte0y5mn_f6ZYHVsynQswOhGLJx-7hnbwt1NcTOQDQoCbum3-l8wPPP5dC6kw0tGmBQAw60nEHog=w1200-h630-n-nu-rw\",\n \"summary_en\": \"AlphaEvolve uses a Gemini-powered coding agent to automate coding tasks and assist across domains beyond software development. The approach shows how AI agents can scale from code generation to research, data analysis, and product-building, potentially speeding up timelines.\",\n \"summary_zh\": \"AlphaEvolve 利用 Gemini 支撑的编码代理来自动化编码任务并扩展至非软件领域的应用。该方法展示了 AI 代理如何将代码生成能力扩展到研究、数据分析和产品开发，从而加速项目进程。\",\n \"hn\": {\n \"id\": 48050278,\n \"type\": \"story\",\n \"by\": \"berlianta\",\n \"score\": 284,\n \"descendants\": 122,\n \"time\": 1778166140,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48050278\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 1.44\n },\n {\n \"title_en\": \"Plasticity and language in the anaesthetized human hippocampus\",\n \"url\": \"https://www.bcm.edu/news/researchers-discover-advanced-language-processing-in-the-unconscious-human-brain\",\n \"title_zh\": \"麻醉下人类海马体的语言可塑性\",\n \"created_display\": \"Created: May 07, 2026 / 16:06 PT\",\n \"image_url\": \"https://www.bcm.edu/sites/default/files/2024-07/brain-ocd.jpg\",\n \"summary_en\": \"Researchers report that the hippocampus can show language-related plasticity even under anesthesia, suggesting unconscious processing survives certain cognitive tasks. The finding challenges assumptions about neural shutdown during sleep or sedation.\",\n \"summary_zh\": \"研究显示即使在麻醉状态下，海马体仍可出现与语言相关的可塑性，暗示潜意识层面的语言处理仍在进行。这一发现挑战了人们对睡眠或镇静时大脑功能“关闭”的常规认知。\",\n \"hn\": {\n \"id\": 48056268,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 97,\n \"descendants\": 38,\n \"time\": 1778195204,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056268\"\n },\n \"tags\": [\n \"Science\",\n \"Health\"\n ],\n \"hot_score\": 1.34\n },\n {\n \"title_en\": \"Brazil's Pix payment system faces pressure from Visa and Mastercard\",\n \"url\": \"https://www.elciudadano.com/en/brazils-pix-payment-system-faces-pressure-from-visa-and-mastercard/04/04/\",\n \"title_zh\": \"巴西 Pix 支付体系面临 Visa 与 Mastercard 的压力\",\n \"created_display\": \"Created: May 07, 2026 / 10:42 PT\",\n \"image_url\": \"https://www.elciudadano.com/wp-content/uploads/2019/09/el-ciudadano-img-1.png\",\n \"summary_en\": \"Brazil's Pix system is under pressure from card networks seeking interoperability or competition, raising questions about payment dynamics, fees, and regulatory responses in Latin America. The development could reshape how instant payments coexist with card rails and banks.\",\n \"summary_zh\": \"巴西的 Pix 即时支付体系正面临 Visa 与 Mastercard 的压力，涉及互操作性和竞争格局，可能影响费率、支付生态与监管走向。该动向将影响即时支付与信用卡通道、银行系统的共存方式。\",\n \"hn\": {\n \"id\": 48052371,\n \"type\": \"story\",\n \"by\": \"wslh\",\n \"score\": 171,\n \"descendants\": 138,\n \"time\": 1778175778,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052371\"\n },\n \"tags\": [\n \"Business\",\n \"Finance\",\n \"Politics\"\n ],\n \"hot_score\": 1.14\n },\n {\n \"title_en\": \"GNU IFUNC is the real culprit behind CVE-2024-3094\",\n \"url\": \"https://github.com/robertdfrench/ifuncd-up\",\n \"title_zh\": \"GNU IFUNC是CVE-2024-3094真正罪魁祸首\",\n \"created_display\": \"Created: May 07, 2026 / 17:03 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/824707729/6c1c05bd-59f2-4874-af77-31faee285f2a\",\n \"summary_en\": \"A technical analysis argues that GNU IFUNC is the true driver behind CVE-2024-3094, highlighting how dynamic symbol resolution can create attack surfaces in software. The piece serves as a cautionary note about low-level kernel and libc vulnerabilities.\",\n \"summary_zh\": \"技术分析声称GNU IFUNC才是CVE-2024-3094的真正根因，强调动态符号解析如何在软件中暴露攻击面。这一结论提醒开发者关注底层内核与C库的潜在漏洞。\",\n \"hn\": {\n \"id\": 48056749,\n \"type\": \"story\",\n \"by\": \"foltik\",\n \"score\": 70,\n \"descendants\": 32,\n \"time\": 1778198618,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056749\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 1.14\n },\n {\n \"title_en\": \"Hardening Firefox with Claude Mythos Preview\",\n \"url\": \"https://hacks.mozilla.org/2026/05/behind-the-scenes-hardening-firefox/\",\n \"title_zh\": \"用 Claude Mythos Preview 强化 Firefox 安全\",\n \"created_display\": \"Created: May 07, 2026 / 09:05 PT\",\n \"image_url\": \"https://hacks.mozilla.org/wp-content/uploads/2026/05/Cursor_Green_1920x1080-scaled.jpeg\",\n \"summary_en\": \"Firefox gains hardening features via Claude Mythos Preview, illustrating how AI-assisted tooling can tighten browser security and developer workflows. The post shares concrete steps and rationale.\",\n \"summary_zh\": \"Firefox 通过 Claude Mythos Preview 引入安全增强功能，展示了人工智能辅助工具在提升浏览器安全与开发流程方面的潜力。文中给出具体实现步骤与背后的原因。\",\n \"hn\": {\n \"id\": 48051079,\n \"type\": \"story\",\n \"by\": \"HieronymusBosch\",\n \"score\": 166,\n \"descendants\": 84,\n \"time\": 1778169933,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48051079\"\n },\n \"tags\": [\n \"Security\",\n \"AI\",\n \"Web\"\n ],\n \"hot_score\": 0.93\n },\n {\n \"title_en\": \"Programming Still Sucks\",\n \"url\": \"https://www.stvn.sh/writing/programming-still-sucks-fqffhyp\",\n \"title_zh\": \"编程仍然很糟糕\",\n \"created_display\": \"Created: May 06, 2026 / 12:06 PT\",\n \"image_url\": null,\n \"summary_en\": \"A provocative essay argues that programming remains challenging due to fragmentation, tool churn, and misaligned incentives, urging improvements in tooling, processes, and collaboration to ease developers' pain.\",\n \"summary_zh\": \"这篇挑衅性文章认为编程仍然困难，原因包括工具生态碎片化、工具更新换代频繁以及激励机制错配。作者提出通过改进工具链、流程与协作来缓解开发者痛苦的建议。\",\n \"hn\": {\n \"id\": 48040269,\n \"type\": \"story\",\n \"by\": \"jeromechoo\",\n \"score\": 596,\n \"descendants\": 300,\n \"time\": 1778094401,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48040269\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.82\n },\n {\n \"title_en\": \"Komai: a fine Matrix chat app you can get to love\",\n \"url\": \"https://etke.cc/blog/introducing-komai\",\n \"title_zh\": \"Komai：一个你会爱上的 Matrix 聊天应用\",\n \"created_display\": \"Created: May 07, 2026 / 17:10 PT\",\n \"image_url\": \"https://etke.cc/img/komai/main-view.webp\",\n \"summary_en\": \"Komai presents a polished Matrix-based chat experience that could win over users who value open standards and interoperability. The review highlights the app’s design polish, UX, and potential to broaden Matrix adoption.\",\n \"summary_zh\": \"Komai 提供了一个精致的基于 Matrix 的聊天体验，可能吸引重视开放标准与互操作性的用户。文章重点评价其设计与用户体验，以及对扩大 Matrix 使用的潜力。\",\n \"hn\": {\n \"id\": 48056804,\n \"type\": \"story\",\n \"by\": \"anotherevan\",\n \"score\": 49,\n \"descendants\": 21,\n \"time\": 1778199044,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056804\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 0.81\n },\n {\n \"title_en\": \"Gambling ads on social media reach more than twice as many men as women: study\",\n \"url\": \"https://www.cam.ac.uk/research/news/gambling-ads-on-social-media-reach-more-than-twice-as-many-men-as-women\",\n \"title_zh\": \"社交媒体赌博广告对男性覆盖量是女性的两倍以上：研究\",\n \"created_display\": \"Created: May 07, 2026 / 16:17 PT\",\n \"image_url\": \"https://www.cam.ac.uk/sites/default/files/news/news/gettyimages-1426353191-dp.jpg\",\n \"summary_en\": \"Study finds gambling ads on social platforms reach twice as many men as women, signaling gendered exposure and potential risk, particularly for vulnerable groups. The result has implications for platform advertising policies and public health considerations.\",\n \"summary_zh\": \"研究发现社交媒体上的博彩广告对男性的覆盖量明显高于女性，超过两倍，揭示性别化曝光与潜在风险，尤其对易受影响群体。该结果对平台广告政策与公共卫生具有重要影响。\",\n \"hn\": {\n \"id\": 48056359,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 57,\n \"descendants\": 45,\n \"time\": 1778195823,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056359\"\n },\n \"tags\": [\n \"Science\",\n \"Health\"\n ],\n \"hot_score\": 0.8\n },\n {\n \"title_en\": \"Why I'm giving up on Facebook (2017)\",\n \"url\": \"http://blog.afandian.com/2017/01/why-i-am-giving-up-on-facebook/\",\n \"title_zh\": \"我为什么在 2017 年放弃 Facebook\",\n \"created_display\": \"Created: May 07, 2026 / 23:46 PT\",\n \"image_url\": null,\n \"summary_en\": \"A 2017 personal reflection detailing reasons for leaving Facebook—privacy concerns, algorithmic timelines, and social impact. The piece offered early critique of social networks that still resonates in contemporary platform debates.\",\n \"summary_zh\": \"作者在 2017 年的个人反思，阐述离开 Facebook 的原因，包括隐私担忧、算法驱动的信息流与社交影响。这一早期批评在当今对平台的讨论中仍具共鸣。\",\n \"hn\": {\n \"id\": 48059516,\n \"type\": \"story\",\n \"by\": \"chistev\",\n \"score\": 7,\n \"descendants\": 1,\n \"time\": 1778222764,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48059516\"\n },\n \"hot_score\": 0.79,\n \"tags\": [\n \"Privacy\"\n ]\n },\n {\n \"title_en\": \"The Self-Cancelling Subscription\",\n \"url\": \"https://predr.ag/blog/the-self-cancelling-subscription/\",\n \"title_zh\": \"自我取消订阅\",\n \"created_display\": \"Created: May 07, 2026 / 07:15 PT\",\n \"image_url\": \"https://predr.ag/assets/2026-04-01-the-self-cancelling-subscription/self-cancelling-subscription.jpg\",\n \"summary_en\": \"A self-cancelling subscription model ends automatically after a defined period or condition, removing long-term commitment friction. The concept prompts rethinking retention strategies and value delivery for subscription products.\",\n \"summary_zh\": \"自我取消订阅模型在达到设定条件或时间后自动结束，消除了长期绑定的摩擦。该思路促使人们重新审视订阅产品的留存策略与价值交付。\",\n \"hn\": {\n \"id\": 48049764,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 167,\n \"descendants\": 70,\n \"time\": 1778163316,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48049764\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.78\n },\n {\n \"title_en\": \"Two Home Affairs officials suspended after AI 'hallucinations' found\",\n \"url\": \"https://www.citizen.co.za/news/home-affairs-officials-suspended-ai-hallucinations/\",\n \"title_zh\": \"两名内政部官员因 AI '幻觉' 被停职\",\n \"created_display\": \"Created: May 07, 2026 / 12:38 PT\",\n \"image_url\": \"https://media.citizen.co.za/wp-content/uploads/2026/05/AI.jpg\",\n \"summary_en\": \"An investigation found that an AI system produced hallucinations affecting decisions, leading to the suspension of two Home Affairs officials. The case underscores governance and reliability challenges when government workflows depend on AI tools.\",\n \"summary_zh\": \"调查发现某 AI 系统出现幻觉式输出，影响决策，因此两名内政部官员被停职。此案凸显政府工作流程对 AI 工具的治理与可靠性挑战。\",\n \"hn\": {\n \"id\": 48053842,\n \"type\": \"story\",\n \"by\": \"jruohonen\",\n \"score\": 82,\n \"descendants\": 19,\n \"time\": 1778182716,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053842\"\n },\n \"tags\": [\n \"AI\",\n \"Politics\"\n ],\n \"hot_score\": 0.68\n },\n {\n \"title_en\": \"Principles for agent-native CLIs\",\n \"url\": \"https://twitter.com/trevin/status/2051316002730991795\",\n \"title_zh\": \"面向代理的原生 CLI 原则\",\n \"created_display\": \"Created: May 07, 2026 / 10:40 PT\",\n \"image_url\": \"https://pbs.twimg.com/media/HHN5QmAaYAA-lJO.jpg:large\",\n \"summary_en\": \"Designing CLIs that work with AI agents requires clear guidance on reliability, observability, and security. The principles outline how to keep interactions predictable, support reproducible results, and avoid leaking prompts or secret data. These guidelines help engineers build safer, more maintainable AI-powered tooling.\",\n \"summary_zh\": \"为 AI 代理设计原生 CLI 需要强调可靠性、可观测性与安全性。原则强调保持交互可预测、结果可复现，并防止提示或敏感数据泄露，帮助工程师构建更安全、易维护的 AI 工具。\",\n \"hn\": {\n \"id\": 48052333,\n \"type\": \"story\",\n \"by\": \"blumpy22\",\n \"score\": 93,\n \"descendants\": 46,\n \"time\": 1778175605,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48052333\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\",\n \"Security\"\n ],\n \"hot_score\": 0.61\n },\n {\n \"title_en\": \"Digging into Drama at the Document Foundation\",\n \"url\": \"https://lwn.net/Articles/1066418/\",\n \"title_zh\": \"深入 Document Foundation 的风波\",\n \"created_display\": \"Created: May 07, 2026 / 20:51 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"An exploration of governance friction and internal drama at the Document Foundation, the umbrella organization behind LibreOffice. The piece analyzes how organizational tensions affect development priorities, contributor morale, and the project’s long-term health.\",\n \"summary_zh\": \"对 LibreOffice 背后机构 Document Foundation 的治理摩擦与内部风波进行了深入分析，探讨组织紧张关系如何影响开发优先级、贡献者士气及项目的长期健康。\",\n \"hn\": {\n \"id\": 48058337,\n \"type\": \"story\",\n \"by\": \"signa11\",\n \"score\": 16,\n \"descendants\": 1,\n \"time\": 1778212319,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058337\"\n },\n \"hot_score\": 0.6,\n \"tags\": [\n \"Open Source\",\n \"Culture\",\n \"Health\"\n ]\n },\n {\n \"title_en\": \"GPT-5.5 Price Increase: What It Costs\",\n \"url\": \"https://openrouter.ai/announcements/gpt55-cost-analysis\",\n \"title_zh\": \"GPT-5.5 价格上涨：成本是多少\",\n \"created_display\": \"Created: May 07, 2026 / 18:02 PT\",\n \"image_url\": \"https://openrouter.ai/dynamic-og?title=GPT-5.5+Price+Increase%3A+What+It+Actually+Costs&description=OpenAI+doubled+per-token+prices+with+GPT-5.5+but+the+model+is+less+verbose.+We+measured+real+usage+to+see+the+net+cost+impact.\",\n \"summary_en\": \"A breakdown of the price increase for GPT-5.5, detailing how costs scale with usage, hardware, and service tiers. The analysis helps teams model budget impact for API workloads and plan capacity as new models come online.\",\n \"summary_zh\": \"对 GPT-5.5 的定价上涨进行分解，阐述使用量、硬件与服务层级如何影响成本。此分析帮助团队评估 API 工作负载的预算影响，并为新模型上线时的容量规划提供参考。\",\n \"hn\": {\n \"id\": 48057209,\n \"type\": \"story\",\n \"by\": \"gmays\",\n \"score\": 27,\n \"descendants\": 1,\n \"time\": 1778202148,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057209\"\n },\n \"hot_score\": 0.52,\n \"tags\": [\n \"Business\",\n \"Finance\",\n \"AI\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Creating for a niche\",\n \"url\": \"https://www.davesnider.com/posts/working-in-a-niche\",\n \"title_zh\": \"为小众市场而创作\",\n \"created_display\": \"Created: May 07, 2026 / 12:32 PT\",\n \"image_url\": \"https://files.davesnider.com/2026MAY/p4K8ox2SKaY6UtNw.png\",\n \"summary_en\": \"The piece argues about building for a niche audience, weighing depth and differentiation against broader reach. It offers strategies for sustainable impact, such as specializing, community-building, and incremental product improvements.\",\n \"summary_zh\": \"文章讨论面向小众受众进行创作的取舍，强调在深耕与差异化之间取得平衡。给出可执行的思路，如专业化、社区建设和渐进式迭代等。\",\n \"hn\": {\n \"id\": 48053770,\n \"type\": \"story\",\n \"by\": \"snide\",\n \"score\": 61,\n \"descendants\": 7,\n \"time\": 1778182353,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48053770\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.5\n },\n {\n \"title_en\": \"RSS feeds send me more traffic than Google\",\n \"url\": \"https://shkspr.mobi/blog/2026/05/rss-feeds-send-me-more-traffic-than-google/\",\n \"title_zh\": \"RSS 订阅源带来比 Google 更多流量\",\n \"created_display\": \"Created: May 06, 2026 / 17:40 PT\",\n \"image_url\": \"https://shkspr.mobi/blog/wp-content/uploads/2026/05/page-views.webp\",\n \"summary_en\": \"A blogger reports that RSS feeds drive more visits to their site than Google search, highlighting the enduring value of feed readers and subscription-based readership. The post argues feeds offer stable, engaged readership that resists over-reliance on search algorithms.\",\n \"summary_zh\": \"作者表示 RSS 订阅源带来比 Google 还多的流量，凸显订阅制与订阅型读者的价值。该观点强调 RSS 能提供稳定、参与度高的受众，抵御对搜索算法的过度依赖。\",\n \"hn\": {\n \"id\": 48043964,\n \"type\": \"story\",\n \"by\": \"SpyCoder77\",\n \"score\": 263,\n \"descendants\": 70,\n \"time\": 1778114406,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48043964\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 0.48\n },\n {\n \"title_en\": \"Show HN: TRUST – Coding Rust like it's 1989\",\n \"url\": \"https://github.com/wojtczyk/trust\",\n \"title_zh\": \"Show HN：我用 Rust 编程像 1989 年一样\",\n \"created_display\": \"Created: May 06, 2026 / 22:58 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/0cf54f5f3f8448975d7e11008f457b88577e490bac8fd095bc7c824a216162c8/wojtczyk/trust\",\n \"summary_en\": \"Show HN: Trust reimagines Rust coding with a retro,1989-inspired approach, highlighting how constraint-driven tooling can inform modern systems programming ergonomics.\",\n \"summary_zh\": \"Show HN：Trust 将 Rust 编程与 1989 年的编程风格相结合，强调受限工具链如何影响现代系统编程的体验与设计。\",\n \"hn\": {\n \"id\": 48045939,\n \"type\": \"story\",\n \"by\": \"wojtczyk\",\n \"score\": 135,\n \"descendants\": 77,\n \"time\": 1778133532,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48045939\"\n },\n \"tags\": [\n \"Show HN\",\n \"Programming\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"ZAYA1-8B matches DeepSeek-R1 on math with less than 1B active parameters\",\n \"url\": \"https://firethering.com/zaya1-8b-open-source-math-coding-model/\",\n \"title_zh\": \"ZAYA1-8B 以不到 1B 激活参数的规模，在数学推理任务中达到与 DeepSeek-R1 相当的水平\",\n \"created_display\": \"Created: May 07, 2026 / 01:56 PT\",\n \"image_url\": \"https://firethering.com/wp-content/uploads/2026/05/zaya1-8B-Ai-model.jpg\",\n \"summary_en\": \"Open-source LLM ZAYA1-8B achieves math performance on par with DeepSeek-R1 with under 1B active parameters. The result highlights progress toward compact, on-device capable models and the potential for accessible high-quality math reasoning in smaller footprints.\",\n \"summary_zh\": \"ZAYA1-8B 以不到 1B 激活参数的规模，在数学推理任务中达到与 DeepSeek-R1 相当的水平。此进展推动了在边缘设备上运行高效、可访问的高质量推理的可能性。\",\n \"hn\": {\n \"id\": 48047082,\n \"type\": \"story\",\n \"by\": \"steveharing1\",\n \"score\": 102,\n \"descendants\": 54,\n \"time\": 1778144211,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48047082\"\n },\n \"tags\": [\n \"AI\",\n \"Open Source\"\n ],\n \"hot_score\": 0.31\n },\n {\n \"title_en\": \"Let Me Convince You to Be Prolific\",\n \"url\": \"https://3quarksdaily.com/3quarksdaily/2026/05/let-me-convince-you-to-be-prolific.html\",\n \"title_zh\": \"让我说服你变得高产\",\n \"created_display\": \"Created: May 07, 2026 / 15:50 PT\",\n \"image_url\": \"https://3quarksdaily.com/wp-content/uploads/2026/05/ChatGPT-Image-May-5-2026-03_36_01-AM.png\",\n \"summary_en\": \"The essay argues for a culture of prolific writing and creation, highlighting benefits like building a portfolio, reinforcing ideas, and gaining momentum in one’s career. It also addresses tradeoffs with quality and sustainability.\",\n \"summary_zh\": \"本文主张培养高产创作的文化，强调积累作品、巩固观点以及职业发展的势头等好处，同时探讨产量与质量、可持续性之间的权衡。\",\n \"hn\": {\n \"id\": 48056128,\n \"type\": \"story\",\n \"by\": \"herbertl\",\n \"score\": 24,\n \"descendants\": 2,\n \"time\": 1778194252,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056128\"\n },\n \"hot_score\": 0.31,\n \"tags\": [\n \"Career\",\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"The IT Productivity Paradox\",\n \"url\": \"https://cs.stanford.edu/people/eroberts/cs181/projects/productivity-paradox/index.html\",\n \"title_zh\": \"IT 生产力悖论\",\n \"created_display\": \"Created: May 07, 2026 / 17:02 PT\",\n \"image_url\": \"https://cs.stanford.edu/people/eroberts/cs181/projects/productivity-paradox/ITMattersLogo.png\",\n \"summary_en\": \"This exploration delves into the IT productivity paradox—the disconnect between IT spending and measured productivity gains. It covers measurement challenges, evolving IT value, and how to better quantify impact.\",\n \"summary_zh\": \"本文探讨 IT 生产力悖论，即 IT 投入与生产力提升之间的错配，分析衡量挑战、IT 价值的演变以及如何更准确地量化影响。\",\n \"hn\": {\n \"id\": 48056740,\n \"type\": \"story\",\n \"by\": \"simonpure\",\n \"score\": 15,\n \"descendants\": 0,\n \"time\": 1778198577,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48056740\"\n },\n \"hot_score\": 0.23,\n \"tags\": [\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Claude Code CVE-2026-39861:sandbox escape via symlink\",\n \"url\": \"https://github.com/advisories/GHSA-vp62-r36r-9xqp\",\n \"title_zh\": \"Claude Code CVE-2026-39861：通过符号链接实现的沙箱逃逸\",\n \"created_display\": \"Created: May 07, 2026 / 19:39 PT\",\n \"image_url\": \"https://github.githubassets.com/assets/advisory-database-show-f32c8207dfb2.png\",\n \"summary_en\": \"A vulnerability in Claude Code allows sandbox escape via a symlink, exposing potential bypass of sandboxed execution. The advisory lists affected versions and mitigations; users should patch or disable affected features until fixed.\",\n \"summary_zh\": \"Claude Code 存在通过符号链接实现沙箱逃逸的漏洞（CVE-2026-39861），可能使受限执行环境被突破。公告列出受影响版本及缓解措施，建议尽快打补丁或在修复前禁用相关功能。\",\n \"hn\": {\n \"id\": 48057842,\n \"type\": \"story\",\n \"by\": \"Armor1AI\",\n \"score\": 9,\n \"descendants\": 2,\n \"time\": 1778207995,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48057842\"\n },\n \"hot_score\": 0.23,\n \"tags\": [\n \"Security\",\n \"Programming\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"HantaWatch Real time hantavirus outbreak tracker\",\n \"url\": \"https://hantawatch.net/\",\n \"title_zh\": \"HantaWatch 实时汉坦病毒疫情追踪器\",\n \"created_display\": \"Created: May 07, 2026 / 22:24 PT\",\n \"image_url\": null,\n \"summary_en\": \"HantaWatch provides a real-time hantavirus outbreak tracker, aggregating case data and visualizing spread patterns. The tool supports researchers and public health officials with timely insights into outbreak dynamics and regional risk.\",\n \"summary_zh\": \"HantaWatch 提供实时汉坦病毒疫情追踪，聚合病例数据并可视化传播态势，为研究者和公共卫生官员提供关于疫情动态与区域风险的及时洞察。\",\n \"hn\": {\n \"id\": 48058917,\n \"type\": \"story\",\n \"by\": \"Accher\",\n \"score\": 4,\n \"descendants\": 0,\n \"time\": 1778217864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058917\"\n },\n \"hot_score\": 0.21,\n \"tags\": [\n \"Health\",\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Evaluating Geekbench 6\",\n \"url\": \"https://chipsandcheese.com/p/evaluating-geekbench-6\",\n \"title_zh\": \"Geekbench 6 的评测\",\n \"created_display\": \"Created: May 07, 2026 / 20:10 PT\",\n \"image_url\": \"https://substackcdn.com/image/fetch/$s_!c1hg!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1c7d8bd8-87bc-4223-9c8e-87bbc6d09eee_595x389.png\",\n \"summary_en\": \"A critical look at Geekbench 6, assessing its methodology, benchmarks, and how well it reflects real-world performance.\",\n \"summary_zh\": \"对 Geekbench 6 的方法学、基准以及与实际性能的相关性进行评估，讨论偏差、测量方差以及如何解读分数以进行设备对比。\",\n \"hn\": {\n \"id\": 48058053,\n \"type\": \"story\",\n \"by\": \"wmf\",\n \"score\": 7,\n \"descendants\": 0,\n \"time\": 1778209802,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48058053\"\n },\n \"hot_score\": 0.2,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Singapore introduces caning for boys who bully others at school\",\n \"url\": \"https://www.theguardian.com/world/2026/may/06/singapore-caning-school-bullies\",\n \"title_zh\": \"新加坡对校园霸凌的男生实施鞭笞处罚\",\n \"created_display\": \"Created: May 05, 2026 / 23:29 PT\",\n \"image_url\": \"https://i.guim.co.uk/img/media/86ec731f883bf7323f947a4361cd8e6a97e55906/501_0_5000_4000/master/5000.jpg?width=1200&height=630&quality=85&auto=format&fit=crop&precrop=40:21,offset-x50,offset-y0&overlay-align=bottom%2Cleft&overlay-width=100p&overlay-base64=L2ltZy9zdGF0aWMvb3ZlcmxheXMvdGctZGVmYXVsdC5wbmc&enable=upscale&s=79aaafa1086b2db25f6bef3718c1989a\",\n \"summary_en\": \"Singapore approves corporal punishment for school bullies, sparking debate over effectiveness, ethics, and student welfare. The policy signals a hard line on bullying but raises concerns about proportionality and long-term impacts.\",\n \"summary_zh\": \"新加坡宣布对校园霸凌者实施鞭笞等体罚措施，引发关于效果、伦理与学生福祉的讨论。此举硬性打击校园欺凌，但也引发对处罚比例与长期影响的担忧。\",\n \"hn\": {\n \"id\": 48032968,\n \"type\": \"story\",\n \"by\": \"rustoo\",\n \"score\": 157,\n \"descendants\": 182,\n \"time\": 1778048993,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032968\"\n },\n \"tags\": [\n \"Politics\",\n \"Education\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"Pinocchio is weirder than you remembered\",\n \"url\": \"https://storica.club/blog/pinocchio-in-italian/\",\n \"title_zh\": \"木偶奇遇记比你记得的更怪\",\n \"created_display\": \"Created: May 06, 2026 / 05:27 PT\",\n \"image_url\": \"https://storica.club/assets/og-image.png\",\n \"summary_en\": \"Pinocchio's tale reveals more linguistic quirks and cultural nuances in Italian storytelling than commonly assumed.\",\n \"summary_zh\": \"本文从语言与文化的视角，揭示意大利叙事中《木偶奇遇记》所具有的独特怪诞与细微差异，关注语言、翻译与民间传说如何塑造这一经典角色。\",\n \"hn\": {\n \"id\": 48035420,\n \"type\": \"story\",\n \"by\": \"cemsakarya\",\n \"score\": 121,\n \"descendants\": 45,\n \"time\": 1778070427,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48035420\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.12\n },\n {\n \"title_en\": \"RaTeX: KaTeX-compatible LaTeX rendering engine in pure Rust\",\n \"url\": \"https://ratex.lites.dev/\",\n \"title_zh\": \"RaTeX：用纯 Rust 编写、兼容 KaTeX 的 LaTeX 渲染引擎\",\n \"created_display\": \"Created: May 04, 2026 / 09:19 PT\",\n \"image_url\": \"https://erweixin.github.io/RaTeX/screen.png\",\n \"summary_en\": \"RaTeX is a LaTeX rendering engine written in Rust that aims to be KaTeX-compatible and fast, safe, and embeddable in web apps. It offers Rust developers a high-performance math rendering option without relying on C++ bindings.\",\n \"summary_zh\": \"RaTeX 是用 Rust 编写的 LaTeX 渲染引擎，目标是兼容 KaTeX API、提供高性能和安全性，便于嵌入到 Web 应用中，为 Rust 开发者提供纯粹的数学渲染方案。\",\n \"hn\": {\n \"id\": 48010729,\n \"type\": \"story\",\n \"by\": \"atilimcetin\",\n \"score\": 170,\n \"descendants\": 92,\n \"time\": 1777911571,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48010729\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"PySimpleGUI 6\",\n \"url\": \"https://github.com/PySimpleGUI/PySimpleGUI\",\n \"title_zh\": \"PySimpleGUI 6 版本发布\",\n \"created_display\": \"Created: May 05, 2026 / 11:18 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/140614233/b1327c00-8320-11eb-8e4d-25dff36db261\",\n \"summary_en\": \"PySimpleGUI 6 brings further simplifications to building cross-platform GUIs with minimal code. The update focuses on a stable API, easier layout handling, and broader widget options, lowering the barrier for developers to ship quick desktop tools.\",\n \"summary_zh\": \"PySimpleGUI 6 在跨平台 GUI 的开发上继续简化，强调稳定 API、简化布局处理与扩展的小部件选项，降低开发者快速交付桌面工具的门槛。\",\n \"hn\": {\n \"id\": 48026412,\n \"type\": \"story\",\n \"by\": \"geophph\",\n \"score\": 96,\n \"descendants\": 51,\n \"time\": 1778005122,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48026412\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Rumors of my death are slightly exaggerated\",\n \"url\": \"https://news.ycombinator.com/item?id=48037336\",\n \"title_zh\": \"关于我的死亡传闻被略微夸大\",\n \"created_display\": \"Created: May 06, 2026 / 08:24 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"Despite industry chatter about its demise, the subject remains active and evolving. Recent developments hint at continued momentum rather than an end.\",\n \"summary_zh\": \"尽管行业里有死讯传闻，该对象仍在活跃并在演进，最近的进展显示其持续增长的势头而非终结。\",\n \"hn\": {\n \"id\": 48037336,\n \"type\": \"story\",\n \"by\": \"CliffStoll\",\n \"score\": 43,\n \"descendants\": 7,\n \"time\": 1778081091,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48037336\"\n },\n \"hot_score\": 0.05,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Los Alamos and the long path to detecting neutrinos\",\n \"url\": \"https://www.lanl.gov/media/publications/1663/from-ghost-particle-to-cosmic-messenger\",\n \"title_zh\": \"洛斯阿拉莫斯与探测中微子之漫长征程\",\n \"created_display\": \"Created: May 06, 2026 / 07:21 PT\",\n \"image_url\": null,\n \"summary_en\": \"The piece chronicles Los Alamos’ long journey in neutrino detection, illustrating how detecting these elusive particles required decades of ingenuity and large-scale experiments. Neutrinos offer deep insights into astrophysics and fundamental physics, underpinning many modern discoveries.\",\n \"summary_zh\": \"本文回顾洛斯阿拉莫斯在中微子探测方面漫长的探索，展示了通过数十年的创新和大规模实验来捕捉这类微粒的挑战。中微子为天体物理与基础物理提供深刻见解，是现代诸多发现的基础。\",\n \"hn\": {\n \"id\": 48036622,\n \"type\": \"story\",\n \"by\": \"LAsteNERD\",\n \"score\": 28,\n \"descendants\": 3,\n \"time\": 1778077267,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036622\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Tools in the Grass: Raising the next generation of crafts person\",\n \"url\": \"https://www.popularwoodworking.com/editors-blog/tools-in-the-grass/\",\n \"title_zh\": \"在草地上的工具：培养下一代工匠\",\n \"created_display\": \"Created: May 05, 2026 / 12:24 PT\",\n \"image_url\": \"https://media.popularwoodworking.com/app/uploads/2026/03/18104335/ae8459ce-c536-4cdb-9be0-2147c861dc79_2016x1512.jpg\",\n \"summary_en\": \"Tools in the Grass explores nurturing the next generation of craftsmen, emphasizing practical tool use, mentorship, and hands-on woodworking education. It argues that traditional crafts sustain innovation and job skills.\",\n \"summary_zh\": \"《在草地上的工具》聚焦培养下一代工匠，强调动手工具运用、导师制与实作木工教育的重要性。文章主张传统手艺能促进创新与职业技能的培养。\",\n \"hn\": {\n \"id\": 48027275,\n \"type\": \"story\",\n \"by\": \"NaOH\",\n \"score\": 42,\n \"descendants\": 3,\n \"time\": 1778009099,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48027275\"\n },\n \"tags\": [\n \"Education\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Inventing Cyrillic\",\n \"url\": \"https://www.historytoday.com/archive/history-matters/inventing-cyrillic\",\n \"title_zh\": \"西里尔字母的诞生\",\n \"created_display\": \"Created: May 05, 2026 / 22:02 PT\",\n \"image_url\": null,\n \"summary_en\": \"The article traces the origins of the Cyrillic script in the medieval Slavic world, highlighting its Bulgarian roots and Greek influences that enabled widespread literacy in Eastern Europe. It explains how Cyrillic shaped liturgy, culture, and modern languages across the region.\",\n \"summary_zh\": \"本文追溯西里尔字母在中世纪斯拉夫世界的起源，强调其在保加利亚的根源以及希腊影响，推动了东欧的广泛读写能力。西里尔字母的形成深刻影响了祈祷仪式、文化及现代区域语言。\",\n \"hn\": {\n \"id\": 48032393,\n \"type\": \"story\",\n \"by\": \"lermontov\",\n \"score\": 24,\n \"descendants\": 8,\n \"time\": 1778043762,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48032393\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"How to make SSE token streams resumable, cancellable, and multi-device\",\n \"url\": \"https://zknill.io/posts/everyone-said-sse-token-streaming-was-easy/\",\n \"title_zh\": \"如何让 SSE 令牌流具备可恢复、可取消和多设备支持\",\n \"created_display\": \"Created: May 06, 2026 / 07:31 PT\",\n \"image_url\": \"https://zknill.io/img/header.png\",\n \"summary_en\": \"This piece outlines practical patterns to make Server-Sent Events streams resumable, cancellable, and usable across multiple devices. It covers state management, signaling, and synchronization strategies that enable robust real-time streaming in web apps.\",\n \"summary_zh\": \"本文概述了使 Server-Sent Events 流具备可恢复、可取消以及跨多设备使用的实用模式，涵盖状态管理、信号传输与同步策略，帮助 Web 应用实现更强的实时流能力。\",\n \"hn\": {\n \"id\": 48036746,\n \"type\": \"story\",\n \"by\": \"zknill\",\n \"score\": 20,\n \"descendants\": 2,\n \"time\": 1778077902,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48036746\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Programming\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"A polynomial autoencoder beats PCA on transformer embeddings\",\n \"url\": \"https://ivanpleshkov.dev/blog/polynomial-autoencoder/\",\n \"title_zh\": \"多项式自编码器在 Transformer 嵌入上超越 PCA\",\n \"created_display\": \"Created: May 05, 2026 / 04:31 PT\",\n \"image_url\": \"https://ivanpleshkov.dev/og/blog/en/polynomial-autoencoder.png\",\n \"summary_en\": \"A polynomial autoencoder—leveraging nonlinear polynomial interactions—outperforms PCA at compressing transformer embeddings, capturing more structure in a smaller latent space. This points to more efficient representations for large models, with potential savings in storage and downstream compute.\",\n \"summary_zh\": \"一种利用非线性多项式交互的多项式自编码器，在压缩 Transformer 嵌入时优于 PCA，能够在更小的潜在空间中保留更多结构信息。这为大型模型提供了更高效的表示，可能降低存储与下游计算成本。\",\n \"hn\": {\n \"id\": 48021023,\n \"type\": \"story\",\n \"by\": \"timvisee\",\n \"score\": 18,\n \"descendants\": 4,\n \"time\": 1777980672,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48021023\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"AI\",\n \"Data\"\n ]\n }\n ]\n}"}}, "hackernews/2026/08/01/top_stories_08012026.json": {"ec5b2372893f9aac10bc95fa6fc0e5679fe7a86a": {"t": 1785747320.9740367, "n": 104852, "h": "8ad5b2315560255e", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 100,\n \"reused_same_day\": 19,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 30,\n \"scrape_time_display\": \"22:21, August 01, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/08/01\",\n \"content_date\": \"2026-08-01\",\n \"run_time_local\": \"22:21, August 01, 2026 (PDT)\",\n \"run_time_utc\": \"2026-08-02 05:21:08 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-08-02 05:22:57 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Plug-in solar is coming. Plug-in batteries should follow\",\n \"url\": \"https://www.regen.co.uk/insights/plug-in-solar-is-coming-plug-in-batteries-should-follow\",\n \"title_zh\": \"插电式太阳能来袭，插电式电池也应跟上\",\n \"created_display\": \"Created: Aug 01, 2026 / 19:57 PT\",\n \"image_url\": \"https://cdn.prod.website-files.com/6798bfee7da7f37163ec22fb/6a0432ecfdc401c3a9b32c71_Plug-in%20batteries%20(1).jpg\",\n \"summary_en\": \"Calls for plug-in solar adoption to accompany scalable plug-in batteries, highlighting market trends and policy levers. Argues interoperability matters for home and small-grid resilience and faster clean-energy rollout.\",\n \"summary_zh\": \"主张推动插电式太阳能的普及，并配套可扩展的 plug-in 电池，强调互操作性对普及率、家庭与微电网弹性的重要性。讨论市场趋势与政策驱动。\",\n \"hn\": {\n \"id\": 49140633,\n \"type\": \"story\",\n \"by\": \"thelastgallon\",\n \"score\": 71,\n \"descendants\": 62,\n \"time\": 1785639471,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140633\"\n },\n \"hot_score\": 4.83,\n \"tags\": [\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"Go 1.27 Interactive Tour\",\n \"url\": \"https://victoriametrics.com/blog/go-1-27/index.html\",\n \"title_zh\": \"Go 1.27 互动导览\",\n \"created_display\": \"Created: Aug 01, 2026 / 18:35 PT\",\n \"image_url\": \"https://victoriametrics.com/blog/go-1-27/preview.webp\",\n \"summary_en\": \"Go 1.27 introduces an interactive, in-browser tour that guides new users through core language concepts with runnable examples. It reduces onboarding friction and helps developers practice idioms in context, potentially boosting adoption.\",\n \"summary_zh\": \"Go 1.27 引入在浏览器中的互动导览，通过可运行的示例带新手学习语言要点。降低入门门槛，帮助开发者更快练习语法和模式，提升上手速度。\",\n \"hn\": {\n \"id\": 49140218,\n \"type\": \"story\",\n \"by\": \"Hixon10\",\n \"score\": 109,\n \"descendants\": 30,\n \"time\": 1785634551,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140218\"\n },\n \"hot_score\": 4.58,\n \"tags\": [\n \"Programming\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"AI financial advice is surprisingly good, especially if you ask right questions\",\n \"url\": \"https://mitsloan.mit.edu/ideas-made-to-matter/ai-financial-advice-surprisingly-good-especially-if-you-ask-right-questions\",\n \"title_zh\": \"AI 金融建议相当靠谱，尤其当你问对问题\",\n \"created_display\": \"Created: Aug 01, 2026 / 15:25 PT\",\n \"image_url\": \"https://mitsloan.mit.edu/sites/default/files/styles/og_image/public/2026-07/ai-finance.png.webp?h=7691f918&itok=Zfv-5Ys6\",\n \"summary_en\": \"AI-based financial advice can be surprisingly effective when questions are well-posed and data sources are solid. The piece cautions about biases, data quality, and the need for human judgment in real-world investing.\",\n \"summary_zh\": \"AI 驱动的金融建议在问题设计得当且数据质量高时出乎意料地靠谱；但仍需警惕偏见、数据与风险管理，以及在人类判断中的作用。\",\n \"hn\": {\n \"id\": 49139102,\n \"type\": \"story\",\n \"by\": \"foxtrot8672\",\n \"score\": 236,\n \"descendants\": 207,\n \"time\": 1785623112,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49139102\"\n },\n \"hot_score\": 4.54,\n \"tags\": [\n \"AI\",\n \"Finance\"\n ]\n },\n {\n \"title_en\": \"How Google helped destroy adoption of RSS feeds (2023)\",\n \"url\": \"https://openrss.org/blog/how-google-helped-destroy-adoption-of-rss-feeds\",\n \"title_zh\": \"谷歌如何助推RSS订阅的衰落（2023）\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:07 PT\",\n \"image_url\": \"https://openrss.orghttps://openrss.org/media/google-links-break.jpg\",\n \"summary_en\": \"Google’s product and policy choices helped marginalize RSS, accelerating its decline in adoption. Centralized platforms controlled feed discovery and access, leaving RSS ecosystems with limited visibility; for builders, the takeaway is to rely on open standards and independent readers rather than platform-dictated discovery.\",\n \"summary_zh\": \"本文回顾谷歌的一系列产品与策略如何弱化RSS的普及，推动其走向边缘。平台对内容发现的垄断让RSS缺乏可见度，开发者应坚持开放标准与独立阅读器，以避免被平台支配的发现机制所束缚。\",\n \"hn\": {\n \"id\": 49136821,\n \"type\": \"story\",\n \"by\": \"pudgywalsh\",\n \"score\": 469,\n \"descendants\": 160,\n \"time\": 1785607627,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136821\"\n },\n \"tags\": [\n \"Open Source\",\n \"Web\"\n ],\n \"hot_score\": 4.46\n },\n {\n \"title_en\": \"Diátaxis\",\n \"url\": \"https://diataxis.fr/\",\n \"title_zh\": \"Diátaxis 框架\",\n \"created_display\": \"Created: Aug 01, 2026 / 13:33 PT\",\n \"image_url\": \"https://diataxis.fr/_static/diataxis-white-416.png\",\n \"summary_en\": \"Diátaxis provides four content types to cover different reader needs: tutorials, how-tos, references, and explanations. By aligning information to these categories, teams can craft documentation that supports both learning and practical use, improving overall clarity.\",\n \"summary_zh\": \"Diátaxis 将文档分成教程、使用方法、参考手册和讲解四类，以满足不同读者的需求。按这四种用途组织内容，有助于新手学习、老手快速查阅，并提升整份文档的一致性。\",\n \"hn\": {\n \"id\": 49138188,\n \"type\": \"story\",\n \"by\": \"ryanseys\",\n \"score\": 257,\n \"descendants\": 36,\n \"time\": 1785616407,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138188\"\n },\n \"tags\": [\n \"Education\"\n ],\n \"hot_score\": 3.52\n },\n {\n \"title_en\": \"Seedance 2.5\",\n \"url\": \"https://seed.bytedance.com/en/blog/one-take-creation-flexible-referencing-introducing-seedance-2-5\",\n \"title_zh\": \"Seedance 2.5\",\n \"created_display\": \"Created: Aug 01, 2026 / 13:45 PT\",\n \"image_url\": \"https://lf-flow-web-cdn.doubao.com/obj/flow-doubao/deploy/flow/ai_official_website/88329/static/image/new_qr_code.949b4782.png\",\n \"summary_en\": \"Seedance 2.5 updates a content creation workflow with flexible referencing and one-take creation. It enables creators to fluidly link assets and references, reducing friction in long-form production.\",\n \"summary_zh\": \"Seedance 2.5 为内容创作工作流带来灵活的引用和一镜到底式的创作能力，使创作者能够更自然地在作品中嵌入可重用的素材与引用，降低制作摩擦。\",\n \"hn\": {\n \"id\": 49138302,\n \"type\": \"story\",\n \"by\": \"njaremko\",\n \"score\": 244,\n \"descendants\": 119,\n \"time\": 1785617112,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138302\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 3.45\n },\n {\n \"title_en\": \"Show HN: I'm a 15 Year Old Wannabe Engineer, This Is a Cycloidal Gearbox I Built\",\n \"url\": \"https://github.com/tom-ilan/cycloidal_gearbox\",\n \"title_zh\": \"Show HN：我是个15岁的准工程师，这就是我做的摆线齿轮箱\",\n \"created_display\": \"Created: Aug 01, 2026 / 19:07 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/github-production-repository-image-32fea6/1273630842/ba5b1ec0-8a28-46a3-8cf1-5c6983b3c336?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAVCODYLSA53PQK4ZA%2F20260802%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260802T052211Z&X-Amz-Expires=300&X-Amz-Signature=94b4c478cf6f79db05c37728eee0be2a92922abb166e9b6e4783c2d1ca25a919&X-Amz-SignedHeaders=host&jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoiaHR0cHM6Ly9yZXBvc2l0b3J5LWltYWdlcy5naXRodWJ1c2VyY29udGVudC5jb20vIiwia2V5Ijoia2V5MSIsImV4cCI6MTc4NTY0ODQzMSwibmJmIjoxNzg1NjQ4MTMxLCJwYXRoIjoicmVwb3NpdG9yeS1pbWFnZXMuZ2l0aHVidXNlcmNvbnRlbnQuY29tIn0.eX0OG7Zzh--9H-rxY2M3SgRELEk4oI1l7sW_WbZjot8\",\n \"summary_en\": \"A 15-year-old builds and documents a cycloidal gear gearbox, sharing design choices, fabrication steps, and lessons learned. It demonstrates how ambitious hobbyist projects can accelerate learning and showcase practical engineering skills.\",\n \"summary_zh\": \"一位15岁的准工程师分享自己设计并制造的摆线齿轮箱，记录了设计、加工与经验教训。展示了热情型的硬件项目如何促进学习并磨炼实际动手能力。\",\n \"hn\": {\n \"id\": 49140396,\n \"type\": \"story\",\n \"by\": \"tomilan\",\n \"score\": 67,\n \"descendants\": 16,\n \"time\": 1785636429,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140396\"\n },\n \"hot_score\": 3.32,\n \"tags\": [\n \"Show HN\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Linux desktop market share has hit over 10% in North America\",\n \"url\": \"https://old.reddit.com/r/linux/comments/1vcpk8i/linux_desktop_market_share_has_hit_over_10_in/\",\n \"title_zh\": \"北美 Linux 桌面市场份额突破 10%\",\n \"created_display\": \"Created: Aug 01, 2026 / 20:10 PT\",\n \"image_url\": null,\n \"summary_en\": \"Linux desktop share in North America surpasses 10%, indicating growing adoption among developers and researchers. The trend has implications for app compatibility, gaming, and enterprise Linux adoption.\",\n \"summary_zh\": \"北美地区桌面 Linux 市场份额超过 10%，反映开发者与研究者对开源工作流的持续需求。对应用兼容性、游戏生态和企业用户的影响值得关注。\",\n \"hn\": {\n \"id\": 49140696,\n \"type\": \"story\",\n \"by\": \"dviola\",\n \"score\": 42,\n \"descendants\": 15,\n \"time\": 1785640200,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140696\"\n },\n \"hot_score\": 3.08,\n \"tags\": [\n \"Open Source\",\n \"Gaming\"\n ]\n },\n {\n \"title_en\": \"Anime User Interfaces\",\n \"url\": \"https://animeuserinterface.tumblr.com\",\n \"title_zh\": \"动漫风格的用户界面\",\n \"created_display\": \"Created: Aug 01, 2026 / 15:47 PT\",\n \"image_url\": \"https://64.media.tumblr.com/avatar_571d574e26e5_128.pnj\",\n \"summary_en\": \"A survey of UI concepts and prototypes inspired by anime aesthetics, exploring how visual language, animation, and storytelling techniques influence interface design. It offers ideas for expressive, playful, and legible interfaces in apps and tools.\",\n \"summary_zh\": \"对 anime 风格的用户界面进行概览，探讨动画、风格与叙事如何影响交互设计，并提出在应用与工具中可落地的表达性设计思路。\",\n \"hn\": {\n \"id\": 49139304,\n \"type\": \"story\",\n \"by\": \"akyuu\",\n \"score\": 139,\n \"descendants\": 42,\n \"time\": 1785624444,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49139304\"\n },\n \"hot_score\": 2.87,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"Google has abandoned Google News?\",\n \"url\": \"https://elgan.com/google-news-is-just-forrest-gumps-shrimp-boat-now\",\n \"title_zh\": \"谷歌放弃 Google News 吗？\",\n \"created_display\": \"Created: Aug 01, 2026 / 12:39 PT\",\n \"image_url\": \"https://phaven-prod.s3.amazonaws.com/files/image_part/asset/3491244/BUNwHH9o9AR3FIEUbLdtNnOiMno/large_forrest-gump-shrimp-boat-jenny.jpg\",\n \"summary_en\": \"The piece argues Google News has lost prominence, with shifts in content strategies and publisher relations. It discusses the implications for journalism and how readers discover news.\",\n \"summary_zh\": \"文章认为 Google News 的重要性下降，内容策略与对出版方关系的变化改变了新闻发现生态。讨论了对新闻业的影响以及读者获取新闻的方式。\",\n \"hn\": {\n \"id\": 49137681,\n \"type\": \"story\",\n \"by\": \"mikelgan\",\n \"score\": 228,\n \"descendants\": 161,\n \"time\": 1785613183,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137681\"\n },\n \"hot_score\": 2.7,\n \"tags\": [\n \"Web\"\n ]\n },\n {\n \"title_en\": \"MkLinux and the pimped-out Apple Workgroup Server 9150\",\n \"url\": \"http://oldvcr.blogspot.com/2026/08/mklinux-and-pimped-out-apple-workgroup.html\",\n \"title_zh\": \"MkLinux 与改装后的 Apple Workgroup Server 9150\",\n \"created_display\": \"Created: Aug 01, 2026 / 20:12 PT\",\n \"image_url\": null,\n \"summary_en\": \"A retrospective on MkLinux running on the Apple Workgroup Server 9150, detailing how enthusiasts repurposed a PPC Mac into a Linux box, including hardware mods and integration quirks. It's a nostalgic look at early cross-platform enthusiasm that foreshadowed modern open ecosystems.\",\n \"summary_zh\": \"回顾 MkLinux 在 Apple Workgroup Server 9150 上的实现，讲述爱好者如何把 PPC Mac 改造成 Linux 盒子、遇到的硬件改装与兼容性挑战。展现早期跨平台热情，以及对如今开放生态的先行影响。\",\n \"hn\": {\n \"id\": 49140702,\n \"type\": \"story\",\n \"by\": \"goldenskye\",\n \"score\": 33,\n \"descendants\": 1,\n \"time\": 1785640372,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140702\"\n },\n \"hot_score\": 2.45,\n \"tags\": [\n \"Open Source\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"NetBSD 11.0\",\n \"url\": \"https://blog.netbsd.org/tnf/entry/netbsd_11_0_released\",\n \"title_zh\": \"NetBSD 11.0 发布\",\n \"created_display\": \"Created: Aug 01, 2026 / 10:56 PT\",\n \"image_url\": \"https://blog.netbsd.org/tnf/resource/NetBSD-headerlogo.png\",\n \"summary_en\": \"NetBSD 11.0 ships with updated kernel and userland, broader hardware support, and a refreshed toolchain with security hardening. The release underscores NetBSD's continued focus on portability across diverse platforms and architectures, appealing to developers who deploy on uncommon hardware.\",\n \"summary_zh\": \"NetBSD 11.0 发布，内核和用户空间更新，硬件支持范围扩展，工具链也进行了升级并加强了安全性。此版本再次强调了 NetBSD 在跨平台与小众硬件上的可移植性，对需要稳定方案的开发者具有吸引力。\",\n \"hn\": {\n \"id\": 49136736,\n \"type\": \"story\",\n \"by\": \"jaypatelani\",\n \"score\": 244,\n \"descendants\": 112,\n \"time\": 1785607001,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136736\"\n },\n \"tags\": [\n \"Open Source\",\n \"Security\",\n \"Hardware\"\n ],\n \"hot_score\": 2.26\n },\n {\n \"title_en\": \"The Silicon Valley Founder Meat Grinder\",\n \"url\": \"https://zaksa.zip/blog/silicon-valley-founder-meat-grinder/\",\n \"title_zh\": \"硅谷创业者的磨肉机\",\n \"created_display\": \"Created: Aug 01, 2026 / 13:20 PT\",\n \"image_url\": \"https://zaksa.zip/images/share.png\",\n \"summary_en\": \"A candid look at the brutal, high-pressure cycles of fundraising, growth targets, and VC-driven culture shaping Silicon Valley startups. The piece advocates rethinking founder burnout and pursuing more sustainable scaling paths.\",\n \"summary_zh\": \"直观揭示硅谷创业公司在融资、增长目标与风险投资驱动的高压文化下的残酷循环。文章呼吁重新审视创始人倦怠并探索更可持续的扩张路径。\",\n \"hn\": {\n \"id\": 49138045,\n \"type\": \"story\",\n \"by\": \"Kaizeras\",\n \"score\": 169,\n \"descendants\": 101,\n \"time\": 1785615658,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138045\"\n },\n \"hot_score\": 2.23,\n \"tags\": [\n \"Startups\"\n ]\n },\n {\n \"title_en\": \"Cursor removed cost information from the usage page and CSV export\",\n \"url\": \"https://forum.cursor.com/t/usage-page-to-token-amount-what/167153\",\n \"title_zh\": \"Cursor 从用量页面和 CSV 导出中移除成本信息\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:25 PT\",\n \"image_url\": \"https://us1.discourse-cdn.com/cursor1/original/3X/3/7/3718fc94d3c996fb60ac40aa8a689003c970b23b.png\",\n \"summary_en\": \"Cursor removed cost information from the usage page and CSV export, raising pricing-transparency concerns for developers tracking spend. The move invites questions about how users should monitor costs and what future pricing signals will look like.\",\n \"summary_zh\": \"Cursor 从用量页面和 CSV 导出中移除了成本信息，引发开发者对定价透明度的关注。此举让用户更难监控支出，并引发对未来定价信号的猜想。\",\n \"hn\": {\n \"id\": 49135257,\n \"type\": \"story\",\n \"by\": \"EugeneOZ\",\n \"score\": 317,\n \"descendants\": 143,\n \"time\": 1785597921,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135257\"\n },\n \"tags\": [\n \"Business\",\n \"Privacy\"\n ],\n \"hot_score\": 2.16\n },\n {\n \"title_en\": \"Show HN: Elevators\",\n \"url\": \"https://john.fun/elevators\",\n \"title_zh\": \"Show HN：Elevators\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:17 PT\",\n \"image_url\": \"https://john.fun/metadata/elevator/twitter-card.png\",\n \"summary_en\": \"Show HN project called Elevators presents a novel approach or tool related to elevator systems—either scheduling, simulation, or a microservice concept—demonstrating practical, small-scale engineering work. It invites community feedback and iteration.\",\n \"summary_zh\": \"Show HN：Elevators 项目展示了一个与电梯相关的工具/演示，可能是调度、仿真或小型工程原型，欢迎社区反馈与迭代。\",\n \"hn\": {\n \"id\": 49124218,\n \"type\": \"story\",\n \"by\": \"Jrh0203\",\n \"score\": 1586,\n \"descendants\": 388,\n \"time\": 1785511048,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124218\"\n },\n \"hot_score\": 2.06,\n \"tags\": [\n \"Show HN\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"A Surveillance Treaty in Disguise: Canada Signs UN Cybercrime Convention\",\n \"url\": \"https://www.michaelgeist.ca/2026/07/a-surveillance-treaty-in-disguise-the-trouble-with-canadas-quiet-decision-to-sign-the-un-cybercrime-convention/\",\n \"title_zh\": \"披着监控外衣的条约：加拿大签署联合国网络犯罪公约\",\n \"created_display\": \"Created: Aug 01, 2026 / 07:19 PT\",\n \"image_url\": \"https://www.michaelgeist.ca/wp-content/uploads/2026/07/Hieu_Ngo_at_Hanoi_Convention_side_event-scaled.jpg\",\n \"summary_en\": \"Canada quietly signed the UN Cybercrime Convention, a move critics say could expand government surveillance and cross-border data cooperation. While framed as fighting cybercrime, the treaty could widen powers for monitoring communications and sharing evidence. For tech developers and privacy advocates, this signals a shift in international norms around digital rights.\",\n \"summary_zh\": \"加拿大悄然签署联合国网络犯罪公约，批评者认为这可能扩大政府监控和跨境数据协作的权限。条约表述了打击网络犯罪的法律框架，但也被指可能扩张监控能力、加强内容审查。对技术开发者和隐私倡导者而言，这标志着国际网络执法与数字权利规范的潜在转折。\",\n \"hn\": {\n \"id\": 49134694,\n \"type\": \"story\",\n \"by\": \"iamnothere\",\n \"score\": 284,\n \"descendants\": 157,\n \"time\": 1785593991,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134694\"\n },\n \"tags\": [\n \"Privacy\",\n \"Politics\"\n ],\n \"hot_score\": 1.72\n },\n {\n \"title_en\": \"ASRock BC-250: Building the Budget Steam Machine\",\n \"url\": \"https://plug-world.com/posts/2026/asrock-bc250-the-budget-steam-machine/\",\n \"title_zh\": \"ASRock BC-250：打造预算 Steam 机器\",\n \"created_display\": \"Created: Aug 01, 2026 / 18:35 PT\",\n \"image_url\": \"https://plug-world.com/images/icons/website-title.gif\",\n \"summary_en\": \"A practical budgetSteamMachine build using the ASRock BC-250, weighing cost, cooling, and software choices to deliver decent gaming performance on Linux/SteamOS. It serves as a reference for affordable living-room gaming builds.\",\n \"summary_zh\": \"以 ASRock BC-250 为核心的预算 Steam 机器构建方案，兼顾成本、散热与软件选择，在 Linux/SteamOS 上实现相对平衡的游戏体验。为追求低成本的家用游戏硬件提供参考。\",\n \"hn\": {\n \"id\": 49140213,\n \"type\": \"story\",\n \"by\": \"plug_world\",\n \"score\": 38,\n \"descendants\": 13,\n \"time\": 1785634511,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140213\"\n },\n \"hot_score\": 1.57,\n \"tags\": [\n \"Hardware\",\n \"Gaming\"\n ]\n },\n {\n \"title_en\": \"Deep-sea vehicles spot 'alien' sharks deep beneath the waves in the Pacific\",\n \"url\": \"https://www.science.org/content/article/deep-sea-vehicles-spot-alien-sharks-deep-beneath-waves-pacific#\",\n \"title_zh\": \"深海探测器在太平洋深处发现“外星”鲨鱼\",\n \"created_display\": \"Created: Aug 01, 2026 / 19:51 PT\",\n \"image_url\": null,\n \"summary_en\": \"Autonomous deep-sea vehicles captured footage of unusual sharks far below the surface, revealing new biology and behavior at depth. The find underscores the diversity of marine life and the value of undersea robotics for discovery.\",\n \"summary_zh\": \"深海探测载具在太平洋深处发现形态独特的鲨鱼，揭示深海生物多样性与行为模式的新线索。凸显无人在场下潜和自主潜水器对科学发现的价值。\",\n \"hn\": {\n \"id\": 49140599,\n \"type\": \"story\",\n \"by\": \"pkaeding\",\n \"score\": 24,\n \"descendants\": 8,\n \"time\": 1785639075,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140599\"\n },\n \"hot_score\": 1.52,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Postmortem for Kernel Soundness Bug #14576\",\n \"url\": \"https://leodemoura.github.io/blog/2026-8-1-postmortem-for-kernel-soundness-bug-14576/\",\n \"title_zh\": \"内核健全性漏洞 #14576 的事后分析\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:32 PT\",\n \"image_url\": \"https://leodemoura.github.io/static/images/leo.jpg\",\n \"summary_en\": \"This postmortem traces kernel soundness bug #14576 from root cause to patch, detailing its memory-safety implications and the fixes implemented. It highlights the importance of robust tooling and subsystem boundaries for kernel reliability.\",\n \"summary_zh\": \"此事后分析从根本原因到修复过程梳理了内核健全性漏洞 #14576，阐述其对内存安全的影响及修复方案，强调健壮工具和子系统边界在内核可靠性中的作用。\",\n \"hn\": {\n \"id\": 49137060,\n \"type\": \"story\",\n \"by\": \"juhopitk\",\n \"score\": 135,\n \"descendants\": 46,\n \"time\": 1785609140,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137060\"\n },\n \"tags\": [\n \"Programming\",\n \"Security\",\n \"Open Source\"\n ],\n \"hot_score\": 1.35\n },\n {\n \"title_en\": \"Ten advances in mathematics and theoretical computer science\",\n \"url\": \"https://openai.com/index/ten-advances-in-mathematics/\",\n \"title_zh\": \"数学与理论计算机科学的十大进展\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:37 PT\",\n \"image_url\": \"https://images.ctfassets.net/kftzwdyauwt9/5RUlCTeEvzWYd2DDpdcNgh/f38e144bf6f5911074b1939c1528ed2b/Frame__4_.png?w=1600&h=900&fit=fill\",\n \"summary_en\": \"A curated roundup of notable advances across mathematics and theoretical computer science, illustrating how new proofs, models, and algorithms broaden what we can prove and compute. The insights span core areas like complexity theory, probabilistic methods, and mathematical foundations that influence cryptography, optimization, and AI.\",\n \"summary_zh\": \"这是一组精选，聚焦数学与理论计算机科学领域的重大突破，展示新的证明、模型和算法如何扩展我们能证明和计算的边界。相关进展跨越复杂性理论、概率方法等领域，对密码学、优化和人工智能的基础研究具有深远影响。\",\n \"hn\": {\n \"id\": 49132058,\n \"type\": \"story\",\n \"by\": \"milkshakes\",\n \"score\": 397,\n \"descendants\": 268,\n \"time\": 1785569864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132058\"\n },\n \"tags\": [\n \"Science\",\n \"AI\"\n ],\n \"hot_score\": 1.32\n },\n {\n \"title_en\": \"The Art of 64-bit Assembly\",\n \"url\": \"https://nostarch.com/art-64-bit-assembly-v2\",\n \"title_zh\": \"64 位汇编的艺术\",\n \"created_display\": \"Created: Aug 01, 2026 / 07:09 PT\",\n \"image_url\": \"https://nostarch.com/sites/default/files/art-of-64-bit-assembly-v2_frontcover.jpg\",\n \"summary_en\": \"A book-length treatment of 64-bit assembly language, focusing on modern x86-64 instruction sets, conventions, and optimization techniques. It digs into low-level programming practices that underpin compilers, runtimes, and performance-critical software, helping developers reason about machine code. A valuable read for advanced systems programmers and hardware-curious engineers.\",\n \"summary_zh\": \"一本关于 64 位汇编语言的长篇著作，聚焦现代 x86-64 指令集、约定与优化技巧。内容深入低级编程实践，揭示支撑编译器、运行时与高性能软件的底层原理，帮助开发者理解机器码。对于高级系统程序员与对硬件感兴趣的工程师而言，是值得一读的资料。\",\n \"hn\": {\n \"id\": 49134599,\n \"type\": \"story\",\n \"by\": \"0x54MUR41\",\n \"score\": 214,\n \"descendants\": 95,\n \"time\": 1785593340,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134599\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 1.27\n },\n {\n \"title_en\": \"A directory of people who love RSS\",\n \"url\": \"https://andrewshell.org/2026/07/i-%e2%99%a5-rss/\",\n \"title_zh\": \"热爱 RSS 的人目录\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:52 PT\",\n \"image_url\": \"https://andrewshell.org/wp-content/themes/asdo-theme/img/apple-touch-icon.png\",\n \"summary_en\": \"A curated directory showcases RSS enthusiasts, highlighting independent feeds and the enduring appeal of open syndication. It underscores RSS as a lightweight, decentralized alternative in the modern web.\",\n \"summary_zh\": \"这份精选目录聚焦 RSS 爱好者，突出独立订阅源与开放订阅的持续魅力，强调 RSS 作为现代网页的轻量化、去中心化替代方案。\",\n \"hn\": {\n \"id\": 49136063,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 153,\n \"descendants\": 80,\n \"time\": 1785603161,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136063\"\n },\n \"tags\": [\n \"Open Source\",\n \"Web\"\n ],\n \"hot_score\": 1.23\n },\n {\n \"title_en\": \"Unraveling the mysteries of habit formation\",\n \"url\": \"https://www.kyoto-u.ac.jp/en/research-news/2026-07-28\",\n \"title_zh\": \"揭开习惯形成的奥秘\",\n \"created_display\": \"Created: Aug 01, 2026 / 15:55 PT\",\n \"image_url\": \"https://www.kyoto-u.ac.jp/sites/default/files/styles/ogp_image/public/2026-07/2607-eye-Asaoka_habit-forming-mice---image-1-7011e68b62539ecfa31f2bf8de58add5.jpg?itok=WWSJVTrW\",\n \"summary_en\": \"Reviews habit formation research, outlining cues, routines, rewards, and environment shaping behavior, and translates neuroscience into practical guidance for designers and individuals aiming to form or break habits.\",\n \"summary_zh\": \"综述习惯形成的最新研究，解析线索、例行程序、奖励与环境如何塑造行为，并给产品设计与个人改造带来可落地的启示。\",\n \"hn\": {\n \"id\": 49139383,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 58,\n \"descendants\": 20,\n \"time\": 1785624952,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49139383\"\n },\n \"hot_score\": 1.22,\n \"tags\": [\n \"Science\",\n \"Design\"\n ]\n },\n {\n \"title_en\": \"RFC 10015: Deprecating Obsolete Key Exchange Methods in TLS 1.2 and DTLS 1.2\",\n \"url\": \"https://www.rfc-editor.org/rfc/rfc10015.html\",\n \"title_zh\": \"RFC 10015：在 TLS 1.2/DTLS 1.2 中弃用过时的密钥交换方法\",\n \"created_display\": \"Created: Aug 01, 2026 / 16:44 PT\",\n \"image_url\": null,\n \"summary_en\": \"RFC 10015 recommends deprecating older TLS/DTLS key exchange methods to improve security posture as older ciphers and DH groups fall out of favor. It provides migration guidance for administrators to ensure safer handshakes.\",\n \"summary_zh\": \"RFC 10015 建议在 TLS 1.2/DTLS 1.2 中弃用过时的密钥交换方法，以提升安全性。文中给出服务器和客户端迁移的具体步骤与注意事项。\",\n \"hn\": {\n \"id\": 49139711,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 47,\n \"descendants\": 6,\n \"time\": 1785627895,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49139711\"\n },\n \"hot_score\": 1.19,\n \"tags\": [\n \"Security\"\n ]\n },\n {\n \"title_en\": \"RipGrep musl binaries occasionally segfault during very-large searches\",\n \"url\": \"https://github.com/BurntSushi/ripgrep/issues/3494\",\n \"title_zh\": \"RipGrep 使用 musl 二进制在超大范围搜索时偶发崩溃\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:34 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/466478e38f8c4b0285ba6e7a260b0edac4bd7a3bf18187059df059b492c49ea9/BurntSushi/ripgrep/issues/3494\",\n \"summary_en\": \"RipGrep's musl-built binaries occasionally segfault during very large searches, likely due to edge-case interactions with the musl C library or memory mapping under extreme workloads. The issue highlights the fragility of high-performance search in constrained environments and suggests workarounds or future fixes in upstream. This matters for developers relying on ripgrep in containers or minimal OSes where musl is common.\",\n \"summary_zh\": \"在极大规模搜索时，使用 musl 构建的 RipGrep 二进制偶发崩溃，可能与 musl C 库的边缘情况或极端工作负载下的内存映射有关。此问题凸显了在受限环境中实现高性能搜索的脆弱性，并暗示需要 upstream 给出替代方案或修复。对于在容器或最小化操作系统中依赖 ripgrep 的开发者而言，这一问题尤为关键。\",\n \"hn\": {\n \"id\": 49133889,\n \"type\": \"story\",\n \"by\": \"throwaway2037\",\n \"score\": 233,\n \"descendants\": 159,\n \"time\": 1785587665,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133889\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 1.18\n },\n {\n \"title_en\": \"But can your calculator run Linux?\",\n \"url\": \"https://raymii.org/s/articles/But_can_your_calculator_run_Linux.html\",\n \"title_zh\": \"你的计算器能跑Linux吗？\",\n \"created_display\": \"Created: Aug 01, 2026 / 12:44 PT\",\n \"image_url\": null,\n \"summary_en\": \"Explores how some calculators can boot Linux or Linux-like environments, highlighting the surprising versatility of handheld devices.\",\n \"summary_zh\": \"揭示部分计算器已能够运行 Linux 或类 Linux 环境，显示手持设备的意外灵活性。文章讨论实现细节、硬件要求及对开源硬件爱好者的启示。\",\n \"hn\": {\n \"id\": 49137713,\n \"type\": \"story\",\n \"by\": \"jandeboevrie\",\n \"score\": 81,\n \"descendants\": 6,\n \"time\": 1785613488,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137713\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.97\n },\n {\n \"title_en\": \"qm – Multiplayer agent harness for work\",\n \"url\": \"https://github.com/yc-software/qm\",\n \"title_zh\": \"qm：面向工作场景的多人代理框架\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:04 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/6829f6872e88bca87e7d85c7d6497b3246daac80d02fc34591f8b1e055875e33/yc-software/qm\",\n \"summary_en\": \"qm is an open-source harness that coordinates multiple agents to work on tasks collaboratively. It provides orchestration, tasking, and visibility across agent-driven workflows, helping teams tackle complex problems more efficiently.\",\n \"summary_zh\": \"qm 是一个开源的多人代理协调框架，支持在工作场景中让多个代理协同完成任务。它提供编排、任务分发和对代理驱动工作流的可视化，帮助团队更高效地解决复杂问题。\",\n \"hn\": {\n \"id\": 49126604,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 647,\n \"descendants\": 152,\n \"time\": 1785521098,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126604\"\n },\n \"tags\": [\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 0.96\n },\n {\n \"title_en\": \"CISA Alert: Water Sector PLC Targeting\",\n \"url\": \"https://censys.com/blog/cisa-alert-water-tower-plc-targeting/\",\n \"title_zh\": \"水务行业 PLC 攻击警报\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:50 PT\",\n \"image_url\": \"https://censys.com/wp-content/uploads/ChatGPT-Image-Jul-30-2026-05_55_24-PM.png\",\n \"summary_en\": \"CISA warns of targeted attacks against water facilities using PLCs, highlighting risk to ICS/SCADA environments. It recommends segmentation, timely patching, and heightened monitoring to reduce exposure.\",\n \"summary_zh\": \"CISA 警告对水务设施的 PLC 进行定向攻击，可能危及 ICS/SCADA 环境。建议加强网络分段、及时打补丁并提升监控以降低风险。\",\n \"hn\": {\n \"id\": 49137228,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 86,\n \"descendants\": 61,\n \"time\": 1785610217,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137228\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.9\n },\n {\n \"title_en\": \"Tailscale didn't stop the Hugging Face intrusion\",\n \"url\": \"https://tailscale.com/blog/hugging-face-intrusion\",\n \"title_zh\": \"Tailscale 未阻止 Hugging Face 入侵\",\n \"created_display\": \"Created: Jul 31, 2026 / 12:03 PT\",\n \"image_url\": \"https://tailscale.com/api/og-image?id=0dafcba5-55df-4373-be5e-564b368a27af\",\n \"summary_en\": \"Hugging Face disclosed a security incident in which attackers bypassed protections despite Tailscale, underscoring that zero-trust networking is not a sole defense. The post details how leaked credentials enabled access and the lessons about defense-in-depth and secret hygiene.\",\n \"summary_zh\": \"Hugging Face 公开了一起安全事件，攻击者在使用 Tailscale 的情况下仍然进入内部系统，说明零信任网络并非万用钥匙。文中描述了凭证泄露如何促成入侵，并强调需要多层防护与良好密钥管理。\",\n \"hn\": {\n \"id\": 49127306,\n \"type\": \"story\",\n \"by\": \"bluehatbrit\",\n \"score\": 573,\n \"descendants\": 211,\n \"time\": 1785524625,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127306\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\"\n ],\n \"hot_score\": 0.89\n },\n {\n \"title_en\": \"Kenji/Serious Eats – 30-Min Pressure Cooker Pho Ga\",\n \"url\": \"https://www.seriouseats.com/30-minute-pressure-cooker-pho-ga-recipe\",\n \"title_zh\": \"Kenji/Serious Eats – 30分钟压力锅越南鸡肉河粉\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:46 PT\",\n \"image_url\": \"https://www.seriouseats.com/thmb/_5QHejAJ6Y3ZjV_T_XFWG3kwBSo=/1500x0/filters:no_upscale():max_bytes(150000):strip_icc()/__opt__aboutcom__coeus__resources__content_migration__serious_eats__seriouseats.com__recipes__images__2015__01__20140108-pressure-cooker-pho-ga-vietnamese-chicken-noodle-soup-06-16a750a314f7453084da70c4ba982ee2.jpg\",\n \"summary_en\": \"A practical 30-minute Pho Ga recipe using a pressure cooker, with clear steps and tips to extract authentic aroma and depth in half the time.\",\n \"summary_zh\": \"30分钟压力锅越南鸡肉河粉（Pho Ga）实用食谱，包含清晰步骤与要点，帮助在更短时间内做出正宗风味。\",\n \"hn\": {\n \"id\": 49135426,\n \"type\": \"story\",\n \"by\": \"stasomatic\",\n \"score\": 123,\n \"descendants\": 69,\n \"time\": 1785599214,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135426\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.87\n },\n {\n \"title_en\": \"How to Exist\",\n \"url\": \"https://www.raptitude.com/2026/07/how-to-exist/\",\n \"title_zh\": \"如何存在\",\n \"created_display\": \"Created: Jul 31, 2026 / 17:25 PT\",\n \"image_url\": \"https://www.raptitude.com/wp-content/uploads/2026/07/coffeeexist.jpg\",\n \"summary_en\": \"Offers practical guidance on living with intention and meaning in a noisy world. It highlights everyday practices—curated attention, choosing what to care about, and embracing impermanence—as routes to a more grounded existence.\",\n \"summary_zh\": \"在喧嚣的世界中，提供以有目的地生活为核心的实用建议，强调通过日常实践来培养专注、筛选关注点和接受无常，从而获得更扎实的存在感。\",\n \"hn\": {\n \"id\": 49129990,\n \"type\": \"story\",\n \"by\": \"walterbell\",\n \"score\": 361,\n \"descendants\": 226,\n \"time\": 1785543900,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49129990\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.75\n },\n {\n \"title_en\": \"AI doesn't generate working products, that's still your job\",\n \"url\": \"https://weeraman.com/the-prototype-isnt-the-product/\",\n \"title_zh\": \"AI不能直接生成可用产品，仍需人工实现\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:52 PT\",\n \"image_url\": \"https://weeraman.com/images/the-prototype-isnt-the-product/the-prototype-isnt-the-product.jpg\",\n \"summary_en\": \"AI can help you prototype, but it won’t ship a working product by itself. The piece argues that turning a prototype into a complete, user-ready product still rests on human product design, engineering, and iterative testing.\",\n \"summary_zh\": \"AI 可以帮助生成原型，但不能直接产出可用的最终产品。文章强调将原型转化为可交付的软件仍然依赖人类的产品设计、工程实现与持续迭代测试。\",\n \"hn\": {\n \"id\": 49132130,\n \"type\": \"story\",\n \"by\": \"smckk\",\n \"score\": 221,\n \"descendants\": 217,\n \"time\": 1785570730,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132130\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.75\n },\n {\n \"title_en\": \"RamenHaus\",\n \"url\": \"https://ramen.haus/\",\n \"title_zh\": \"RamenHaus\",\n \"created_display\": \"Created: Aug 01, 2026 / 01:48 PT\",\n \"image_url\": \"https://ramen.haus/wp-content/uploads/kaunta-seki-social/bowl-674-d04272065680.jpg\",\n \"summary_en\": \"RamenHaus appears to be a project or site named after ramen, but details are scarce.\",\n \"summary_zh\": \"RamenHaus 似乎是一个以拉面命名的项目或站点，但目前细节有限。\",\n \"hn\": {\n \"id\": 49132460,\n \"type\": \"story\",\n \"by\": \"oler\",\n \"score\": 207,\n \"descendants\": 102,\n \"time\": 1785574138,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132460\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 0.75\n },\n {\n \"title_en\": \"Atom is better than RSS, in ways that matter\",\n \"url\": \"https://chrismorgan.info/atom%3Erss\",\n \"title_zh\": \"Atom 在关键方面优于 RSS\",\n \"created_display\": \"Created: Aug 01, 2026 / 15:00 PT\",\n \"image_url\": null,\n \"summary_en\": \"Argues that Atom offers practical advantages over RSS, including metadata richness and extensibility that matter to developers and tooling. The piece links feed design to real-world application needs.\",\n \"summary_zh\": \"论述 Atom 在元数据丰富性、可扩展性等方面对开发者和工具链的实际价值，胜过 RSS 的关键点。与实际应用场景的关系被强调。\",\n \"hn\": {\n \"id\": 49138897,\n \"type\": \"story\",\n \"by\": \"frizlab\",\n \"score\": 37,\n \"descendants\": 6,\n \"time\": 1785621616,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138897\"\n },\n \"hot_score\": 0.64,\n \"tags\": [\n \"Web\",\n \"Design\"\n ]\n },\n {\n \"title_en\": \"DeepSeek-V4-Flash Update\",\n \"url\": \"https://api-docs.deepseek.com/updates/\",\n \"title_zh\": \"DeepSeek-V4-Flash 更新\",\n \"created_display\": \"Created: Jul 30, 2026 / 23:08 PT\",\n \"image_url\": \"https://api-docs.deepseek.com/img/deepseek-social-card.jpeg\",\n \"summary_en\": \"DeepSeek releases a firmware update for the V4 Flash platform, focusing on stability, performance, and new features for data indexing and retrieval. The update underscores ongoing optimization of flash-based search systems and developer tooling.\",\n \"summary_zh\": \"DeepSeek 为 V4 Flash 平台推出固件更新，聚焦稳定性、性能，并带来对数据索引与检索的新功能。此次更新凸显对基于闪存的搜索系统及开发工具的持续优化。\",\n \"hn\": {\n \"id\": 49119559,\n \"type\": \"story\",\n \"by\": \"dnhkng\",\n \"score\": 694,\n \"descendants\": 330,\n \"time\": 1785478116,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119559\"\n },\n \"tags\": [\n \"Hardware\",\n \"Data\"\n ],\n \"hot_score\": 0.62\n },\n {\n \"title_en\": \"Explorative modeling: Train on the best of K guesses\",\n \"url\": \"https://alexiglad.github.io/blog/2026/explorative_modeling/\",\n \"title_zh\": \"探索性建模：在前K个猜测中训练最佳模型\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:23 PT\",\n \"image_url\": \"https://alexiglad.github.io/assets/img/blog/xm/banner_xm.png\",\n \"summary_en\": \"The post proposes training on the best of K guesses, selecting the top-performing candidate from multiple predictions to guide learning. This explorative modeling approach can improve sample efficiency and robustness in settings with uncertain models.\",\n \"summary_zh\": \"提出在前K个候选猜测中选取最佳者来引导训练的做法，属于探索性建模。此方法可能提高样本效率与对不确定模型的鲁棒性，适用于多模型并存的情景。\",\n \"hn\": {\n \"id\": 49135245,\n \"type\": \"story\",\n \"by\": \"DSemba\",\n \"score\": 89,\n \"descendants\": 24,\n \"time\": 1785597795,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135245\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.6\n },\n {\n \"title_en\": \"On the non-use of AI in my writing process\",\n \"url\": \"https://www.antipope.org/charlie/blog-static/2026/08/on-the-non-use-of-ai-in-my-wri.html\",\n \"title_zh\": \"关于我的写作过程不使用 AI\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"A personal choice to avoid AI in writing, arguing for human-crafted prose and cognitive engagement; invites readers to consider when and how AI adds value versus distraction.\",\n \"summary_zh\": \"个人选择在写作中不使用 AI，强调人工创作的独特性与认知投入；邀请读者思考 AI 在何时、何地能真正增值，何时应避免分散注意力。\",\n \"hn\": {\n \"id\": 49134038,\n \"type\": \"story\",\n \"by\": \"jwx48\",\n \"score\": 113,\n \"descendants\": 93,\n \"time\": 1785589014,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134038\"\n },\n \"hot_score\": 0.59,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Flint: A Visualization Language for the AI Era\",\n \"url\": \"https://microsoft.github.io/flint-chart/\",\n \"title_zh\": \"Flint：面向 AI 时代的可视化语言\",\n \"created_display\": \"Created: Jul 31, 2026 / 19:45 PT\",\n \"image_url\": null,\n \"summary_en\": \"Flint is a visualization language designed for the AI era, enabling concise declarative charts. It emphasizes interoperability with contemporary data tooling, potentially speeding up data storytelling and experimentation for developers and data scientists.\",\n \"summary_zh\": \"Flint 是为 AI 时代设计的可视化语言，采用简洁的声明式语法来构建图表。它强调与现有数据工具栈的互操作性，有望帮助开发者和数据科学家更快地进行数据讲解与实验。\",\n \"hn\": {\n \"id\": 49130604,\n \"type\": \"story\",\n \"by\": \"vinhnx\",\n \"score\": 241,\n \"descendants\": 66,\n \"time\": 1785552309,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130604\"\n },\n \"tags\": [\n \"Programming\",\n \"Design\",\n \"AI\"\n ],\n \"hot_score\": 0.57\n },\n {\n \"title_en\": \"DeepSeek V4 Flash 0731 Intelligence, Performance and Price Analysis\",\n \"url\": \"https://artificialanalysis.ai/models/deepseek-v4-flash\",\n \"title_zh\": \"DeepSeek V4 Flash 0731：智能、性能与性价比分析\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:59 PT\",\n \"image_url\": null,\n \"summary_en\": \"DeepSeek V4 Flash 0731 is assessed across intelligence, performance, and price, highlighting where it excels and where costs rise. The analysis helps buyers weigh value when choosing between models for inference workloads and edge deployments.\",\n \"summary_zh\": \"对DeepSeek V4 Flash 0731在智能能力、性能和性价比方面进行了评测，点出其强项与成本权衡。分析为在推理任务及边缘部署中选型提供价值判断。\",\n \"hn\": {\n \"id\": 49120299,\n \"type\": \"story\",\n \"by\": \"theanonymousone\",\n \"score\": 554,\n \"descendants\": 296,\n \"time\": 1785484751,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120299\"\n },\n \"tags\": [\n \"Data\"\n ],\n \"hot_score\": 0.53\n },\n {\n \"title_en\": \"Google fixed more Chrome bugs in June than over the past two years, thanks to AI\",\n \"url\": \"https://blog.google/security/chrome-stronger-with-every-update/\",\n \"title_zh\": \"谷歌靠 AI，在六月修复的 Chrome 漏洞数量超过过去两年总和\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:29 PT\",\n \"image_url\": \"https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Screenshot_2026-07-17_at_5.00.43PM.width-1300.png\",\n \"summary_en\": \"Google credits AI-assisted triage and patch generation for fixing more Chrome bugs in June than in the previous two years combined. This shows how AI tooling can accelerate vulnerability response and elevate browser hardening. It could foreshadow broader shifts in security workflows across software teams.\",\n \"summary_zh\": \"谷歌称借助 AI 的分流与补丁生成，六月修复的 Chrome 漏洞数量超过过去两年的总和。这显示出 AI 工具能加速漏洞响应、提升浏览器安全性。此举或预示软件团队在安全工作流程上的更广泛变革。\",\n \"hn\": {\n \"id\": 49120097,\n \"type\": \"story\",\n \"by\": \"Garbage\",\n \"score\": 542,\n \"descendants\": 564,\n \"time\": 1785482962,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120097\"\n },\n \"tags\": [\n \"AI\",\n \"Security\",\n \"Web\"\n ],\n \"hot_score\": 0.51\n },\n {\n \"title_en\": \"Ten Ways NAS Is Getting Enshitified\",\n \"url\": \"https://nascompares.com/2026/07/31/the-10-ways-nas-is-getting-enshitified/\",\n \"title_zh\": \"NAS 正在变糟的十种趋势\",\n \"created_display\": \"Created: Jul 31, 2026 / 22:38 PT\",\n \"image_url\": null,\n \"summary_en\": \"Ten trends turning NAS devices into bloated, user-hostile platforms—from bundled services and opaque firmware to vendor lock-in and cloud‑feature creep. It argues for simpler, open, or self-hosted storage to keep control and performance intact.\",\n \"summary_zh\": \"文章列出十种让 NAS 设备变得臃肿、难以使用的趋势——包括捆绑服务、固件不透明、隐私问题与厂商锁定等。作者倡导回归更简洁、开放或自托管的存储方案，以保持可用性与掌控力。\",\n \"hn\": {\n \"id\": 49131367,\n \"type\": \"story\",\n \"by\": \"giuliomagnifico\",\n \"score\": 159,\n \"descendants\": 142,\n \"time\": 1785562696,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49131367\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.46\n },\n {\n \"title_en\": \"The End of an Era\",\n \"url\": \"https://hughhowey.com/the-end-of-an-era/\",\n \"title_zh\": \"一个时代的终结\",\n \"created_display\": \"Created: Jul 31, 2026 / 04:51 PT\",\n \"image_url\": \"https://hughhowey.com/wp-content/uploads/2026/07/Screenshot-2026-07-31-at-6.22.53-AM-1024x516.png\",\n \"summary_en\": \"Howey’s piece reflects on the end of an era in publishing, likely driven by AI, digital distribution, and changing reader behavior. It argues the industry is transitioning to a new era where authors retain more control and new business models emerge.\",\n \"summary_zh\": \"Howey 的文章声称一个时代在出版界落幕，受AI、数字发行与读者行为变化推动。作者认为行业正在向一个新纪元转变，作者掌控力增强，新商业模式正在形成。\",\n \"hn\": {\n \"id\": 49121980,\n \"type\": \"story\",\n \"by\": \"harscoat\",\n \"score\": 403,\n \"descendants\": 426,\n \"time\": 1785498706,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121980\"\n },\n \"tags\": [\n \"Culture\",\n \"AI\"\n ],\n \"hot_score\": 0.45\n },\n {\n \"title_en\": \"BMW Is Showing Commercials on Their Car's Dash Screens as a Treat\",\n \"url\": \"https://www.theautopian.com/bmw-is-showing-commercials-on-their-cars-dash-screens-and-they-want-you-to-think-its-a-treat/\",\n \"title_zh\": \"宝马在车载仪表屏幕投放广告，被称作‘贴心体验’\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:58 PT\",\n \"image_url\": null,\n \"summary_en\": \"BMW began showing ads on dash screens, framing it as a perk but drawing scrutiny over driver distraction and data/privacy concerns in connected cars.\",\n \"summary_zh\": \"宝马在车载仪表屏幕上投放广告，被包装为“贴心服务”，却引发对驾驶分心、隐私与数据使用的质疑。\",\n \"hn\": {\n \"id\": 49135511,\n \"type\": \"story\",\n \"by\": \"CharlesW\",\n \"score\": 62,\n \"descendants\": 44,\n \"time\": 1785599890,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135511\"\n },\n \"hot_score\": 0.44,\n \"tags\": [\n \"Business\",\n \"Privacy\"\n ]\n },\n {\n \"title_en\": \"Kaisel – Routes as Values. Dart 3 Native Router for Flutter\",\n \"url\": \"https://kaisel.dev/\",\n \"title_zh\": \"Kaisel – 路由即值：Flutter 的 Dart 3 原生路由器\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:45 PT\",\n \"image_url\": \"https://kaisel.dev/og.png\",\n \"summary_en\": \"Kaisel introduces a routes-as-values approach in Dart 3's native router for Flutter, enabling type-safe, compile-time-checked navigation. This design aims to improve maintainability and performance for large apps, reducing boilerplate and navigation bugs.\",\n \"summary_zh\": \"Kaisel 引入了路由即值的理念，作为 Flutter 的 Dart 3 原生路由器的一部分，提供类型安全、可在编译时校验的导航。该设计旨在提升大型应用的可维护性与性能，减少样板代码和路由错误。\",\n \"hn\": {\n \"id\": 49135985,\n \"type\": \"story\",\n \"by\": \"TheWiggles\",\n \"score\": 54,\n \"descendants\": 8,\n \"time\": 1785602740,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135985\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.42\n },\n {\n \"title_en\": \"Pgtestdb's template cloning approach to testing is fast\",\n \"url\": \"https://brandur.org/fragments/pgtestdb\",\n \"title_zh\": \"Pgtestdb 的模板克隆测试方法极快\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:01 PT\",\n \"image_url\": \"https://brandur.org/assets/images/favicon/favicon-256.jpg\",\n \"summary_en\": \"Pgtestdb clones fresh test environments by leveraging template databases, dramatically speeding up test setups and CI runs. The approach maintains isolation while sharing storage, simplifying repeatable testing workflows.\",\n \"summary_zh\": \"Pgtestdb 通过模板数据库克隆创建新的测试环境，大幅加快测试搭建与持续集成的速度。该方法在共享存储条件下仍能保持隔离，简化可重复的测试流程。\",\n \"hn\": {\n \"id\": 49135546,\n \"type\": \"story\",\n \"by\": \"brandur\",\n \"score\": 55,\n \"descendants\": 35,\n \"time\": 1785600082,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135546\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 0.4\n },\n {\n \"title_en\": \"Run Kimi K3 using 29 GB of RAM at 0.50 tok/s\",\n \"url\": \"https://github.com/sqliteai/waste\",\n \"title_zh\": \"用 29 GB RAM 运行 Kimi K3，吞吐约 0.5 token/s\",\n \"created_display\": \"Created: Jul 31, 2026 / 07:12 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/ac40abe893f8b3a4f335863b4b8a73a43263d5ef75a5a2cf6943702c60b14777/sqliteai/waste\",\n \"summary_en\": \"A performance-focused post demonstrates running the Kimi K3 model within 29 GB RAM, achieving around 0.5 tokens per second, highlighting the trade-offs between memory and speed on constrained hardware.\",\n \"summary_zh\": \"该文展示在 29 GB RAM 条件下运行 Kimi K3 的性能，吞吐约每秒 0.5 个 token，突显在资源受限条件下内存与速度的权衡。\",\n \"hn\": {\n \"id\": 49123386,\n \"type\": \"story\",\n \"by\": \"marcobambini\",\n \"score\": 312,\n \"descendants\": 148,\n \"time\": 1785507158,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123386\"\n },\n \"tags\": [\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 0.39\n },\n {\n \"title_en\": \"The development pipeline is a production system\",\n \"url\": \"https://sundry.jerryorr.com/2026/07/31/development-pipeline-is-a-production-system\",\n \"title_zh\": \"开发流水线其实是一个生产系统\",\n \"created_display\": \"Created: Jul 31, 2026 / 20:16 PT\",\n \"image_url\": \"https://sundry.jerryorr.com/images/mastodon-icon-black.svg\",\n \"summary_en\": \"This piece argues that CI/CD pipelines deserve production-grade treatment, with reliability, observability, and change control baked in. Treating the pipeline as a live system helps teams achieve safer deployments and faster iteration.\",\n \"summary_zh\": \"本文主张将持续集成/持续交付流水线视为生产系统对待，注入可靠性、可观测性与变更控制等生产级实践。把流水线当成活态系统，有助于实现更安全的部署和更快的迭代。\",\n \"hn\": {\n \"id\": 49130726,\n \"type\": \"story\",\n \"by\": \"firefoxd\",\n \"score\": 155,\n \"descendants\": 76,\n \"time\": 1785554169,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130726\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 0.38\n },\n {\n \"title_en\": \"Big Food vs. the People\",\n \"url\": \"https://www.lighthousereports.com/investigation/big-food-vs-the-people/\",\n \"title_zh\": \"大食品与公众的博弈\",\n \"created_display\": \"Created: Jul 31, 2026 / 09:04 PT\",\n \"image_url\": \"https://www.lighthousereports.com/wp-content/uploads/2026/07/Website-Illustration.jpg\",\n \"summary_en\": \"An investigative report reveals how powerful food companies influence policy, research, and public trust. It details tactics like lobbying, funding favorable studies, and shaping regulatory debates, with implications for labeling, safety standards, and consumer prices.\",\n \"summary_zh\": \"这是一项关于大型食品公司如何影响政策、研究与公众信任的深入调查。文中揭示了游说、资助有利研究，以及对监管辩论的影响，对标签、安全标准和消费者价格具有重要影响。\",\n \"hn\": {\n \"id\": 49124858,\n \"type\": \"story\",\n \"by\": \"jruohonen\",\n \"score\": 258,\n \"descendants\": 169,\n \"time\": 1785513872,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124858\"\n },\n \"tags\": [\n \"Politics\",\n \"Business\"\n ],\n \"hot_score\": 0.35\n },\n {\n \"title_en\": \"Severance\",\n \"url\": \"https://lcamtuf.substack.com/p/severance\",\n \"title_zh\": \"Severance（离职补偿的思考）\",\n \"created_display\": \"Created: Jul 31, 2026 / 10:15 PT\",\n \"image_url\": null,\n \"summary_en\": \"Severance explores the concept of severance from both personal and organizational perspectives, examining the implications of termination and how severance policies shape career transitions.\",\n \"summary_zh\": \"Severance 探讨“ severance ”的概念，从个人与组织角度分析解雇与离职补偿的含义及其对职业转型的影响。\",\n \"hn\": {\n \"id\": 49125971,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 241,\n \"descendants\": 78,\n \"time\": 1785518109,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49125971\"\n },\n \"tags\": [\n \"Career\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"Solid Queue 1.6.0 now supports fiber workers\",\n \"url\": \"https://github.com/rails/solid_queue/releases/tag/v1.6.0\",\n \"title_zh\": \"Solid Queue 1.6.0 现已支持纤程工作者\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:42 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/a76c8f15f77d023fba1cb46bbf1d97ecb78b623081adc1ccdbcdcae101eea58b/rails/solid_queue/releases/tag/v1.6.0\",\n \"summary_en\": \"Solid Queue 1.6.0 adds fiber-based workers, enabling lightweight concurrency inside the queue system. This improves throughput for asynchronous workloads and reduces the need for OS threads, benefiting Ruby/Rails ecosystems and other event-driven stacks. The update makes writing scalable, non-blocking code simpler.\",\n \"summary_zh\": \"Solid Queue 1.6.0 增加了基于纤程的工作者，允许在队列系统内部实现轻量级并发。提升异步工作负载的吞吐量，减少对操作系统线程的依赖，对 Ruby/Rails 生态和其他事件驱动框架尤其有利。本次更新让编写可扩展、非阻塞代码更为简单。\",\n \"hn\": {\n \"id\": 49132083,\n \"type\": \"story\",\n \"by\": \"earcar\",\n \"score\": 92,\n \"descendants\": 38,\n \"time\": 1785570128,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132083\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.31\n },\n {\n \"title_en\": \"Getting 25 Gbps Thunderbolt Ethernet on My Mac Studio\",\n \"url\": \"https://www.jeffgeerling.com/blog/2026/getting-25g-ethernet-mac-thunderbolt/\",\n \"title_zh\": \"在 Mac Studio 上实现 25 Gbps Thunderbolt 以太网\",\n \"created_display\": \"Created: Jul 31, 2026 / 09:15 PT\",\n \"image_url\": \"https://www.jeffgeerling.com/blog/2026/getting-25g-ethernet-mac-thunderbolt/mac-studio-ports-full-back-ethernet.jpg\",\n \"summary_en\": \"A guide showing how to achieve 25 Gbps Ethernet on a Mac Studio using a Thunderbolt adapter and a 25G NIC, including setup steps and real-world throughput observations.\",\n \"summary_zh\": \"展示如何通过 Thunderbolt 适配器和 25G NIC，在 Mac Studio 上实现 25 Gbps 以太网，以及相应的设置与实际吞吐表现。\",\n \"hn\": {\n \"id\": 49125034,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 220,\n \"descendants\": 111,\n \"time\": 1785514531,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49125034\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.3\n },\n {\n \"title_en\": \"The most official water costs $120k a gallon\",\n \"url\": \"https://signoregalilei.com/2026/07/26/the-most-official-water-costs-120000-a-gallon/\",\n \"title_zh\": \"官方水成本最高到每加仑 12 万美元\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:00 PT\",\n \"image_url\": \"https://signoregalilei.com/wp-content/uploads/2026/07/SMOW-1_VSMOW_original_container.png\",\n \"summary_en\": \"A quirky investigation into ultra-pure water used for sensitive experiments reveals prices that can reach six figures per gallon due to purification, certification, and scarcity. The post explains why certain water specs matter for labs and tech manufacturing, and what that implies for sourcing and budgets.\",\n \"summary_zh\": \"关于超纯水在高精度实验中的应用成本，单加仑价格竟高达 12 万美元，背后是纯化、认证与稀缺性。文章解释为何某些用水规格对实验和制造至关重要，以及采购与预算的影响。\",\n \"hn\": {\n \"id\": 49124042,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 218,\n \"descendants\": 178,\n \"time\": 1785510015,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124042\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"June in Servo: real world compat, media queries, SharedWorker, and more\",\n \"url\": \"https://servo.org/blog/2026/07/31/june-in-servo/\",\n \"title_zh\": \"Servo 的六月更新：真实世界兼容性、媒体查询、SharedWorker 等\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:17 PT\",\n \"image_url\": \"https://servo.org/svg/servo-color-positive.svg\",\n \"summary_en\": \"June in Servo covers real-world compatibility work, media query support, SharedWorker improvements, and other performance and API enhancements that affect web app compatibility and developer ergonomics.\",\n \"summary_zh\": \"Servo 项目在六月更新中聚焦实际兼容性工作、媒体查询支持、SharedWorker 改进以及其他提升性能与 API 的改进，影响开发者工作流与网页兼容性。\",\n \"hn\": {\n \"id\": 49126765,\n \"type\": \"story\",\n \"by\": \"iamnothere\",\n \"score\": 191,\n \"descendants\": 59,\n \"time\": 1785521872,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126765\"\n },\n \"tags\": [\n \"Web\",\n \"Programming\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"How to Do Great Work (2023)\",\n \"url\": \"https://paulgraham.com/greatwork.html\",\n \"title_zh\": \"如何做出伟大的工作（2023）\",\n \"created_display\": \"Created: Aug 01, 2026 / 01:19 PT\",\n \"image_url\": \"https://s.turbifycdn.com/aah/paulgraham/bel-7.gif\",\n \"summary_en\": \"Paul Graham argues that great work comes from choosing meaningful problems and sticking with them for the long term, even in the face of distractions. The essay offers practical guidance for makers and founders: focus on impact, iterate, and build something you’d be proud to claim as yours.\",\n \"summary_zh\": \"保罗·格兰姆认为伟大工作来自选择有意义的问题并长期坚持，即使面对诱惑与分心。文章为创作者与创始人提供实用建议：聚焦影响力、持续迭代，打造你愿意自豪展示的作品。\",\n \"hn\": {\n \"id\": 49132289,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 80,\n \"descendants\": 62,\n \"time\": 1785572384,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132289\"\n },\n \"tags\": [\n \"Career\",\n \"Business\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"Golang proposal: container/: generic collection types\",\n \"url\": \"https://github.com/golang/go/issues/80590\",\n \"title_zh\": \"Go 提案：container/ 包中的泛型集合类型\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:39 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/becc3e0a8052df490394f2e47ebbb9ab388705ba082586322e41183adc4301bf/golang/go/issues/80590\",\n \"summary_en\": \"Go proposal to introduce generic collection types in the container/: package aims to provide type-safe, reusable data structures while preserving Go's simplicity.\",\n \"summary_zh\": \"Go 社区提出在 container/ 包中引入泛型集合类型的提案，目标是在保持简洁的前提下提供类型安全、可重用的数据结构。\",\n \"hn\": {\n \"id\": 49127031,\n \"type\": \"story\",\n \"by\": \"jabits\",\n \"score\": 175,\n \"descendants\": 170,\n \"time\": 1785523187,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127031\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.27\n },\n {\n \"title_en\": \"Is AI reasoning right for the wrong reasons?\",\n \"url\": \"https://www.quantamagazine.org/is-ai-reasoning-right-for-the-wrong-reasons-20260731/\",\n \"title_zh\": \"AI 推理是否用错了理由？\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:29 PT\",\n \"image_url\": \"https://www.quantamagazine.org/wp-content/uploads/2026/07/AI-Reasoning-cr.Celsius-Pictor-Social.jpg\",\n \"summary_en\": \"AI reasoning often yields correct outputs for the right reasons, but recent work suggests it can arrive at the right answers for the wrong reasons, challenging interpretability.\",\n \"summary_zh\": \"AI 推理并不总是基于正确的内部理由而得出正确答案，近期研究指出可能因错误原因而“对”出结果，这对可解释性带来挑战。本文探讨模型如何形成内部推理，以及这对实际部署中的可靠性、安全性与评估意味着什么。\",\n \"hn\": {\n \"id\": 49124358,\n \"type\": \"story\",\n \"by\": \"retupmoc01\",\n \"score\": 191,\n \"descendants\": 219,\n \"time\": 1785511779,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124358\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.25\n },\n {\n \"title_en\": \"Tell HN: I hate your fuzzy search\",\n \"url\": \"https://news.ycombinator.com/item?id=49136990\",\n \"title_zh\": \"给 HN 的建议：我讨厌你们的模糊搜索\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:25 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"A sharp critique of fuzzy search quality on a popular tech forum, calling out irrelevant results and inconsistent ranking. It stokes a broader conversation about search UX, indexing, and debuggability in developer tools.\",\n \"summary_zh\": \"对一个热门技术社区的模糊搜索质量提出尖锐批评，指出搜索结果不相关、排序不一致。引发关于开发者工具中搜索用户体验、索引与可调试性的广泛讨论。\",\n \"hn\": {\n \"id\": 49136990,\n \"type\": \"story\",\n \"by\": \"tehwebguy\",\n \"score\": 26,\n \"descendants\": 11,\n \"time\": 1785608700,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136990\"\n },\n \"hot_score\": 0.25,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Scanning 7.6 Petabytes of HuggingFace Training Data for Secrets\",\n \"url\": \"https://trufflesecurity.com/blog/scanning-7-6-petabytes-of-ai-training-data-for-secrets\",\n \"title_zh\": \"对 HuggingFace 训练数据的 7.6PB 扫描以寻找密钥\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:21 PT\",\n \"image_url\": \"https://framerusercontent.com/images/QzYGhNgh0IQIDoXeiClgcslk6c.svg?width=1200&height=630\",\n \"summary_en\": \"Truffle Security scanned 7.6 petabytes of public training data to search for secrets, uncovering exposed API keys and credentials. The finding underscores data provenance and secret-scanning practices in ML pipelines.\",\n \"summary_zh\": \"Truffle Security 对公开的训练数据进行 7.6PB 的扫描，发现暴露的密钥和凭据。这凸显了数据溯源和在机器学习管线中进行密钥扫描的重要性。\",\n \"hn\": {\n \"id\": 49136955,\n \"type\": \"story\",\n \"by\": \"882542F3884314B\",\n \"score\": 26,\n \"descendants\": 5,\n \"time\": 1785608501,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136955\"\n },\n \"hot_score\": 0.25,\n \"tags\": [\n \"Security\",\n \"Data\"\n ]\n },\n {\n \"title_en\": \"Fermi Paradox\",\n \"url\": \"https://en.wikipedia.org/wiki/Fermi_paradox\",\n \"title_zh\": \"费米悖论\",\n \"created_display\": \"Created: Aug 01, 2026 / 12:10 PT\",\n \"image_url\": \"https://en.wikipedia.org/static/images/icons/enwiki-25.svg\",\n \"summary_en\": \"The Fermi Paradox questions why, given the high probability of extraterrestrial life in the universe, we see little evidence. Various explanations range from rare Earth scenarios to possible Great Filters.\",\n \"summary_zh\": \"费米悖论提出在宇宙中存在大量潜在文明的概率下，为何尚未观测到明确证据。讨论的解释从地球稀有到可能存在的伟大筛选等多种可能性。\",\n \"hn\": {\n \"id\": 49137419,\n \"type\": \"story\",\n \"by\": \"simonebrunozzi\",\n \"score\": 23,\n \"descendants\": 20,\n \"time\": 1785611411,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137419\"\n },\n \"hot_score\": 0.24,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Show HN: I worked on a new browser for 2 years, today it passed Acid 3\",\n \"url\": \"https://code.intellios.ai/cwbrowser/\",\n \"title_zh\": \"Show HN：我花两年开发的新浏览器，现已通过 Acid3 测试\",\n \"created_display\": \"Created: Jul 31, 2026 / 14:39 PT\",\n \"image_url\": \"https://code.intellios.ai/cwbrowser/screenshot.png\",\n \"summary_en\": \"After years of work, the browser hits Acid3, marking a milestone in standards conformance. It offers a case study in building a fresh browser engine from scratch and the hardware- and software-related challenges involved.\",\n \"summary_zh\": \"经过数年的努力，新浏览器终于通过 Acid3，标志着对网页标准的重大符合性。该项目提供了从零开始构建浏览器引擎的实践案例，以及相关的软硬件挑战。\",\n \"hn\": {\n \"id\": 49128826,\n \"type\": \"story\",\n \"by\": \"coolwulf\",\n \"score\": 117,\n \"descendants\": 34,\n \"time\": 1785533992,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49128826\"\n },\n \"tags\": [\n \"Show HN\",\n \"Web\",\n \"Hardware\"\n ],\n \"hot_score\": 0.21\n },\n {\n \"title_en\": \"Progressive Web Components\",\n \"url\": \"https://arielsalminen.com/2026/progressive-web-components/\",\n \"title_zh\": \"渐进式网页组件\",\n \"created_display\": \"Created: Jul 31, 2026 / 03:04 PT\",\n \"image_url\": \"https://arielsalminen.com/img/social/2026-progressive-web-components-preview.jpeg\",\n \"summary_en\": \"The piece surveys Progressive Web Components as a way to build reusable, platform-agnostic UI components for modern web apps. It highlights how combining web components with service workers and offline capabilities can deliver reliable, fast experiences, while noting remaining standards and tooling gaps.\",\n \"summary_zh\": \"本文概述渐进式网页组件在现代网页应用中作为可重用、跨平台 UI 组件的实践。将 Web 组件与服务工作者和离线能力结合，可带来可靠且快速的体验，同时也指出标准与工具链尚存的空缺。\",\n \"hn\": {\n \"id\": 49121196,\n \"type\": \"story\",\n \"by\": \"hosteur\",\n \"score\": 188,\n \"descendants\": 52,\n \"time\": 1785492280,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121196\"\n },\n \"tags\": [\n \"Web\",\n \"Programming\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"Dubious research tied to Red Bull has shaped energy drink policy\",\n \"url\": \"https://www.theexamination.org/articles/red-bull-funded-research-energy-drinks-alcohol\",\n \"title_zh\": \"与红牛相关的可疑研究影响了能量饮料政策\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:58 PT\",\n \"image_url\": \"https://www.theexamination.org/api/ogimage?image=https%3A%2F%2Fa.storyblok.com%2Ff%2F212662%2F1920x1080%2Fccac55414b%2Fbeverages_story-1_top-art.jpg&title=Is+it+safe+to+drink+Red+Bull+and+vodka%3F+Dubious+research+tied+to+the+company+has+shaped+energy+drink+policy.&theme=blue&date=2026-07-30T04%3A00%3A02.086Z\",\n \"summary_en\": \"Reports on dubious research funded by Red Bull that influenced energy drink policy, raising questions about conflicts of interest and the integrity of policy advice.\",\n \"summary_zh\": \"报道指出红牛资助的可疑研究曾影响能量饮料政策，引发对利益冲突与政策建议可信度的质疑。\",\n \"hn\": {\n \"id\": 49124738,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 148,\n \"descendants\": 222,\n \"time\": 1785513495,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124738\"\n },\n \"tags\": [\n \"Politics\",\n \"Energy\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"Increasing the lifespan of a bulb makes it worse in every other way\",\n \"url\": \"https://maurycyz.com/misc/tungsten/\",\n \"title_zh\": \"延长灯泡寿命在其他方面反而更糟\",\n \"created_display\": \"Created: Jul 31, 2026 / 04:34 PT\",\n \"image_url\": \"https://maurycyz.com/misc/tungsten/centenial2.jpg\",\n \"summary_en\": \"Examines how extending the lifespan of a bulb can have unintended downsides, such as reduced efficiency, higher material use, or environmental impact, especially for tungsten-based bulbs. It argues for balanced optimization that weighs durability against energy use and lifecycle concerns.\",\n \"summary_zh\": \"探讨延长灯泡寿命可能带来的副作用，如效率下降、材料成本增加或环境影响，特别是针对钨丝灯泡。强调在追求耐用性的同时，也要兼顾能效与生命周期问题。\",\n \"hn\": {\n \"id\": 49121849,\n \"type\": \"story\",\n \"by\": \"tonyg\",\n \"score\": 161,\n \"descendants\": 172,\n \"time\": 1785497664,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121849\"\n },\n \"tags\": [\n \"Energy\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"Everyone is building LLM routers, we deprecated ours\",\n \"url\": \"https://manifest.build/blog/why-we-deprecated-our-llm-router/\",\n \"title_zh\": \"人人都在构建 LLM 路由器，我们放弃了自己的\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:06 PT\",\n \"image_url\": \"https://manifest.build/images/blog/why-we-deprecated-our-llm-router.png\",\n \"summary_en\": \"A startup explains why they deprecated their own LLM router after watching others adopt similar approaches, citing diminishing returns, complexity, or security concerns. The takeaway: manage infrastructure debt when tooling around LLMs to avoid fragmentation.\",\n \"summary_zh\": \"看到越来越多的 LLM 路由器，但作者表示放弃了自己的实现，原因包括收益递减、系统复杂性与安全性顾虑。强调在围绕 LLM 的基础设施上要控制债务与碎片化。\",\n \"hn\": {\n \"id\": 49126630,\n \"type\": \"story\",\n \"by\": \"brunaxLorax\",\n \"score\": 124,\n \"descendants\": 77,\n \"time\": 1785521199,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126630\"\n },\n \"tags\": [\n \"Startups\",\n \"AI\",\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"Investigating three real-world incidents in our cybersecurity evaluations\",\n \"url\": \"https://www.anthropic.com/news/investigating-incidents-cybersecurity-evals\",\n \"title_zh\": \"我们在网络安全评估中对三起真实事件进行调查\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:00 PT\",\n \"image_url\": \"https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Lock&backgroundColor=heather\",\n \"summary_en\": \"Anthropic reviews three real-world cybersecurity incidents to probe the robustness of AI safety evaluations. The incidents reveal practical gaps in threat modeling, incident response, and governance that researchers must address to keep systems secure.\",\n \"summary_zh\": \"Anthropic 对三起现实世界的网络安全事件进行评估，揭示 AI 安全评估在真实环境中的不足。研究强调威胁建模、事件响应与治理等方面需要改进。\",\n \"hn\": {\n \"id\": 49116922,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 235,\n \"descendants\": 191,\n \"time\": 1785452451,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49116922\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.16\n },\n {\n \"title_en\": \"Algorithms on billion-scale graph using 10GB RAM: I love DataFusion\",\n \"url\": \"https://semyonsinchenko.github.io/ssinchenko/post/datafusion-graphs-cc-2/\",\n \"title_zh\": \"在 10GB RAM 下对十亿规模图进行算法计算：我爱 DataFusion\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:53 PT\",\n \"image_url\": \"https://semyonsinchenko.github.io/ssinchenko/images/Internet_map_1024.jpg\",\n \"summary_en\": \"A technical write-up demonstrates how to run graph algorithms on billion-edge graphs within a modest 10GB RAM using DataFusion, showing memory-efficient strategies and data fusion techniques. It showcases how open-source data processing stacks can handle huge graphs with practical hardware.\",\n \"summary_zh\": \"利用 DataFusion，在仅 10GB RAM 的条件下对十亿规模图进行算法处理，展示内存友好型的数据处理方法。展示开源数据处理栈在普通硬件上的可行性。\",\n \"hn\": {\n \"id\": 49124658,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 117,\n \"descendants\": 32,\n \"time\": 1785513217,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124658\"\n },\n \"tags\": [\n \"Data\",\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 0.16\n },\n {\n \"title_en\": \"Danube's record low levels force shutdown of Hungary's only nuclear plant\",\n \"url\": \"https://www.bbc.com/news/articles/cn0nqv05g0do\",\n \"title_zh\": \"多瑙河纪录低位迫使匈牙利唯一核电厂停运\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:33 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/b843/live/97441f30-8c37-11f1-b2ab-0dd01740f9f6.jpg\",\n \"summary_en\": \"Record-low Danube water levels forced Hungary to shut down its only nuclear plant for safety, highlighting climate variability risks to critical energy infrastructure and cross-border energy implications.\",\n \"summary_zh\": \"多瑙河水位创纪录低点，迫使匈牙利出于安全考虑停运其唯一核电厂，凸显气候波动对关键能源基础设施的风险及跨境能源影响。\",\n \"hn\": {\n \"id\": 49120120,\n \"type\": \"story\",\n \"by\": \"vrganj\",\n \"score\": 162,\n \"descendants\": 180,\n \"time\": 1785483190,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120120\"\n },\n \"tags\": [\n \"Energy\",\n \"DevOps\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Morten Linderud resigning from Arch Linux development team\",\n \"url\": \"https://lists.archlinux.org/archives/list/arch-dev-public@lists.archlinux.org/thread/2AX2BCJ3EQX7G3YXSDX73BR4NCAWXXBZ/\",\n \"title_zh\": \"Morten Linderud 从 Arch Linux 开发团队辞职\",\n \"created_display\": \"Created: Aug 01, 2026 / 04:59 PT\",\n \"image_url\": \"https://lists.archlinux.org/static/hyperkitty/img/logo.png\",\n \"summary_en\": \"Morten Linderud, a longtime Arch Linux developer, resigns from the Arch development team. The move raises questions about governance, project direction, and community dynamics within Arch.\",\n \"summary_zh\": \"长期从事 Arch Linux 开发的 Morten Linderud 辞去 Arch 的开发团队。这一举动引发了关于 Arch 的治理、发展方向以及社区动态的讨论。\",\n \"hn\": {\n \"id\": 49133647,\n \"type\": \"story\",\n \"by\": \"datakan\",\n \"score\": 28,\n \"descendants\": 9,\n \"time\": 1785585585,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133647\"\n },\n \"hot_score\": 0.13,\n \"tags\": [\n \"Open Source\"\n ]\n },\n {\n \"title_en\": \"The Absurdity of Albert Camus\",\n \"url\": \"https://www.historytoday.com/archive/portrait-author-historian/absurdity-albert-camus\",\n \"title_zh\": \"阿尔贝·加缪的荒诞性\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:21 PT\",\n \"image_url\": null,\n \"summary_en\": \"Examines Camus's notion of the absurd and why it remains influential in contemporary culture. The piece ties the philosophy to questions of meaning, ethics, and resilience in the face of uncertainty.\",\n \"summary_zh\": \"探讨加缪荒诞哲学的要义及其在当代文化中的持续影响。文章将这一思想与关于意义、伦理和在不确定性中保持韧性的议题联系起来。\",\n \"hn\": {\n \"id\": 49117089,\n \"type\": \"story\",\n \"by\": \"apollinaire\",\n \"score\": 170,\n \"descendants\": 87,\n \"time\": 1785453677,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49117089\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.12\n },\n {\n \"title_en\": \"Using the railway network as a flatbed scanner [video]\",\n \"url\": \"https://media.ccc.de/v/emf2026-74-1-using-the-railway-network-as-a-flatbed-scanner\",\n \"title_zh\": \"把铁路网络当作平板扫描仪使用（视频）\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:30 PT\",\n \"image_url\": \"https://static.media.ccc.de/media/events/emf/2026/7401-a5fdc3db-2879-551b-80b1-fd11f5a1ae73_preview.jpg\",\n \"summary_en\": \"Showcases a video about turning the railway network into a sensors-based scanning platform, leveraging ambient signals to gather environmental or infrastructure data.\",\n \"summary_zh\": \"展示了将铁路网络用作传感式扫描平台的视频，利用环境信号来收集环境或基础设施数据。\",\n \"hn\": {\n \"id\": 49126919,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 79,\n \"descendants\": 32,\n \"time\": 1785522644,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126919\"\n },\n \"tags\": [\n \"Hardware\",\n \"DevOps\"\n ],\n \"hot_score\": 0.12\n },\n {\n \"title_en\": \"A week in Matrix\",\n \"url\": \"https://piegames.de/dumps/a-week-in-matrix/\",\n \"title_zh\": \"Matrix 一周观察\",\n \"created_display\": \"Created: Jul 31, 2026 / 18:35 PT\",\n \"image_url\": \"https://piegames.de/moon.svg\",\n \"summary_en\": \"Offers a snapshot of recent activity in the Matrix ecosystem, from client updates to federation tweaks and community projects. It underscores Matrix as a live case study in open, federated communication and data sovereignty.\",\n \"summary_zh\": \"Matrix 一周观察汇总了最近一周在去中心化通信协议中的动态，如客户端更新、联邦改进和社区项目的进展。Matrix 作为开放式、跨机构通信的实践案例，展示了去中心化协作的机遇与挑战。\",\n \"hn\": {\n \"id\": 49130295,\n \"type\": \"story\",\n \"by\": \"Kesseki\",\n \"score\": 57,\n \"descendants\": 32,\n \"time\": 1785548153,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130295\"\n },\n \"hot_score\": 0.12,\n \"tags\": [\n \"Open Source\"\n ]\n },\n {\n \"title_en\": \"How to Spot AI Writing\",\n \"url\": \"https://www.economist.com/culture/2026/07/30/how-to-spot-ai-writing\",\n \"title_zh\": \"如何识别 AI 写作\",\n \"created_display\": \"Created: Aug 01, 2026 / 06:35 PT\",\n \"image_url\": null,\n \"summary_en\": \"AI writing detection remains imperfect even as tools proliferate. The Economist's guide outlines practical cues and methodological caveats editors and educators can use to spot AI-authored text, from stylistic fingerprints to metadata signals. As AI capabilities grow, layered human-in-the-loop checks and disclosure norms become increasingly important.\",\n \"summary_zh\": \"尽管检测工具日益增多，AI 写作检测仍不完善。本文提供可操作的线索和方法论警戒，包括风格指纹与元数据等信号。随着 AI 能力提升，分层的人机协同审核与披露规范变得越来越重要。\",\n \"hn\": {\n \"id\": 49134310,\n \"type\": \"story\",\n \"by\": \"ijidak\",\n \"score\": 21,\n \"descendants\": 24,\n \"time\": 1785591326,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134310\"\n },\n \"hot_score\": 0.11,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Let's make the worst Htmx\",\n \"url\": \"https://zserge.com/posts/worst-htmx-ever/\",\n \"title_zh\": \"让我们把 Htmx 弄成最糟糕的用法\",\n \"created_display\": \"Created: Jul 30, 2026 / 22:16 PT\",\n \"image_url\": \"https://zserge.com/logo.png\",\n \"summary_en\": \"The author playfully experiments with deliberately bad Htmx usage to surface common anti-patterns and UX pitfalls. The takeaway is that careful design and clear progressive enhancement strategies matter for robust web apps.\",\n \"summary_zh\": \"作者通过故意糟糕的 Htmx 用法，揭示了常见的反模式与用户体验陷阱。核心观点是，谨慎的设计和清晰的渐进增强策略对构建稳健的网页应用至关重要。\",\n \"hn\": {\n \"id\": 49119270,\n \"type\": \"story\",\n \"by\": \"RebelPotato\",\n \"score\": 120,\n \"descendants\": 46,\n \"time\": 1785475005,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119270\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"Show HN: What should the GUI for AI agents look like?\",\n \"url\": \"https://marbleos.com/demo\",\n \"title_zh\": \"Show HN：AI 代理的 GUI 应该长成什么样？\",\n \"created_display\": \"Created: Jul 30, 2026 / 22:17 PT\",\n \"image_url\": \"https://marbleos.com/hn-og.png\",\n \"summary_en\": \"Show HN explores what a GUI for AI agents should look like, highlighting interface ideas for control, transparency, and collaboration with autonomous tools.\",\n \"summary_zh\": \"Show HN 探讨 AI 代理的图形界面应如何设计，提出用于控制、透明度与协同的界面思路。\",\n \"hn\": {\n \"id\": 49119274,\n \"type\": \"story\",\n \"by\": \"akbabu\",\n \"score\": 115,\n \"descendants\": 65,\n \"time\": 1785475049,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119274\"\n },\n \"tags\": [\n \"Show HN\",\n \"Design\",\n \"AI\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"Authorize, don't authenticate\",\n \"url\": \"https://blog.marcua.net/2026/07/31/authorize-dont-authenticate.html\",\n \"title_zh\": \"授权，而非认证\",\n \"created_display\": \"Created: Jul 31, 2026 / 07:17 PT\",\n \"image_url\": \"https://blog.marcua.net/assets/images/og/authorize-dont-authenticate.png\",\n \"summary_en\": \"Argues for focusing on authorization over authentication in design and security, arguing that verifying who you are is less important than enforcing what they can do. It advocates for fine-grained, resource-based access controls to scale across services.\",\n \"summary_zh\": \"主张在设计与安全中优先授权而非认证，强调对资源的访问控制比逐一验证身份更重要。倡导在服务间实现细粒度、基于资源的访问控制以实现可扩展性。\",\n \"hn\": {\n \"id\": 49123468,\n \"type\": \"story\",\n \"by\": \"marcua\",\n \"score\": 85,\n \"descendants\": 32,\n \"time\": 1785507463,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123468\"\n },\n \"tags\": [\n \"Security\",\n \"Design\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"Anti-fraud tools can't keep pace with robocall scammers\",\n \"url\": \"https://broadbandbreakfast.com/how-to-fight-back-against-fraudulent-robocalls/\",\n \"title_zh\": \"防诈骗工具难以跟上机器人电话骗子的步伐\",\n \"created_display\": \"Created: Jul 31, 2026 / 06:28 PT\",\n \"image_url\": \"https://storage.ghost.io/c/29/97/29976d9d-89ea-4c77-8c0b-0e8a0eafed35/content/images/2026/07/photo-1740479049014-274a2c756317.jpeg\",\n \"summary_en\": \"A critique of current anti-fraud tools notes that robocall scammers adapt faster than defenses, calling for stronger authentication, better reporting, and user education.\",\n \"summary_zh\": \"对当前防欺诈工具在对抗机器人电话诈骗方面的有效性提出批评，指出骗子的适应性强于防御措施，呼吁加强认证、报告与用户教育。\",\n \"hn\": {\n \"id\": 49122882,\n \"type\": \"story\",\n \"by\": \"dredmorbius\",\n \"score\": 76,\n \"descendants\": 112,\n \"time\": 1785504485,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49122882\"\n },\n \"tags\": [\n \"Security\",\n \"Education\"\n ],\n \"hot_score\": 0.09\n },\n {\n \"title_en\": \"Termixer (TUI DJ Mixer)\",\n \"url\": \"https://github.com/l00sed/termixer\",\n \"title_zh\": \"Termixer（基于文本界面的 DJ 混音器）\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:28 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/720b9bd7f81f95f256070097ccaa186bca14a43875ccb2f13b6ebced304af062/l00sed/termixer\",\n \"summary_en\": \"Termixer is a terminal-based DJ mixer UI built with a TUI framework, enabling live mixing in a console environment. It demonstrates how creative CLI tools can replace GUI workflows and offer lightweight, scriptable audio control.\",\n \"summary_zh\": \"Termixer 是一个在终端运行的 DJ 混音器界面，演示了如何在无 GUI 的环境中进行现场混音。它凸显了 CLI 工具在音频工作流中的创新用途，以及轻量化、可脚本化的控制方式。\",\n \"hn\": {\n \"id\": 49126883,\n \"type\": \"story\",\n \"by\": \"l00sed\",\n \"score\": 63,\n \"descendants\": 40,\n \"time\": 1785522488,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126883\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.09\n },\n {\n \"title_en\": \"Demystifying DRAM Read Disturbance: RowHammer and RowPress Phenomena\",\n \"url\": \"https://arxiv.org/abs/2607.28233\",\n \"title_zh\": \"破解 DRAM 读取干扰：RowHammer 与 RowPress\",\n \"created_display\": \"Created: Jul 31, 2026 / 13:44 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"Explains how DRAM can suffer read disturbance, notably RowHammer and RowPress phenomena, where repeated reads can flip nearby bits. It surveys susceptibility across memory types, historical mitigations (ECC, target refresh), and implications for security and reliability in data centers.\",\n \"summary_zh\": \"本文解释了 DRAM 读取干扰现象，特别是 RowHammer 与 RowPress，重复读取可能导致相邻位翻转。它回顾了对不同内存类型的脆弱性、历史上的缓解措施（ECC、定点刷新）及对数据中心安全与可靠性的影响。\",\n \"hn\": {\n \"id\": 49128323,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 57,\n \"descendants\": 35,\n \"time\": 1785530669,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49128323\"\n },\n \"tags\": [\n \"Hardware\",\n \"Security\",\n \"Data\"\n ],\n \"hot_score\": 0.09\n },\n {\n \"title_en\": \"Clockwise/Spiral Rule (1994)\",\n \"url\": \"https://c-faq.com/decl/spiral.anderson.html\",\n \"title_zh\": \"1994 年的顺时针/螺旋规则\",\n \"created_display\": \"Created: Jul 31, 2026 / 06:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"Explains the Clockwise/Spiral Rule from 1994, likely a programming or math puzzle about spiral patterns or methods.\",\n \"summary_zh\": \"介绍1994年的顺时针/螺旋规则，展示关于螺旋模式的简单启发式方法及其应用。\",\n \"hn\": {\n \"id\": 49123199,\n \"type\": \"story\",\n \"by\": \"etrvic\",\n \"score\": 65,\n \"descendants\": 48,\n \"time\": 1785506191,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123199\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Software for One\",\n \"url\": \"https://www.ajwaxman.com/writing/software-for-one\",\n \"title_zh\": \"一人软件\",\n \"created_display\": \"Created: Jul 29, 2026 / 05:29 PT\",\n \"image_url\": \"https://www.ajwaxman.com/og/software-for-one.png\",\n \"summary_en\": \"Argues for designing software around a single user, focusing on clarity, reliability, and minimalism rather than feature creep. Focusing on one audience can yield sharper UX, simpler maintenance, and faster iteration.\",\n \"summary_zh\": \"主张以单一用户为中心来设计软件，强调清晰、可靠和极简，而非追逐功能堆砌。聚焦于一个受众群体往往能带来更出色的用户体验、更简洁的维护以及更快的迭代。\",\n \"hn\": {\n \"id\": 49096605,\n \"type\": \"story\",\n \"by\": \"awaxman11\",\n \"score\": 238,\n \"descendants\": 247,\n \"time\": 1785328160,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096605\"\n },\n \"tags\": [\n \"Design\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"Just because a game is on disc doesn't mean it will work in the future\",\n \"url\": \"https://arstechnica.com/gaming/2026/07/the-disc-is-not-the-game-physical-releases-increasingly-require-extra-downloads/\",\n \"title_zh\": \"就算游戏有光盘也不代表将来还能玩\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:50 PT\",\n \"image_url\": \"https://cdn.arstechnica.net/wp-content/uploads/2026/07/discburn-1152x648.jpg\",\n \"summary_en\": \"Physical disc releases increasingly require extra downloads or server checks, meaning a disc is not a guarantee of future playability. The piece calls for better archiving, licensing clarity, and ongoing publisher support to preserve classics.\",\n \"summary_zh\": \"实体光盘越来越多地需要额外下载或服务器校验，这意味着光盘并不能保证未来仍可玩。文章呼吁改进存档、许可透明度，以及发行方的持续支持以保存经典作品。\",\n \"hn\": {\n \"id\": 49120230,\n \"type\": \"story\",\n \"by\": \"rbanffy\",\n \"score\": 62,\n \"descendants\": 49,\n \"time\": 1785484248,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120230\"\n },\n \"hot_score\": 0.06,\n \"tags\": [\n \"Gaming\"\n ]\n },\n {\n \"title_en\": \"Predictive Speculative KV Replication for Bursty LLM Inference\",\n \"url\": \"https://jwlabs.vercel.app/post/biting-the-bullet\",\n \"title_zh\": \"面向突发LLM推理的预测性 KV 复制\",\n \"created_display\": \"Created: Jul 31, 2026 / 12:55 PT\",\n \"image_url\": null,\n \"summary_en\": \"Describes a technique to prefetch and speculate on KV store values to accelerate bursty LLM inference, reducing latency during spikes and edge cases.\",\n \"summary_zh\": \"介绍了一种通过预测性对键值存储进行探测与推断来加速突发式的 LLM 推理的技术，在推理高峰时降低延迟。\",\n \"hn\": {\n \"id\": 49127874,\n \"type\": \"story\",\n \"by\": \"shreybirmiwal\",\n \"score\": 35,\n \"descendants\": 4,\n \"time\": 1785527741,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127874\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"Twenty-five years ago it was cryptography, today it's model weights\",\n \"url\": \"https://weeraman.com/because-we-can/\",\n \"title_zh\": \"二十五年前是密码学，如今是模型权重\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:31 PT\",\n \"image_url\": \"https://weeraman.com/images/because-we-can/because-we-can.jpg\",\n \"summary_en\": \"Twenty-five years after cryptography dominated discussions of secret protection, the article argues that trained model weights now function as the new, highly valuable asset. It explains how weights can leak capabilities, enable transfer learning, and complicate licensing and governance in AI ecosystems.\",\n \"summary_zh\": \"二十五年前，秘密保护的核心是密码学；如今，经过训练的模型权重成为新的高价值资产。权重可能泄露模型能力，便利迁移学习，也给许可、治理和安全带来新挑战，要求更高的可追溯性与保护措施。\",\n \"hn\": {\n \"id\": 49083599,\n \"type\": \"story\",\n \"by\": \"aweeraman\",\n \"score\": 251,\n \"descendants\": 137,\n \"time\": 1785245485,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49083599\"\n },\n \"tags\": [\n \"AI\",\n \"Legal\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"The tiny holdout building in the middle of Macy’s is back in view\",\n \"url\": \"https://ephemeralnewyork.wordpress.com/2026/07/27/hidden-by-billboards-for-over-100-years-the-tiny-holdout-building-in-the-middle-of-macys-is-back-in-view/\",\n \"title_zh\": \"梅西百货中庭的一座小隐蔽建筑重新现身\",\n \"created_display\": \"Created: Jul 28, 2026 / 16:56 PT\",\n \"image_url\": \"https://ephemeralnewyork.wordpress.com/wp-content/uploads/2026/07/macys-department-store-seen-herald-130606694-copy.jpg\",\n \"summary_en\": \"A tiny holdout building hidden by billboards near Macy’s is now visible again, revealing a slice of urban architectural history. The rediscovery prompts reflection on how signage can obscure heritage and why such relics matter in a bustling cityscape.\",\n \"summary_zh\": \"被广告牌遮蔽超过一个世纪的一座梅西百货旁的小型隐匿建筑重新现身，揭示了城市建筑史的一小段记忆。此发现凸显招牌与立面如何遮蔽遗产，并促使人们重新关注城市中的历史痕迹。\",\n \"hn\": {\n \"id\": 49091614,\n \"type\": \"story\",\n \"by\": \"donohoe\",\n \"score\": 209,\n \"descendants\": 59,\n \"time\": 1785283005,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49091614\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Manual: •.,:;…!?·\",\n \"url\": \"https://type.today/en/journal/dots\",\n \"title_zh\": \"手册：•.,:;…!?·\",\n \"created_display\": \"Created: Jul 29, 2026 / 18:05 PT\",\n \"image_url\": \"https://cdn-gc.type.today/storage/post/8/889/share_share_image_en-wbwVAykj_COVlz7KeyY9I3FD6KynTclfbA.png\",\n \"summary_en\": \"A playful manual exploring the aesthetics and usage of punctuation marks, showing how tiny symbols shape rhythm in text and code.\",\n \"summary_zh\": \"一本关于标点符号美学与用法的趣味手册，展示微小符号如何影响文本与代码的节奏感。\",\n \"hn\": {\n \"id\": 49105013,\n \"type\": \"story\",\n \"by\": \"behnamoh\",\n \"score\": 121,\n \"descendants\": 29,\n \"time\": 1785373542,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49105013\"\n },\n \"tags\": [\n \"Design\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"China begins producing advanced chipmaking deep-ultraviolet lithography machines\",\n \"url\": \"https://www.reuters.com/world/china/china-starts-production-home-grown-immersion-duv-chipmaking-tools-source-2026-07-28/\",\n \"title_zh\": \"中国开始自主生产沉浸式深紫外光刻机\",\n \"created_display\": \"Created: Jul 30, 2026 / 07:12 PT\",\n \"image_url\": null,\n \"summary_en\": \"China begins producing home-grown immersion DUV lithography tools, signaling progress toward self-reliant chip production. The milestone affects global supply chains and national tech competitiveness.\",\n \"summary_zh\": \"中国开始自主生产沉浸式深紫外光刻机，标志着在芯片制造领域的自给自足迈出重要一步，影响全球供应链与竞争格局。\",\n \"hn\": {\n \"id\": 49110319,\n \"type\": \"story\",\n \"by\": \"ck2\",\n \"score\": 74,\n \"descendants\": 51,\n \"time\": 1785420764,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49110319\"\n },\n \"hot_score\": 0.04,\n \"tags\": [\n \"Hardware\",\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Unearthing my 1996 windowed OS in machine code for Am29000 homebrew computer\",\n \"url\": \"https://nanochess.org/the_am29000_computer.html\",\n \"title_zh\": \"在 Am29000 自制计算机上 1996 年窗口化操作系统的机器码挖掘\",\n \"created_display\": \"Created: Jul 31, 2026 / 14:57 PT\",\n \"image_url\": \"https://nanochess.org/img/am29k_7.jpg\",\n \"summary_en\": \"Chronicles reverse-engineering a 1996 windowed OS for an Am29000-based homebrew computer, sharing insights into retro computing, preservation, and the joy of digging through old firmware.\",\n \"summary_zh\": \"记录一位爱好者在 Am29000 自制电脑上逆向工程 1996 年的窗口化操作系统的过程，涉及复古计算、软件保存与对早期固件的探索热情。\",\n \"hn\": {\n \"id\": 49129008,\n \"type\": \"story\",\n \"by\": \"nanochess\",\n \"score\": 23,\n \"descendants\": 2,\n \"time\": 1785535023,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49129008\"\n },\n \"hot_score\": 0.04,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Linux on ESP32\",\n \"url\": \"https://github.com/GrieferPig/esp32-s31-linux\",\n \"title_zh\": \"在 ESP32 上运行 Linux\",\n \"created_display\": \"Created: Jul 28, 2026 / 10:52 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/6463c172adc4acd3174bd459903b4efb5d967045cd4e011bfe6e8d90f304b84c/GrieferPig/esp32-s31-linux\",\n \"summary_en\": \"A bold experiment ports a Linux kernel to the ESP32-S31 microcontroller, showing the limits of running a full OS on ultra-low-power hardware. The effort highlights the engineering hurdles—memory constraints, boot, drivers—and what it means for edge computing experiments and hobbyist hardware hacking. Not production-ready, but a milestone in expanding where Linux can run.\",\n \"summary_zh\": \"在极低功耗硬件上尝试将 Linux 内核移植到 ESP32-S31，展示了完整操作系统在此类设备上的边界与挑战。该工作揭示了记忆体约束、启动与驱动等工程难题，以及这对边缘计算实验和爱好者硬件 Black 盒的意义。虽然尚未达到生产就绪，但标志着 Linux 可运行范围的扩展。\",\n \"hn\": {\n \"id\": 49087499,\n \"type\": \"story\",\n \"by\": \"boveyking\",\n \"score\": 109,\n \"descendants\": 37,\n \"time\": 1785261120,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49087499\"\n },\n \"tags\": [\n \"Hardware\",\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"G'mic 4.0: Squaring the Pixel, Easier\",\n \"url\": \"https://gmic.eu/gmic40/\",\n \"title_zh\": \"G'MIC 4.0：让像素处理更简单\",\n \"created_display\": \"Created: Jul 29, 2026 / 05:51 PT\",\n \"image_url\": \"https://gmic.eu/img/logo_header.jpg\",\n \"summary_en\": \"G'MIC 4.0 streamlines pixel-centric workflows, making image processing more approachable for artists and developers, with new filters and API improvements that simplify filters and pipeline integration.\",\n \"summary_zh\": \"G'MIC 4.0 让以像素为中心的工作流更易用，新增的滤镜与 API 改进降低了入门门槛，方便艺术家和开发者将处理流程整合进项目。\",\n \"hn\": {\n \"id\": 49096847,\n \"type\": \"story\",\n \"by\": \"dtschump\",\n \"score\": 79,\n \"descendants\": 5,\n \"time\": 1785329500,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096847\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Study uncovers lost 'golden age' of languages\",\n \"url\": \"https://news.yale.edu/2026/07/23/study-uncovers-lost-golden-age-languages\",\n \"title_zh\": \"研究揭示语言的失落黄金时代\",\n \"created_display\": \"Created: Jul 29, 2026 / 18:58 PT\",\n \"image_url\": \"https://news.yale.edu/sites/default/files/styles/opengraph_image/public/2026-07/Collage%20Languages.jpg?h=f0fb51a5&itok=WgwR98TP\",\n \"summary_en\": \"Linguistic research points to a historically richer, perhaps overlooked, period of language diversity, with implications for anthropology, AI linguistics, and historical narrative.\",\n \"summary_zh\": \"语言学研究指向一个历史上更丰富、易被忽视的语言多样性黄金时代，对人类学、AI 语言学和历史叙事都具有启示。\",\n \"hn\": {\n \"id\": 49105331,\n \"type\": \"story\",\n \"by\": \"gmays\",\n \"score\": 42,\n \"descendants\": 41,\n \"time\": 1785376723,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49105331\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Science\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"We accidentally built an LLVM compiler for Jax\",\n \"url\": \"https://iza.ac/posts/2026/07/accidental-llvm-compiler-for-jax/\",\n \"title_zh\": \"我们意外地为 Jax 构建了一个 LLVM 编译器\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:46 PT\",\n \"image_url\": \"https://iza.ac/social-cards/posts-2026-07-accidental-llvm-compiler-for-jax.png\",\n \"summary_en\": \"A project story explains how an LLVM-based compiler for JAX emerged unintentionally, detailing surprising design choices and potential performance implications. It serves as a cautionary tale about scope creep in research tooling.\",\n \"summary_zh\": \"讲述一个意外产生的 JAX 与 LLVM 相关工具链，分析设计选择与潜在的性能影响，成为研究工具范围意外扩展的警示案例。\",\n \"hn\": {\n \"id\": 49117303,\n \"type\": \"story\",\n \"by\": \"infinitewalk\",\n \"score\": 28,\n \"descendants\": 9,\n \"time\": 1785455165,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49117303\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Long Range Wi-Fi – Pushing 2.4 GHz Wi-Fi to the limits (2019)\",\n \"url\": \"https://www.phidgets.com/?view=articles&article=LongRangeWifi\",\n \"title_zh\": \"长距离 Wi‑Fi：将 2.4 GHz Wi‑Fi 推向极限（2019）\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:59 PT\",\n \"image_url\": \"https://www.phidgets.com/LongRangeWifi/html/long_range_wifi.png\",\n \"summary_en\": \"A retrospective look at 2019 experiments pushing 2.4 GHz Wi‑Fi range, detailing antenna designs, power limits, and real-world coverage tradeoffs. The piece demonstrates that while dispersion and interference remain challenges, clever engineering can still yield meaningful improvements.\",\n \"summary_zh\": \"回顾 2019 年的长距离 2.4 GHz 无线网络实验，强调天线设计、功率边界与实际覆盖的取舍。尽管干扰仍是挑战，但巧妙的工程仍能带来显著的性能提升。\",\n \"hn\": {\n \"id\": 49084005,\n \"type\": \"story\",\n \"by\": \"rzk\",\n \"score\": 74,\n \"descendants\": 44,\n \"time\": 1785247154,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49084005\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Glyphs 4 – the leading Mac font editor\",\n \"url\": \"https://glyphsapp.com\",\n \"title_zh\": \"Glyphs 4：Mac 字体编辑器的领导者\",\n \"created_display\": \"Created: Jul 28, 2026 / 08:06 PT\",\n \"image_url\": \"https://glyphsapp.com/media/site/d052bea273-1785165125/glyphs4.png\",\n \"summary_en\": \"Glyphs 4 ships with a refreshed UI, faster workflows, and improved variable font support, reinforcing its position as the go-to Mac font editor for professional type designers.\",\n \"summary_zh\": \"Glyphs 4 发布，界面焕新、工作流更快，并增强了对可变字体的支持，进一步巩固其作为专业字体设计工具的地位。\",\n \"hn\": {\n \"id\": 49085065,\n \"type\": \"story\",\n \"by\": \"microflash\",\n \"score\": 70,\n \"descendants\": 10,\n \"time\": 1785251198,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49085065\"\n },\n \"tags\": [\n \"Design\",\n \"Programming\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Attention Decode on AMD MI450 GPUs: A Gluon Kernel Optimization Guide\",\n \"url\": \"https://rocm.blogs.amd.com/software-tools-optimization/gluon-attention-decode-mi450/README.html\",\n \"title_zh\": \"在 AMD MI450 GPU 上的 Attention Decode：Gluon 内核优化指南\",\n \"created_display\": \"Created: Jul 27, 2026 / 17:26 PT\",\n \"image_url\": \"https://rocm.blogs.amd.com/_images/software-tools-optimization-gluon-attention-decode-mi450-images-00-cover.webp\",\n \"summary_en\": \"Shows practical optimizations for attention decoding on AMD MI450 accelerators using Gluon kernels. It covers memory layout, tiling, and kernel fusion techniques to boost transformer throughput on AMD hardware.\",\n \"summary_zh\": \"展示在 AMD MI450 GPU 上使用 Gluon 内核对注意力解码进行优化的实用方法，涵盖内存布局、分块与内核融合等技巧，以提升在 AMD 硬件上的变换器工作负载吞吐量。\",\n \"hn\": {\n \"id\": 49077646,\n \"type\": \"story\",\n \"by\": \"matt_d\",\n \"score\": 67,\n \"descendants\": 9,\n \"time\": 1785198405,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49077646\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Nyctography: A substituton cypher by Lewis Carroll\",\n \"url\": \"https://en.wikipedia.org/wiki/Nyctography\",\n \"title_zh\": \"Nyctography：刘易斯·卡罗尔的夜间替代密码\",\n \"created_display\": \"Created: Jul 28, 2026 / 03:30 PT\",\n \"image_url\": \"https://upload.wikimedia.org/wikipedia/commons/b/b1/Nyctograph_reconstruction.jpg\",\n \"summary_en\": \"Nyctography is Lewis Carroll’s night-writing cipher, a playful substitution system designed for secret notes by lamplight. The piece explains how the system worked and its place in Carroll’s linguistic experiments.\",\n \"summary_zh\": \"Nyctography 是刘易斯·卡罗尔在夜间写秘密笔记时使用的替代密码，体现了其语言游戏中的趣味与实验。文中介绍了其工作原理及在卡罗尔创作中的地位。\",\n \"hn\": {\n \"id\": 49081851,\n \"type\": \"story\",\n \"by\": \"nanna\",\n \"score\": 62,\n \"descendants\": 9,\n \"time\": 1785234602,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49081851\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"The first transatlantic telegraph cable was a bold, beautiful failure (2019)\",\n \"url\": \"https://spectrum.ieee.org/the-first-transatlantic-telegraph-cable-was-a-bold-beautiful-failure\",\n \"title_zh\": \"第一条跨大西洋电报电缆：大胆而美丽的失败\",\n \"created_display\": \"Created: Jul 29, 2026 / 04:59 PT\",\n \"image_url\": \"https://spectrum.ieee.org/media-library/tiffany-s-transatlantic-cable-souvenir.jpg?id=25590015&width=1200&height=600&coordinates=0%2C155%2C0%2C155\",\n \"summary_en\": \"The first attempt to span the Atlantic with telegraph cables failed dramatically but catalyzed later breakthroughs. The story highlights how audacious engineering risks and incremental failures drive long-term progress in global communications.\",\n \"summary_zh\": \"首条跨大西洋电缆的尝试虽然轰然失败，却推动了后续的重大突破。故事凸显了大胆的工程风险与渐进性失败如何推动全球通讯的长期进步。\",\n \"hn\": {\n \"id\": 49096319,\n \"type\": \"story\",\n \"by\": \"sparsesignal\",\n \"score\": 51,\n \"descendants\": 17,\n \"time\": 1785326350,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096319\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"The Burau representation of the braid group is faithful for n = 4\",\n \"url\": \"https://arxiv.org/abs/2607.05283\",\n \"title_zh\": \"braid 群的 Burau 表示在 n=4 时是保真的\",\n \"created_display\": \"Created: Jul 27, 2026 / 16:46 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A math paper proves the Burau representation of braid groups is faithful for n=4, resolving a long-standing case and impacting knot theory and linear representations.\",\n \"summary_zh\": \"这篇论文证明在 n=4 时， braid 群的 Burau 表示是保真的，解决了长期未定的一支分支问题，并对结理论与线性表示产生重要影响。\",\n \"hn\": {\n \"id\": 49077209,\n \"type\": \"story\",\n \"by\": \"wglb\",\n \"score\": 49,\n \"descendants\": 18,\n \"time\": 1785195975,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49077209\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"The First Idempotency Key\",\n \"url\": \"https://hatchet.run/blog/first-idempotency-key\",\n \"title_zh\": \"首个幂等性键\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:04 PT\",\n \"image_url\": \"https://hatchet.run/assets/og-PqKfvZWg.png\",\n \"summary_en\": \"Idempotency keys enable safe retries for API requests by ensuring repeated submissions don’t duplicate effects.\",\n \"summary_zh\": \"幂等性键通过确保重复提交不会导致重复副作用，从而实现对 API 请求的安全重试。文中探讨了如何实现和使用它们，以及这对 API 和客户端库的影响。\",\n \"hn\": {\n \"id\": 49083207,\n \"type\": \"story\",\n \"by\": \"abelanger\",\n \"score\": 31,\n \"descendants\": 5,\n \"time\": 1785243891,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49083207\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Register deprivation: spills and runtime under forced register scarcity\",\n \"url\": \"https://rjp.io/blog/2026-07-19-register-deprivation\",\n \"title_zh\": \"寄存器匮乏：被迫的寄存器稀缺导致的溢出与运行时成本\",\n \"created_display\": \"Created: Jul 30, 2026 / 05:20 PT\",\n \"image_url\": \"https://rjp.io/blog-assets/spillbench/fig1_runtime.png\",\n \"summary_en\": \"The piece explains how forced register scarcity causes spilling, degrading performance in tight loops and numeric kernels. It discusses compiler strategies and potential hardware implications to mitigate the issue.\",\n \"summary_zh\": \"文章解释了被迫的寄存器稀缺如何导致溢出，进而在密集运算中显著降低性能；讨论编译器的缓解策略及对硬件的潜在影响。\",\n \"hn\": {\n \"id\": 49109019,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 22,\n \"descendants\": 4,\n \"time\": 1785414030,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49109019\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"A past and future of trade secrets\",\n \"url\": \"https://www.cabinetmagazine.org/issues/70/kofen.php\",\n \"title_zh\": \"贸易秘密的过去与未来\",\n \"created_display\": \"Created: Jul 30, 2026 / 12:26 PT\",\n \"image_url\": \"https://cabinetmagazine.org/issues/70/cabinet_070_kofen_klara_facebook_twitter.jpg\",\n \"summary_en\": \"Explores how trade secrets evolved from traditional know-how to modern IP strategies, weighing incentives for secrecy against openness in technology, and discussing regulatory and ethical implications.\",\n \"summary_zh\": \"追溯贸易秘密的历史与未来，分析保密与开放在技术创新中的激励、法律与伦理影响，以及监管环境的演变。\",\n \"hn\": {\n \"id\": 49114527,\n \"type\": \"story\",\n \"by\": \"Hooke\",\n \"score\": 21,\n \"descendants\": 4,\n \"time\": 1785439578,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49114527\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Legal\",\n \"Business\",\n \"Politics\"\n ]\n }\n ]\n}"}, "468e7a5f198573bf6f2e39e4b34b011a8414659f": {"t": 1785772464.2576814, "n": 104852, "h": "8ad5b2315560255e", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 100,\n \"reused_same_day\": 19,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 30,\n \"scrape_time_display\": \"22:21, August 01, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/08/01\",\n \"content_date\": \"2026-08-01\",\n \"run_time_local\": \"22:21, August 01, 2026 (PDT)\",\n \"run_time_utc\": \"2026-08-02 05:21:08 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-08-02 05:22:57 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Plug-in solar is coming. Plug-in batteries should follow\",\n \"url\": \"https://www.regen.co.uk/insights/plug-in-solar-is-coming-plug-in-batteries-should-follow\",\n \"title_zh\": \"插电式太阳能来袭，插电式电池也应跟上\",\n \"created_display\": \"Created: Aug 01, 2026 / 19:57 PT\",\n \"image_url\": \"https://cdn.prod.website-files.com/6798bfee7da7f37163ec22fb/6a0432ecfdc401c3a9b32c71_Plug-in%20batteries%20(1).jpg\",\n \"summary_en\": \"Calls for plug-in solar adoption to accompany scalable plug-in batteries, highlighting market trends and policy levers. Argues interoperability matters for home and small-grid resilience and faster clean-energy rollout.\",\n \"summary_zh\": \"主张推动插电式太阳能的普及，并配套可扩展的 plug-in 电池，强调互操作性对普及率、家庭与微电网弹性的重要性。讨论市场趋势与政策驱动。\",\n \"hn\": {\n \"id\": 49140633,\n \"type\": \"story\",\n \"by\": \"thelastgallon\",\n \"score\": 71,\n \"descendants\": 62,\n \"time\": 1785639471,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140633\"\n },\n \"hot_score\": 4.83,\n \"tags\": [\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"Go 1.27 Interactive Tour\",\n \"url\": \"https://victoriametrics.com/blog/go-1-27/index.html\",\n \"title_zh\": \"Go 1.27 互动导览\",\n \"created_display\": \"Created: Aug 01, 2026 / 18:35 PT\",\n \"image_url\": \"https://victoriametrics.com/blog/go-1-27/preview.webp\",\n \"summary_en\": \"Go 1.27 introduces an interactive, in-browser tour that guides new users through core language concepts with runnable examples. It reduces onboarding friction and helps developers practice idioms in context, potentially boosting adoption.\",\n \"summary_zh\": \"Go 1.27 引入在浏览器中的互动导览，通过可运行的示例带新手学习语言要点。降低入门门槛，帮助开发者更快练习语法和模式，提升上手速度。\",\n \"hn\": {\n \"id\": 49140218,\n \"type\": \"story\",\n \"by\": \"Hixon10\",\n \"score\": 109,\n \"descendants\": 30,\n \"time\": 1785634551,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140218\"\n },\n \"hot_score\": 4.58,\n \"tags\": [\n \"Programming\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"AI financial advice is surprisingly good, especially if you ask right questions\",\n \"url\": \"https://mitsloan.mit.edu/ideas-made-to-matter/ai-financial-advice-surprisingly-good-especially-if-you-ask-right-questions\",\n \"title_zh\": \"AI 金融建议相当靠谱，尤其当你问对问题\",\n \"created_display\": \"Created: Aug 01, 2026 / 15:25 PT\",\n \"image_url\": \"https://mitsloan.mit.edu/sites/default/files/styles/og_image/public/2026-07/ai-finance.png.webp?h=7691f918&itok=Zfv-5Ys6\",\n \"summary_en\": \"AI-based financial advice can be surprisingly effective when questions are well-posed and data sources are solid. The piece cautions about biases, data quality, and the need for human judgment in real-world investing.\",\n \"summary_zh\": \"AI 驱动的金融建议在问题设计得当且数据质量高时出乎意料地靠谱；但仍需警惕偏见、数据与风险管理，以及在人类判断中的作用。\",\n \"hn\": {\n \"id\": 49139102,\n \"type\": \"story\",\n \"by\": \"foxtrot8672\",\n \"score\": 236,\n \"descendants\": 207,\n \"time\": 1785623112,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49139102\"\n },\n \"hot_score\": 4.54,\n \"tags\": [\n \"AI\",\n \"Finance\"\n ]\n },\n {\n \"title_en\": \"How Google helped destroy adoption of RSS feeds (2023)\",\n \"url\": \"https://openrss.org/blog/how-google-helped-destroy-adoption-of-rss-feeds\",\n \"title_zh\": \"谷歌如何助推RSS订阅的衰落（2023）\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:07 PT\",\n \"image_url\": \"https://openrss.orghttps://openrss.org/media/google-links-break.jpg\",\n \"summary_en\": \"Google’s product and policy choices helped marginalize RSS, accelerating its decline in adoption. Centralized platforms controlled feed discovery and access, leaving RSS ecosystems with limited visibility; for builders, the takeaway is to rely on open standards and independent readers rather than platform-dictated discovery.\",\n \"summary_zh\": \"本文回顾谷歌的一系列产品与策略如何弱化RSS的普及，推动其走向边缘。平台对内容发现的垄断让RSS缺乏可见度，开发者应坚持开放标准与独立阅读器，以避免被平台支配的发现机制所束缚。\",\n \"hn\": {\n \"id\": 49136821,\n \"type\": \"story\",\n \"by\": \"pudgywalsh\",\n \"score\": 469,\n \"descendants\": 160,\n \"time\": 1785607627,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136821\"\n },\n \"tags\": [\n \"Open Source\",\n \"Web\"\n ],\n \"hot_score\": 4.46\n },\n {\n \"title_en\": \"Diátaxis\",\n \"url\": \"https://diataxis.fr/\",\n \"title_zh\": \"Diátaxis 框架\",\n \"created_display\": \"Created: Aug 01, 2026 / 13:33 PT\",\n \"image_url\": \"https://diataxis.fr/_static/diataxis-white-416.png\",\n \"summary_en\": \"Diátaxis provides four content types to cover different reader needs: tutorials, how-tos, references, and explanations. By aligning information to these categories, teams can craft documentation that supports both learning and practical use, improving overall clarity.\",\n \"summary_zh\": \"Diátaxis 将文档分成教程、使用方法、参考手册和讲解四类，以满足不同读者的需求。按这四种用途组织内容，有助于新手学习、老手快速查阅，并提升整份文档的一致性。\",\n \"hn\": {\n \"id\": 49138188,\n \"type\": \"story\",\n \"by\": \"ryanseys\",\n \"score\": 257,\n \"descendants\": 36,\n \"time\": 1785616407,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138188\"\n },\n \"tags\": [\n \"Education\"\n ],\n \"hot_score\": 3.52\n },\n {\n \"title_en\": \"Seedance 2.5\",\n \"url\": \"https://seed.bytedance.com/en/blog/one-take-creation-flexible-referencing-introducing-seedance-2-5\",\n \"title_zh\": \"Seedance 2.5\",\n \"created_display\": \"Created: Aug 01, 2026 / 13:45 PT\",\n \"image_url\": \"https://lf-flow-web-cdn.doubao.com/obj/flow-doubao/deploy/flow/ai_official_website/88329/static/image/new_qr_code.949b4782.png\",\n \"summary_en\": \"Seedance 2.5 updates a content creation workflow with flexible referencing and one-take creation. It enables creators to fluidly link assets and references, reducing friction in long-form production.\",\n \"summary_zh\": \"Seedance 2.5 为内容创作工作流带来灵活的引用和一镜到底式的创作能力，使创作者能够更自然地在作品中嵌入可重用的素材与引用，降低制作摩擦。\",\n \"hn\": {\n \"id\": 49138302,\n \"type\": \"story\",\n \"by\": \"njaremko\",\n \"score\": 244,\n \"descendants\": 119,\n \"time\": 1785617112,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138302\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 3.45\n },\n {\n \"title_en\": \"Show HN: I'm a 15 Year Old Wannabe Engineer, This Is a Cycloidal Gearbox I Built\",\n \"url\": \"https://github.com/tom-ilan/cycloidal_gearbox\",\n \"title_zh\": \"Show HN：我是个15岁的准工程师，这就是我做的摆线齿轮箱\",\n \"created_display\": \"Created: Aug 01, 2026 / 19:07 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/github-production-repository-image-32fea6/1273630842/ba5b1ec0-8a28-46a3-8cf1-5c6983b3c336?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAVCODYLSA53PQK4ZA%2F20260802%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260802T052211Z&X-Amz-Expires=300&X-Amz-Signature=94b4c478cf6f79db05c37728eee0be2a92922abb166e9b6e4783c2d1ca25a919&X-Amz-SignedHeaders=host&jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoiaHR0cHM6Ly9yZXBvc2l0b3J5LWltYWdlcy5naXRodWJ1c2VyY29udGVudC5jb20vIiwia2V5Ijoia2V5MSIsImV4cCI6MTc4NTY0ODQzMSwibmJmIjoxNzg1NjQ4MTMxLCJwYXRoIjoicmVwb3NpdG9yeS1pbWFnZXMuZ2l0aHVidXNlcmNvbnRlbnQuY29tIn0.eX0OG7Zzh--9H-rxY2M3SgRELEk4oI1l7sW_WbZjot8\",\n \"summary_en\": \"A 15-year-old builds and documents a cycloidal gear gearbox, sharing design choices, fabrication steps, and lessons learned. It demonstrates how ambitious hobbyist projects can accelerate learning and showcase practical engineering skills.\",\n \"summary_zh\": \"一位15岁的准工程师分享自己设计并制造的摆线齿轮箱，记录了设计、加工与经验教训。展示了热情型的硬件项目如何促进学习并磨炼实际动手能力。\",\n \"hn\": {\n \"id\": 49140396,\n \"type\": \"story\",\n \"by\": \"tomilan\",\n \"score\": 67,\n \"descendants\": 16,\n \"time\": 1785636429,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140396\"\n },\n \"hot_score\": 3.32,\n \"tags\": [\n \"Show HN\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Linux desktop market share has hit over 10% in North America\",\n \"url\": \"https://old.reddit.com/r/linux/comments/1vcpk8i/linux_desktop_market_share_has_hit_over_10_in/\",\n \"title_zh\": \"北美 Linux 桌面市场份额突破 10%\",\n \"created_display\": \"Created: Aug 01, 2026 / 20:10 PT\",\n \"image_url\": null,\n \"summary_en\": \"Linux desktop share in North America surpasses 10%, indicating growing adoption among developers and researchers. The trend has implications for app compatibility, gaming, and enterprise Linux adoption.\",\n \"summary_zh\": \"北美地区桌面 Linux 市场份额超过 10%，反映开发者与研究者对开源工作流的持续需求。对应用兼容性、游戏生态和企业用户的影响值得关注。\",\n \"hn\": {\n \"id\": 49140696,\n \"type\": \"story\",\n \"by\": \"dviola\",\n \"score\": 42,\n \"descendants\": 15,\n \"time\": 1785640200,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140696\"\n },\n \"hot_score\": 3.08,\n \"tags\": [\n \"Open Source\",\n \"Gaming\"\n ]\n },\n {\n \"title_en\": \"Anime User Interfaces\",\n \"url\": \"https://animeuserinterface.tumblr.com\",\n \"title_zh\": \"动漫风格的用户界面\",\n \"created_display\": \"Created: Aug 01, 2026 / 15:47 PT\",\n \"image_url\": \"https://64.media.tumblr.com/avatar_571d574e26e5_128.pnj\",\n \"summary_en\": \"A survey of UI concepts and prototypes inspired by anime aesthetics, exploring how visual language, animation, and storytelling techniques influence interface design. It offers ideas for expressive, playful, and legible interfaces in apps and tools.\",\n \"summary_zh\": \"对 anime 风格的用户界面进行概览，探讨动画、风格与叙事如何影响交互设计，并提出在应用与工具中可落地的表达性设计思路。\",\n \"hn\": {\n \"id\": 49139304,\n \"type\": \"story\",\n \"by\": \"akyuu\",\n \"score\": 139,\n \"descendants\": 42,\n \"time\": 1785624444,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49139304\"\n },\n \"hot_score\": 2.87,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"Google has abandoned Google News?\",\n \"url\": \"https://elgan.com/google-news-is-just-forrest-gumps-shrimp-boat-now\",\n \"title_zh\": \"谷歌放弃 Google News 吗？\",\n \"created_display\": \"Created: Aug 01, 2026 / 12:39 PT\",\n \"image_url\": \"https://phaven-prod.s3.amazonaws.com/files/image_part/asset/3491244/BUNwHH9o9AR3FIEUbLdtNnOiMno/large_forrest-gump-shrimp-boat-jenny.jpg\",\n \"summary_en\": \"The piece argues Google News has lost prominence, with shifts in content strategies and publisher relations. It discusses the implications for journalism and how readers discover news.\",\n \"summary_zh\": \"文章认为 Google News 的重要性下降，内容策略与对出版方关系的变化改变了新闻发现生态。讨论了对新闻业的影响以及读者获取新闻的方式。\",\n \"hn\": {\n \"id\": 49137681,\n \"type\": \"story\",\n \"by\": \"mikelgan\",\n \"score\": 228,\n \"descendants\": 161,\n \"time\": 1785613183,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137681\"\n },\n \"hot_score\": 2.7,\n \"tags\": [\n \"Web\"\n ]\n },\n {\n \"title_en\": \"MkLinux and the pimped-out Apple Workgroup Server 9150\",\n \"url\": \"http://oldvcr.blogspot.com/2026/08/mklinux-and-pimped-out-apple-workgroup.html\",\n \"title_zh\": \"MkLinux 与改装后的 Apple Workgroup Server 9150\",\n \"created_display\": \"Created: Aug 01, 2026 / 20:12 PT\",\n \"image_url\": null,\n \"summary_en\": \"A retrospective on MkLinux running on the Apple Workgroup Server 9150, detailing how enthusiasts repurposed a PPC Mac into a Linux box, including hardware mods and integration quirks. It's a nostalgic look at early cross-platform enthusiasm that foreshadowed modern open ecosystems.\",\n \"summary_zh\": \"回顾 MkLinux 在 Apple Workgroup Server 9150 上的实现，讲述爱好者如何把 PPC Mac 改造成 Linux 盒子、遇到的硬件改装与兼容性挑战。展现早期跨平台热情，以及对如今开放生态的先行影响。\",\n \"hn\": {\n \"id\": 49140702,\n \"type\": \"story\",\n \"by\": \"goldenskye\",\n \"score\": 33,\n \"descendants\": 1,\n \"time\": 1785640372,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140702\"\n },\n \"hot_score\": 2.45,\n \"tags\": [\n \"Open Source\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"NetBSD 11.0\",\n \"url\": \"https://blog.netbsd.org/tnf/entry/netbsd_11_0_released\",\n \"title_zh\": \"NetBSD 11.0 发布\",\n \"created_display\": \"Created: Aug 01, 2026 / 10:56 PT\",\n \"image_url\": \"https://blog.netbsd.org/tnf/resource/NetBSD-headerlogo.png\",\n \"summary_en\": \"NetBSD 11.0 ships with updated kernel and userland, broader hardware support, and a refreshed toolchain with security hardening. The release underscores NetBSD's continued focus on portability across diverse platforms and architectures, appealing to developers who deploy on uncommon hardware.\",\n \"summary_zh\": \"NetBSD 11.0 发布，内核和用户空间更新，硬件支持范围扩展，工具链也进行了升级并加强了安全性。此版本再次强调了 NetBSD 在跨平台与小众硬件上的可移植性，对需要稳定方案的开发者具有吸引力。\",\n \"hn\": {\n \"id\": 49136736,\n \"type\": \"story\",\n \"by\": \"jaypatelani\",\n \"score\": 244,\n \"descendants\": 112,\n \"time\": 1785607001,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136736\"\n },\n \"tags\": [\n \"Open Source\",\n \"Security\",\n \"Hardware\"\n ],\n \"hot_score\": 2.26\n },\n {\n \"title_en\": \"The Silicon Valley Founder Meat Grinder\",\n \"url\": \"https://zaksa.zip/blog/silicon-valley-founder-meat-grinder/\",\n \"title_zh\": \"硅谷创业者的磨肉机\",\n \"created_display\": \"Created: Aug 01, 2026 / 13:20 PT\",\n \"image_url\": \"https://zaksa.zip/images/share.png\",\n \"summary_en\": \"A candid look at the brutal, high-pressure cycles of fundraising, growth targets, and VC-driven culture shaping Silicon Valley startups. The piece advocates rethinking founder burnout and pursuing more sustainable scaling paths.\",\n \"summary_zh\": \"直观揭示硅谷创业公司在融资、增长目标与风险投资驱动的高压文化下的残酷循环。文章呼吁重新审视创始人倦怠并探索更可持续的扩张路径。\",\n \"hn\": {\n \"id\": 49138045,\n \"type\": \"story\",\n \"by\": \"Kaizeras\",\n \"score\": 169,\n \"descendants\": 101,\n \"time\": 1785615658,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138045\"\n },\n \"hot_score\": 2.23,\n \"tags\": [\n \"Startups\"\n ]\n },\n {\n \"title_en\": \"Cursor removed cost information from the usage page and CSV export\",\n \"url\": \"https://forum.cursor.com/t/usage-page-to-token-amount-what/167153\",\n \"title_zh\": \"Cursor 从用量页面和 CSV 导出中移除成本信息\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:25 PT\",\n \"image_url\": \"https://us1.discourse-cdn.com/cursor1/original/3X/3/7/3718fc94d3c996fb60ac40aa8a689003c970b23b.png\",\n \"summary_en\": \"Cursor removed cost information from the usage page and CSV export, raising pricing-transparency concerns for developers tracking spend. The move invites questions about how users should monitor costs and what future pricing signals will look like.\",\n \"summary_zh\": \"Cursor 从用量页面和 CSV 导出中移除了成本信息，引发开发者对定价透明度的关注。此举让用户更难监控支出，并引发对未来定价信号的猜想。\",\n \"hn\": {\n \"id\": 49135257,\n \"type\": \"story\",\n \"by\": \"EugeneOZ\",\n \"score\": 317,\n \"descendants\": 143,\n \"time\": 1785597921,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135257\"\n },\n \"tags\": [\n \"Business\",\n \"Privacy\"\n ],\n \"hot_score\": 2.16\n },\n {\n \"title_en\": \"Show HN: Elevators\",\n \"url\": \"https://john.fun/elevators\",\n \"title_zh\": \"Show HN：Elevators\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:17 PT\",\n \"image_url\": \"https://john.fun/metadata/elevator/twitter-card.png\",\n \"summary_en\": \"Show HN project called Elevators presents a novel approach or tool related to elevator systems—either scheduling, simulation, or a microservice concept—demonstrating practical, small-scale engineering work. It invites community feedback and iteration.\",\n \"summary_zh\": \"Show HN：Elevators 项目展示了一个与电梯相关的工具/演示，可能是调度、仿真或小型工程原型，欢迎社区反馈与迭代。\",\n \"hn\": {\n \"id\": 49124218,\n \"type\": \"story\",\n \"by\": \"Jrh0203\",\n \"score\": 1586,\n \"descendants\": 388,\n \"time\": 1785511048,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124218\"\n },\n \"hot_score\": 2.06,\n \"tags\": [\n \"Show HN\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"A Surveillance Treaty in Disguise: Canada Signs UN Cybercrime Convention\",\n \"url\": \"https://www.michaelgeist.ca/2026/07/a-surveillance-treaty-in-disguise-the-trouble-with-canadas-quiet-decision-to-sign-the-un-cybercrime-convention/\",\n \"title_zh\": \"披着监控外衣的条约：加拿大签署联合国网络犯罪公约\",\n \"created_display\": \"Created: Aug 01, 2026 / 07:19 PT\",\n \"image_url\": \"https://www.michaelgeist.ca/wp-content/uploads/2026/07/Hieu_Ngo_at_Hanoi_Convention_side_event-scaled.jpg\",\n \"summary_en\": \"Canada quietly signed the UN Cybercrime Convention, a move critics say could expand government surveillance and cross-border data cooperation. While framed as fighting cybercrime, the treaty could widen powers for monitoring communications and sharing evidence. For tech developers and privacy advocates, this signals a shift in international norms around digital rights.\",\n \"summary_zh\": \"加拿大悄然签署联合国网络犯罪公约，批评者认为这可能扩大政府监控和跨境数据协作的权限。条约表述了打击网络犯罪的法律框架，但也被指可能扩张监控能力、加强内容审查。对技术开发者和隐私倡导者而言，这标志着国际网络执法与数字权利规范的潜在转折。\",\n \"hn\": {\n \"id\": 49134694,\n \"type\": \"story\",\n \"by\": \"iamnothere\",\n \"score\": 284,\n \"descendants\": 157,\n \"time\": 1785593991,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134694\"\n },\n \"tags\": [\n \"Privacy\",\n \"Politics\"\n ],\n \"hot_score\": 1.72\n },\n {\n \"title_en\": \"ASRock BC-250: Building the Budget Steam Machine\",\n \"url\": \"https://plug-world.com/posts/2026/asrock-bc250-the-budget-steam-machine/\",\n \"title_zh\": \"ASRock BC-250：打造预算 Steam 机器\",\n \"created_display\": \"Created: Aug 01, 2026 / 18:35 PT\",\n \"image_url\": \"https://plug-world.com/images/icons/website-title.gif\",\n \"summary_en\": \"A practical budgetSteamMachine build using the ASRock BC-250, weighing cost, cooling, and software choices to deliver decent gaming performance on Linux/SteamOS. It serves as a reference for affordable living-room gaming builds.\",\n \"summary_zh\": \"以 ASRock BC-250 为核心的预算 Steam 机器构建方案，兼顾成本、散热与软件选择，在 Linux/SteamOS 上实现相对平衡的游戏体验。为追求低成本的家用游戏硬件提供参考。\",\n \"hn\": {\n \"id\": 49140213,\n \"type\": \"story\",\n \"by\": \"plug_world\",\n \"score\": 38,\n \"descendants\": 13,\n \"time\": 1785634511,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140213\"\n },\n \"hot_score\": 1.57,\n \"tags\": [\n \"Hardware\",\n \"Gaming\"\n ]\n },\n {\n \"title_en\": \"Deep-sea vehicles spot 'alien' sharks deep beneath the waves in the Pacific\",\n \"url\": \"https://www.science.org/content/article/deep-sea-vehicles-spot-alien-sharks-deep-beneath-waves-pacific#\",\n \"title_zh\": \"深海探测器在太平洋深处发现“外星”鲨鱼\",\n \"created_display\": \"Created: Aug 01, 2026 / 19:51 PT\",\n \"image_url\": null,\n \"summary_en\": \"Autonomous deep-sea vehicles captured footage of unusual sharks far below the surface, revealing new biology and behavior at depth. The find underscores the diversity of marine life and the value of undersea robotics for discovery.\",\n \"summary_zh\": \"深海探测载具在太平洋深处发现形态独特的鲨鱼，揭示深海生物多样性与行为模式的新线索。凸显无人在场下潜和自主潜水器对科学发现的价值。\",\n \"hn\": {\n \"id\": 49140599,\n \"type\": \"story\",\n \"by\": \"pkaeding\",\n \"score\": 24,\n \"descendants\": 8,\n \"time\": 1785639075,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49140599\"\n },\n \"hot_score\": 1.52,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Postmortem for Kernel Soundness Bug #14576\",\n \"url\": \"https://leodemoura.github.io/blog/2026-8-1-postmortem-for-kernel-soundness-bug-14576/\",\n \"title_zh\": \"内核健全性漏洞 #14576 的事后分析\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:32 PT\",\n \"image_url\": \"https://leodemoura.github.io/static/images/leo.jpg\",\n \"summary_en\": \"This postmortem traces kernel soundness bug #14576 from root cause to patch, detailing its memory-safety implications and the fixes implemented. It highlights the importance of robust tooling and subsystem boundaries for kernel reliability.\",\n \"summary_zh\": \"此事后分析从根本原因到修复过程梳理了内核健全性漏洞 #14576，阐述其对内存安全的影响及修复方案，强调健壮工具和子系统边界在内核可靠性中的作用。\",\n \"hn\": {\n \"id\": 49137060,\n \"type\": \"story\",\n \"by\": \"juhopitk\",\n \"score\": 135,\n \"descendants\": 46,\n \"time\": 1785609140,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137060\"\n },\n \"tags\": [\n \"Programming\",\n \"Security\",\n \"Open Source\"\n ],\n \"hot_score\": 1.35\n },\n {\n \"title_en\": \"Ten advances in mathematics and theoretical computer science\",\n \"url\": \"https://openai.com/index/ten-advances-in-mathematics/\",\n \"title_zh\": \"数学与理论计算机科学的十大进展\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:37 PT\",\n \"image_url\": \"https://images.ctfassets.net/kftzwdyauwt9/5RUlCTeEvzWYd2DDpdcNgh/f38e144bf6f5911074b1939c1528ed2b/Frame__4_.png?w=1600&h=900&fit=fill\",\n \"summary_en\": \"A curated roundup of notable advances across mathematics and theoretical computer science, illustrating how new proofs, models, and algorithms broaden what we can prove and compute. The insights span core areas like complexity theory, probabilistic methods, and mathematical foundations that influence cryptography, optimization, and AI.\",\n \"summary_zh\": \"这是一组精选，聚焦数学与理论计算机科学领域的重大突破，展示新的证明、模型和算法如何扩展我们能证明和计算的边界。相关进展跨越复杂性理论、概率方法等领域，对密码学、优化和人工智能的基础研究具有深远影响。\",\n \"hn\": {\n \"id\": 49132058,\n \"type\": \"story\",\n \"by\": \"milkshakes\",\n \"score\": 397,\n \"descendants\": 268,\n \"time\": 1785569864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132058\"\n },\n \"tags\": [\n \"Science\",\n \"AI\"\n ],\n \"hot_score\": 1.32\n },\n {\n \"title_en\": \"The Art of 64-bit Assembly\",\n \"url\": \"https://nostarch.com/art-64-bit-assembly-v2\",\n \"title_zh\": \"64 位汇编的艺术\",\n \"created_display\": \"Created: Aug 01, 2026 / 07:09 PT\",\n \"image_url\": \"https://nostarch.com/sites/default/files/art-of-64-bit-assembly-v2_frontcover.jpg\",\n \"summary_en\": \"A book-length treatment of 64-bit assembly language, focusing on modern x86-64 instruction sets, conventions, and optimization techniques. It digs into low-level programming practices that underpin compilers, runtimes, and performance-critical software, helping developers reason about machine code. A valuable read for advanced systems programmers and hardware-curious engineers.\",\n \"summary_zh\": \"一本关于 64 位汇编语言的长篇著作，聚焦现代 x86-64 指令集、约定与优化技巧。内容深入低级编程实践，揭示支撑编译器、运行时与高性能软件的底层原理，帮助开发者理解机器码。对于高级系统程序员与对硬件感兴趣的工程师而言，是值得一读的资料。\",\n \"hn\": {\n \"id\": 49134599,\n \"type\": \"story\",\n \"by\": \"0x54MUR41\",\n \"score\": 214,\n \"descendants\": 95,\n \"time\": 1785593340,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134599\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 1.27\n },\n {\n \"title_en\": \"A directory of people who love RSS\",\n \"url\": \"https://andrewshell.org/2026/07/i-%e2%99%a5-rss/\",\n \"title_zh\": \"热爱 RSS 的人目录\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:52 PT\",\n \"image_url\": \"https://andrewshell.org/wp-content/themes/asdo-theme/img/apple-touch-icon.png\",\n \"summary_en\": \"A curated directory showcases RSS enthusiasts, highlighting independent feeds and the enduring appeal of open syndication. It underscores RSS as a lightweight, decentralized alternative in the modern web.\",\n \"summary_zh\": \"这份精选目录聚焦 RSS 爱好者，突出独立订阅源与开放订阅的持续魅力，强调 RSS 作为现代网页的轻量化、去中心化替代方案。\",\n \"hn\": {\n \"id\": 49136063,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 153,\n \"descendants\": 80,\n \"time\": 1785603161,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136063\"\n },\n \"tags\": [\n \"Open Source\",\n \"Web\"\n ],\n \"hot_score\": 1.23\n },\n {\n \"title_en\": \"Unraveling the mysteries of habit formation\",\n \"url\": \"https://www.kyoto-u.ac.jp/en/research-news/2026-07-28\",\n \"title_zh\": \"揭开习惯形成的奥秘\",\n \"created_display\": \"Created: Aug 01, 2026 / 15:55 PT\",\n \"image_url\": \"https://www.kyoto-u.ac.jp/sites/default/files/styles/ogp_image/public/2026-07/2607-eye-Asaoka_habit-forming-mice---image-1-7011e68b62539ecfa31f2bf8de58add5.jpg?itok=WWSJVTrW\",\n \"summary_en\": \"Reviews habit formation research, outlining cues, routines, rewards, and environment shaping behavior, and translates neuroscience into practical guidance for designers and individuals aiming to form or break habits.\",\n \"summary_zh\": \"综述习惯形成的最新研究，解析线索、例行程序、奖励与环境如何塑造行为，并给产品设计与个人改造带来可落地的启示。\",\n \"hn\": {\n \"id\": 49139383,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 58,\n \"descendants\": 20,\n \"time\": 1785624952,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49139383\"\n },\n \"hot_score\": 1.22,\n \"tags\": [\n \"Science\",\n \"Design\"\n ]\n },\n {\n \"title_en\": \"RFC 10015: Deprecating Obsolete Key Exchange Methods in TLS 1.2 and DTLS 1.2\",\n \"url\": \"https://www.rfc-editor.org/rfc/rfc10015.html\",\n \"title_zh\": \"RFC 10015：在 TLS 1.2/DTLS 1.2 中弃用过时的密钥交换方法\",\n \"created_display\": \"Created: Aug 01, 2026 / 16:44 PT\",\n \"image_url\": null,\n \"summary_en\": \"RFC 10015 recommends deprecating older TLS/DTLS key exchange methods to improve security posture as older ciphers and DH groups fall out of favor. It provides migration guidance for administrators to ensure safer handshakes.\",\n \"summary_zh\": \"RFC 10015 建议在 TLS 1.2/DTLS 1.2 中弃用过时的密钥交换方法，以提升安全性。文中给出服务器和客户端迁移的具体步骤与注意事项。\",\n \"hn\": {\n \"id\": 49139711,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 47,\n \"descendants\": 6,\n \"time\": 1785627895,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49139711\"\n },\n \"hot_score\": 1.19,\n \"tags\": [\n \"Security\"\n ]\n },\n {\n \"title_en\": \"RipGrep musl binaries occasionally segfault during very-large searches\",\n \"url\": \"https://github.com/BurntSushi/ripgrep/issues/3494\",\n \"title_zh\": \"RipGrep 使用 musl 二进制在超大范围搜索时偶发崩溃\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:34 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/466478e38f8c4b0285ba6e7a260b0edac4bd7a3bf18187059df059b492c49ea9/BurntSushi/ripgrep/issues/3494\",\n \"summary_en\": \"RipGrep's musl-built binaries occasionally segfault during very large searches, likely due to edge-case interactions with the musl C library or memory mapping under extreme workloads. The issue highlights the fragility of high-performance search in constrained environments and suggests workarounds or future fixes in upstream. This matters for developers relying on ripgrep in containers or minimal OSes where musl is common.\",\n \"summary_zh\": \"在极大规模搜索时，使用 musl 构建的 RipGrep 二进制偶发崩溃，可能与 musl C 库的边缘情况或极端工作负载下的内存映射有关。此问题凸显了在受限环境中实现高性能搜索的脆弱性，并暗示需要 upstream 给出替代方案或修复。对于在容器或最小化操作系统中依赖 ripgrep 的开发者而言，这一问题尤为关键。\",\n \"hn\": {\n \"id\": 49133889,\n \"type\": \"story\",\n \"by\": \"throwaway2037\",\n \"score\": 233,\n \"descendants\": 159,\n \"time\": 1785587665,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133889\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 1.18\n },\n {\n \"title_en\": \"But can your calculator run Linux?\",\n \"url\": \"https://raymii.org/s/articles/But_can_your_calculator_run_Linux.html\",\n \"title_zh\": \"你的计算器能跑Linux吗？\",\n \"created_display\": \"Created: Aug 01, 2026 / 12:44 PT\",\n \"image_url\": null,\n \"summary_en\": \"Explores how some calculators can boot Linux or Linux-like environments, highlighting the surprising versatility of handheld devices.\",\n \"summary_zh\": \"揭示部分计算器已能够运行 Linux 或类 Linux 环境，显示手持设备的意外灵活性。文章讨论实现细节、硬件要求及对开源硬件爱好者的启示。\",\n \"hn\": {\n \"id\": 49137713,\n \"type\": \"story\",\n \"by\": \"jandeboevrie\",\n \"score\": 81,\n \"descendants\": 6,\n \"time\": 1785613488,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137713\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.97\n },\n {\n \"title_en\": \"qm – Multiplayer agent harness for work\",\n \"url\": \"https://github.com/yc-software/qm\",\n \"title_zh\": \"qm：面向工作场景的多人代理框架\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:04 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/6829f6872e88bca87e7d85c7d6497b3246daac80d02fc34591f8b1e055875e33/yc-software/qm\",\n \"summary_en\": \"qm is an open-source harness that coordinates multiple agents to work on tasks collaboratively. It provides orchestration, tasking, and visibility across agent-driven workflows, helping teams tackle complex problems more efficiently.\",\n \"summary_zh\": \"qm 是一个开源的多人代理协调框架，支持在工作场景中让多个代理协同完成任务。它提供编排、任务分发和对代理驱动工作流的可视化，帮助团队更高效地解决复杂问题。\",\n \"hn\": {\n \"id\": 49126604,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 647,\n \"descendants\": 152,\n \"time\": 1785521098,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126604\"\n },\n \"tags\": [\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 0.96\n },\n {\n \"title_en\": \"CISA Alert: Water Sector PLC Targeting\",\n \"url\": \"https://censys.com/blog/cisa-alert-water-tower-plc-targeting/\",\n \"title_zh\": \"水务行业 PLC 攻击警报\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:50 PT\",\n \"image_url\": \"https://censys.com/wp-content/uploads/ChatGPT-Image-Jul-30-2026-05_55_24-PM.png\",\n \"summary_en\": \"CISA warns of targeted attacks against water facilities using PLCs, highlighting risk to ICS/SCADA environments. It recommends segmentation, timely patching, and heightened monitoring to reduce exposure.\",\n \"summary_zh\": \"CISA 警告对水务设施的 PLC 进行定向攻击，可能危及 ICS/SCADA 环境。建议加强网络分段、及时打补丁并提升监控以降低风险。\",\n \"hn\": {\n \"id\": 49137228,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 86,\n \"descendants\": 61,\n \"time\": 1785610217,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137228\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.9\n },\n {\n \"title_en\": \"Tailscale didn't stop the Hugging Face intrusion\",\n \"url\": \"https://tailscale.com/blog/hugging-face-intrusion\",\n \"title_zh\": \"Tailscale 未阻止 Hugging Face 入侵\",\n \"created_display\": \"Created: Jul 31, 2026 / 12:03 PT\",\n \"image_url\": \"https://tailscale.com/api/og-image?id=0dafcba5-55df-4373-be5e-564b368a27af\",\n \"summary_en\": \"Hugging Face disclosed a security incident in which attackers bypassed protections despite Tailscale, underscoring that zero-trust networking is not a sole defense. The post details how leaked credentials enabled access and the lessons about defense-in-depth and secret hygiene.\",\n \"summary_zh\": \"Hugging Face 公开了一起安全事件，攻击者在使用 Tailscale 的情况下仍然进入内部系统，说明零信任网络并非万用钥匙。文中描述了凭证泄露如何促成入侵，并强调需要多层防护与良好密钥管理。\",\n \"hn\": {\n \"id\": 49127306,\n \"type\": \"story\",\n \"by\": \"bluehatbrit\",\n \"score\": 573,\n \"descendants\": 211,\n \"time\": 1785524625,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127306\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\"\n ],\n \"hot_score\": 0.89\n },\n {\n \"title_en\": \"Kenji/Serious Eats – 30-Min Pressure Cooker Pho Ga\",\n \"url\": \"https://www.seriouseats.com/30-minute-pressure-cooker-pho-ga-recipe\",\n \"title_zh\": \"Kenji/Serious Eats – 30分钟压力锅越南鸡肉河粉\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:46 PT\",\n \"image_url\": \"https://www.seriouseats.com/thmb/_5QHejAJ6Y3ZjV_T_XFWG3kwBSo=/1500x0/filters:no_upscale():max_bytes(150000):strip_icc()/__opt__aboutcom__coeus__resources__content_migration__serious_eats__seriouseats.com__recipes__images__2015__01__20140108-pressure-cooker-pho-ga-vietnamese-chicken-noodle-soup-06-16a750a314f7453084da70c4ba982ee2.jpg\",\n \"summary_en\": \"A practical 30-minute Pho Ga recipe using a pressure cooker, with clear steps and tips to extract authentic aroma and depth in half the time.\",\n \"summary_zh\": \"30分钟压力锅越南鸡肉河粉（Pho Ga）实用食谱，包含清晰步骤与要点，帮助在更短时间内做出正宗风味。\",\n \"hn\": {\n \"id\": 49135426,\n \"type\": \"story\",\n \"by\": \"stasomatic\",\n \"score\": 123,\n \"descendants\": 69,\n \"time\": 1785599214,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135426\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.87\n },\n {\n \"title_en\": \"How to Exist\",\n \"url\": \"https://www.raptitude.com/2026/07/how-to-exist/\",\n \"title_zh\": \"如何存在\",\n \"created_display\": \"Created: Jul 31, 2026 / 17:25 PT\",\n \"image_url\": \"https://www.raptitude.com/wp-content/uploads/2026/07/coffeeexist.jpg\",\n \"summary_en\": \"Offers practical guidance on living with intention and meaning in a noisy world. It highlights everyday practices—curated attention, choosing what to care about, and embracing impermanence—as routes to a more grounded existence.\",\n \"summary_zh\": \"在喧嚣的世界中，提供以有目的地生活为核心的实用建议，强调通过日常实践来培养专注、筛选关注点和接受无常，从而获得更扎实的存在感。\",\n \"hn\": {\n \"id\": 49129990,\n \"type\": \"story\",\n \"by\": \"walterbell\",\n \"score\": 361,\n \"descendants\": 226,\n \"time\": 1785543900,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49129990\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.75\n },\n {\n \"title_en\": \"AI doesn't generate working products, that's still your job\",\n \"url\": \"https://weeraman.com/the-prototype-isnt-the-product/\",\n \"title_zh\": \"AI不能直接生成可用产品，仍需人工实现\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:52 PT\",\n \"image_url\": \"https://weeraman.com/images/the-prototype-isnt-the-product/the-prototype-isnt-the-product.jpg\",\n \"summary_en\": \"AI can help you prototype, but it won’t ship a working product by itself. The piece argues that turning a prototype into a complete, user-ready product still rests on human product design, engineering, and iterative testing.\",\n \"summary_zh\": \"AI 可以帮助生成原型，但不能直接产出可用的最终产品。文章强调将原型转化为可交付的软件仍然依赖人类的产品设计、工程实现与持续迭代测试。\",\n \"hn\": {\n \"id\": 49132130,\n \"type\": \"story\",\n \"by\": \"smckk\",\n \"score\": 221,\n \"descendants\": 217,\n \"time\": 1785570730,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132130\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.75\n },\n {\n \"title_en\": \"RamenHaus\",\n \"url\": \"https://ramen.haus/\",\n \"title_zh\": \"RamenHaus\",\n \"created_display\": \"Created: Aug 01, 2026 / 01:48 PT\",\n \"image_url\": \"https://ramen.haus/wp-content/uploads/kaunta-seki-social/bowl-674-d04272065680.jpg\",\n \"summary_en\": \"RamenHaus appears to be a project or site named after ramen, but details are scarce.\",\n \"summary_zh\": \"RamenHaus 似乎是一个以拉面命名的项目或站点，但目前细节有限。\",\n \"hn\": {\n \"id\": 49132460,\n \"type\": \"story\",\n \"by\": \"oler\",\n \"score\": 207,\n \"descendants\": 102,\n \"time\": 1785574138,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132460\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 0.75\n },\n {\n \"title_en\": \"Atom is better than RSS, in ways that matter\",\n \"url\": \"https://chrismorgan.info/atom%3Erss\",\n \"title_zh\": \"Atom 在关键方面优于 RSS\",\n \"created_display\": \"Created: Aug 01, 2026 / 15:00 PT\",\n \"image_url\": null,\n \"summary_en\": \"Argues that Atom offers practical advantages over RSS, including metadata richness and extensibility that matter to developers and tooling. The piece links feed design to real-world application needs.\",\n \"summary_zh\": \"论述 Atom 在元数据丰富性、可扩展性等方面对开发者和工具链的实际价值，胜过 RSS 的关键点。与实际应用场景的关系被强调。\",\n \"hn\": {\n \"id\": 49138897,\n \"type\": \"story\",\n \"by\": \"frizlab\",\n \"score\": 37,\n \"descendants\": 6,\n \"time\": 1785621616,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138897\"\n },\n \"hot_score\": 0.64,\n \"tags\": [\n \"Web\",\n \"Design\"\n ]\n },\n {\n \"title_en\": \"DeepSeek-V4-Flash Update\",\n \"url\": \"https://api-docs.deepseek.com/updates/\",\n \"title_zh\": \"DeepSeek-V4-Flash 更新\",\n \"created_display\": \"Created: Jul 30, 2026 / 23:08 PT\",\n \"image_url\": \"https://api-docs.deepseek.com/img/deepseek-social-card.jpeg\",\n \"summary_en\": \"DeepSeek releases a firmware update for the V4 Flash platform, focusing on stability, performance, and new features for data indexing and retrieval. The update underscores ongoing optimization of flash-based search systems and developer tooling.\",\n \"summary_zh\": \"DeepSeek 为 V4 Flash 平台推出固件更新，聚焦稳定性、性能，并带来对数据索引与检索的新功能。此次更新凸显对基于闪存的搜索系统及开发工具的持续优化。\",\n \"hn\": {\n \"id\": 49119559,\n \"type\": \"story\",\n \"by\": \"dnhkng\",\n \"score\": 694,\n \"descendants\": 330,\n \"time\": 1785478116,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119559\"\n },\n \"tags\": [\n \"Hardware\",\n \"Data\"\n ],\n \"hot_score\": 0.62\n },\n {\n \"title_en\": \"Explorative modeling: Train on the best of K guesses\",\n \"url\": \"https://alexiglad.github.io/blog/2026/explorative_modeling/\",\n \"title_zh\": \"探索性建模：在前K个猜测中训练最佳模型\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:23 PT\",\n \"image_url\": \"https://alexiglad.github.io/assets/img/blog/xm/banner_xm.png\",\n \"summary_en\": \"The post proposes training on the best of K guesses, selecting the top-performing candidate from multiple predictions to guide learning. This explorative modeling approach can improve sample efficiency and robustness in settings with uncertain models.\",\n \"summary_zh\": \"提出在前K个候选猜测中选取最佳者来引导训练的做法，属于探索性建模。此方法可能提高样本效率与对不确定模型的鲁棒性，适用于多模型并存的情景。\",\n \"hn\": {\n \"id\": 49135245,\n \"type\": \"story\",\n \"by\": \"DSemba\",\n \"score\": 89,\n \"descendants\": 24,\n \"time\": 1785597795,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135245\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.6\n },\n {\n \"title_en\": \"On the non-use of AI in my writing process\",\n \"url\": \"https://www.antipope.org/charlie/blog-static/2026/08/on-the-non-use-of-ai-in-my-wri.html\",\n \"title_zh\": \"关于我的写作过程不使用 AI\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"A personal choice to avoid AI in writing, arguing for human-crafted prose and cognitive engagement; invites readers to consider when and how AI adds value versus distraction.\",\n \"summary_zh\": \"个人选择在写作中不使用 AI，强调人工创作的独特性与认知投入；邀请读者思考 AI 在何时、何地能真正增值，何时应避免分散注意力。\",\n \"hn\": {\n \"id\": 49134038,\n \"type\": \"story\",\n \"by\": \"jwx48\",\n \"score\": 113,\n \"descendants\": 93,\n \"time\": 1785589014,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134038\"\n },\n \"hot_score\": 0.59,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Flint: A Visualization Language for the AI Era\",\n \"url\": \"https://microsoft.github.io/flint-chart/\",\n \"title_zh\": \"Flint：面向 AI 时代的可视化语言\",\n \"created_display\": \"Created: Jul 31, 2026 / 19:45 PT\",\n \"image_url\": null,\n \"summary_en\": \"Flint is a visualization language designed for the AI era, enabling concise declarative charts. It emphasizes interoperability with contemporary data tooling, potentially speeding up data storytelling and experimentation for developers and data scientists.\",\n \"summary_zh\": \"Flint 是为 AI 时代设计的可视化语言，采用简洁的声明式语法来构建图表。它强调与现有数据工具栈的互操作性，有望帮助开发者和数据科学家更快地进行数据讲解与实验。\",\n \"hn\": {\n \"id\": 49130604,\n \"type\": \"story\",\n \"by\": \"vinhnx\",\n \"score\": 241,\n \"descendants\": 66,\n \"time\": 1785552309,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130604\"\n },\n \"tags\": [\n \"Programming\",\n \"Design\",\n \"AI\"\n ],\n \"hot_score\": 0.57\n },\n {\n \"title_en\": \"DeepSeek V4 Flash 0731 Intelligence, Performance and Price Analysis\",\n \"url\": \"https://artificialanalysis.ai/models/deepseek-v4-flash\",\n \"title_zh\": \"DeepSeek V4 Flash 0731：智能、性能与性价比分析\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:59 PT\",\n \"image_url\": null,\n \"summary_en\": \"DeepSeek V4 Flash 0731 is assessed across intelligence, performance, and price, highlighting where it excels and where costs rise. The analysis helps buyers weigh value when choosing between models for inference workloads and edge deployments.\",\n \"summary_zh\": \"对DeepSeek V4 Flash 0731在智能能力、性能和性价比方面进行了评测，点出其强项与成本权衡。分析为在推理任务及边缘部署中选型提供价值判断。\",\n \"hn\": {\n \"id\": 49120299,\n \"type\": \"story\",\n \"by\": \"theanonymousone\",\n \"score\": 554,\n \"descendants\": 296,\n \"time\": 1785484751,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120299\"\n },\n \"tags\": [\n \"Data\"\n ],\n \"hot_score\": 0.53\n },\n {\n \"title_en\": \"Google fixed more Chrome bugs in June than over the past two years, thanks to AI\",\n \"url\": \"https://blog.google/security/chrome-stronger-with-every-update/\",\n \"title_zh\": \"谷歌靠 AI，在六月修复的 Chrome 漏洞数量超过过去两年总和\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:29 PT\",\n \"image_url\": \"https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Screenshot_2026-07-17_at_5.00.43PM.width-1300.png\",\n \"summary_en\": \"Google credits AI-assisted triage and patch generation for fixing more Chrome bugs in June than in the previous two years combined. This shows how AI tooling can accelerate vulnerability response and elevate browser hardening. It could foreshadow broader shifts in security workflows across software teams.\",\n \"summary_zh\": \"谷歌称借助 AI 的分流与补丁生成，六月修复的 Chrome 漏洞数量超过过去两年的总和。这显示出 AI 工具能加速漏洞响应、提升浏览器安全性。此举或预示软件团队在安全工作流程上的更广泛变革。\",\n \"hn\": {\n \"id\": 49120097,\n \"type\": \"story\",\n \"by\": \"Garbage\",\n \"score\": 542,\n \"descendants\": 564,\n \"time\": 1785482962,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120097\"\n },\n \"tags\": [\n \"AI\",\n \"Security\",\n \"Web\"\n ],\n \"hot_score\": 0.51\n },\n {\n \"title_en\": \"Ten Ways NAS Is Getting Enshitified\",\n \"url\": \"https://nascompares.com/2026/07/31/the-10-ways-nas-is-getting-enshitified/\",\n \"title_zh\": \"NAS 正在变糟的十种趋势\",\n \"created_display\": \"Created: Jul 31, 2026 / 22:38 PT\",\n \"image_url\": null,\n \"summary_en\": \"Ten trends turning NAS devices into bloated, user-hostile platforms—from bundled services and opaque firmware to vendor lock-in and cloud‑feature creep. It argues for simpler, open, or self-hosted storage to keep control and performance intact.\",\n \"summary_zh\": \"文章列出十种让 NAS 设备变得臃肿、难以使用的趋势——包括捆绑服务、固件不透明、隐私问题与厂商锁定等。作者倡导回归更简洁、开放或自托管的存储方案，以保持可用性与掌控力。\",\n \"hn\": {\n \"id\": 49131367,\n \"type\": \"story\",\n \"by\": \"giuliomagnifico\",\n \"score\": 159,\n \"descendants\": 142,\n \"time\": 1785562696,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49131367\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.46\n },\n {\n \"title_en\": \"The End of an Era\",\n \"url\": \"https://hughhowey.com/the-end-of-an-era/\",\n \"title_zh\": \"一个时代的终结\",\n \"created_display\": \"Created: Jul 31, 2026 / 04:51 PT\",\n \"image_url\": \"https://hughhowey.com/wp-content/uploads/2026/07/Screenshot-2026-07-31-at-6.22.53-AM-1024x516.png\",\n \"summary_en\": \"Howey’s piece reflects on the end of an era in publishing, likely driven by AI, digital distribution, and changing reader behavior. It argues the industry is transitioning to a new era where authors retain more control and new business models emerge.\",\n \"summary_zh\": \"Howey 的文章声称一个时代在出版界落幕，受AI、数字发行与读者行为变化推动。作者认为行业正在向一个新纪元转变，作者掌控力增强，新商业模式正在形成。\",\n \"hn\": {\n \"id\": 49121980,\n \"type\": \"story\",\n \"by\": \"harscoat\",\n \"score\": 403,\n \"descendants\": 426,\n \"time\": 1785498706,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121980\"\n },\n \"tags\": [\n \"Culture\",\n \"AI\"\n ],\n \"hot_score\": 0.45\n },\n {\n \"title_en\": \"BMW Is Showing Commercials on Their Car's Dash Screens as a Treat\",\n \"url\": \"https://www.theautopian.com/bmw-is-showing-commercials-on-their-cars-dash-screens-and-they-want-you-to-think-its-a-treat/\",\n \"title_zh\": \"宝马在车载仪表屏幕投放广告，被称作‘贴心体验’\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:58 PT\",\n \"image_url\": null,\n \"summary_en\": \"BMW began showing ads on dash screens, framing it as a perk but drawing scrutiny over driver distraction and data/privacy concerns in connected cars.\",\n \"summary_zh\": \"宝马在车载仪表屏幕上投放广告，被包装为“贴心服务”，却引发对驾驶分心、隐私与数据使用的质疑。\",\n \"hn\": {\n \"id\": 49135511,\n \"type\": \"story\",\n \"by\": \"CharlesW\",\n \"score\": 62,\n \"descendants\": 44,\n \"time\": 1785599890,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135511\"\n },\n \"hot_score\": 0.44,\n \"tags\": [\n \"Business\",\n \"Privacy\"\n ]\n },\n {\n \"title_en\": \"Kaisel – Routes as Values. Dart 3 Native Router for Flutter\",\n \"url\": \"https://kaisel.dev/\",\n \"title_zh\": \"Kaisel – 路由即值：Flutter 的 Dart 3 原生路由器\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:45 PT\",\n \"image_url\": \"https://kaisel.dev/og.png\",\n \"summary_en\": \"Kaisel introduces a routes-as-values approach in Dart 3's native router for Flutter, enabling type-safe, compile-time-checked navigation. This design aims to improve maintainability and performance for large apps, reducing boilerplate and navigation bugs.\",\n \"summary_zh\": \"Kaisel 引入了路由即值的理念，作为 Flutter 的 Dart 3 原生路由器的一部分，提供类型安全、可在编译时校验的导航。该设计旨在提升大型应用的可维护性与性能，减少样板代码和路由错误。\",\n \"hn\": {\n \"id\": 49135985,\n \"type\": \"story\",\n \"by\": \"TheWiggles\",\n \"score\": 54,\n \"descendants\": 8,\n \"time\": 1785602740,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135985\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.42\n },\n {\n \"title_en\": \"Pgtestdb's template cloning approach to testing is fast\",\n \"url\": \"https://brandur.org/fragments/pgtestdb\",\n \"title_zh\": \"Pgtestdb 的模板克隆测试方法极快\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:01 PT\",\n \"image_url\": \"https://brandur.org/assets/images/favicon/favicon-256.jpg\",\n \"summary_en\": \"Pgtestdb clones fresh test environments by leveraging template databases, dramatically speeding up test setups and CI runs. The approach maintains isolation while sharing storage, simplifying repeatable testing workflows.\",\n \"summary_zh\": \"Pgtestdb 通过模板数据库克隆创建新的测试环境，大幅加快测试搭建与持续集成的速度。该方法在共享存储条件下仍能保持隔离，简化可重复的测试流程。\",\n \"hn\": {\n \"id\": 49135546,\n \"type\": \"story\",\n \"by\": \"brandur\",\n \"score\": 55,\n \"descendants\": 35,\n \"time\": 1785600082,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135546\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 0.4\n },\n {\n \"title_en\": \"Run Kimi K3 using 29 GB of RAM at 0.50 tok/s\",\n \"url\": \"https://github.com/sqliteai/waste\",\n \"title_zh\": \"用 29 GB RAM 运行 Kimi K3，吞吐约 0.5 token/s\",\n \"created_display\": \"Created: Jul 31, 2026 / 07:12 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/ac40abe893f8b3a4f335863b4b8a73a43263d5ef75a5a2cf6943702c60b14777/sqliteai/waste\",\n \"summary_en\": \"A performance-focused post demonstrates running the Kimi K3 model within 29 GB RAM, achieving around 0.5 tokens per second, highlighting the trade-offs between memory and speed on constrained hardware.\",\n \"summary_zh\": \"该文展示在 29 GB RAM 条件下运行 Kimi K3 的性能，吞吐约每秒 0.5 个 token，突显在资源受限条件下内存与速度的权衡。\",\n \"hn\": {\n \"id\": 49123386,\n \"type\": \"story\",\n \"by\": \"marcobambini\",\n \"score\": 312,\n \"descendants\": 148,\n \"time\": 1785507158,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123386\"\n },\n \"tags\": [\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 0.39\n },\n {\n \"title_en\": \"The development pipeline is a production system\",\n \"url\": \"https://sundry.jerryorr.com/2026/07/31/development-pipeline-is-a-production-system\",\n \"title_zh\": \"开发流水线其实是一个生产系统\",\n \"created_display\": \"Created: Jul 31, 2026 / 20:16 PT\",\n \"image_url\": \"https://sundry.jerryorr.com/images/mastodon-icon-black.svg\",\n \"summary_en\": \"This piece argues that CI/CD pipelines deserve production-grade treatment, with reliability, observability, and change control baked in. Treating the pipeline as a live system helps teams achieve safer deployments and faster iteration.\",\n \"summary_zh\": \"本文主张将持续集成/持续交付流水线视为生产系统对待，注入可靠性、可观测性与变更控制等生产级实践。把流水线当成活态系统，有助于实现更安全的部署和更快的迭代。\",\n \"hn\": {\n \"id\": 49130726,\n \"type\": \"story\",\n \"by\": \"firefoxd\",\n \"score\": 155,\n \"descendants\": 76,\n \"time\": 1785554169,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130726\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 0.38\n },\n {\n \"title_en\": \"Big Food vs. the People\",\n \"url\": \"https://www.lighthousereports.com/investigation/big-food-vs-the-people/\",\n \"title_zh\": \"大食品与公众的博弈\",\n \"created_display\": \"Created: Jul 31, 2026 / 09:04 PT\",\n \"image_url\": \"https://www.lighthousereports.com/wp-content/uploads/2026/07/Website-Illustration.jpg\",\n \"summary_en\": \"An investigative report reveals how powerful food companies influence policy, research, and public trust. It details tactics like lobbying, funding favorable studies, and shaping regulatory debates, with implications for labeling, safety standards, and consumer prices.\",\n \"summary_zh\": \"这是一项关于大型食品公司如何影响政策、研究与公众信任的深入调查。文中揭示了游说、资助有利研究，以及对监管辩论的影响，对标签、安全标准和消费者价格具有重要影响。\",\n \"hn\": {\n \"id\": 49124858,\n \"type\": \"story\",\n \"by\": \"jruohonen\",\n \"score\": 258,\n \"descendants\": 169,\n \"time\": 1785513872,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124858\"\n },\n \"tags\": [\n \"Politics\",\n \"Business\"\n ],\n \"hot_score\": 0.35\n },\n {\n \"title_en\": \"Severance\",\n \"url\": \"https://lcamtuf.substack.com/p/severance\",\n \"title_zh\": \"Severance（离职补偿的思考）\",\n \"created_display\": \"Created: Jul 31, 2026 / 10:15 PT\",\n \"image_url\": null,\n \"summary_en\": \"Severance explores the concept of severance from both personal and organizational perspectives, examining the implications of termination and how severance policies shape career transitions.\",\n \"summary_zh\": \"Severance 探讨“ severance ”的概念，从个人与组织角度分析解雇与离职补偿的含义及其对职业转型的影响。\",\n \"hn\": {\n \"id\": 49125971,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 241,\n \"descendants\": 78,\n \"time\": 1785518109,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49125971\"\n },\n \"tags\": [\n \"Career\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"Solid Queue 1.6.0 now supports fiber workers\",\n \"url\": \"https://github.com/rails/solid_queue/releases/tag/v1.6.0\",\n \"title_zh\": \"Solid Queue 1.6.0 现已支持纤程工作者\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:42 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/a76c8f15f77d023fba1cb46bbf1d97ecb78b623081adc1ccdbcdcae101eea58b/rails/solid_queue/releases/tag/v1.6.0\",\n \"summary_en\": \"Solid Queue 1.6.0 adds fiber-based workers, enabling lightweight concurrency inside the queue system. This improves throughput for asynchronous workloads and reduces the need for OS threads, benefiting Ruby/Rails ecosystems and other event-driven stacks. The update makes writing scalable, non-blocking code simpler.\",\n \"summary_zh\": \"Solid Queue 1.6.0 增加了基于纤程的工作者，允许在队列系统内部实现轻量级并发。提升异步工作负载的吞吐量，减少对操作系统线程的依赖，对 Ruby/Rails 生态和其他事件驱动框架尤其有利。本次更新让编写可扩展、非阻塞代码更为简单。\",\n \"hn\": {\n \"id\": 49132083,\n \"type\": \"story\",\n \"by\": \"earcar\",\n \"score\": 92,\n \"descendants\": 38,\n \"time\": 1785570128,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132083\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.31\n },\n {\n \"title_en\": \"Getting 25 Gbps Thunderbolt Ethernet on My Mac Studio\",\n \"url\": \"https://www.jeffgeerling.com/blog/2026/getting-25g-ethernet-mac-thunderbolt/\",\n \"title_zh\": \"在 Mac Studio 上实现 25 Gbps Thunderbolt 以太网\",\n \"created_display\": \"Created: Jul 31, 2026 / 09:15 PT\",\n \"image_url\": \"https://www.jeffgeerling.com/blog/2026/getting-25g-ethernet-mac-thunderbolt/mac-studio-ports-full-back-ethernet.jpg\",\n \"summary_en\": \"A guide showing how to achieve 25 Gbps Ethernet on a Mac Studio using a Thunderbolt adapter and a 25G NIC, including setup steps and real-world throughput observations.\",\n \"summary_zh\": \"展示如何通过 Thunderbolt 适配器和 25G NIC，在 Mac Studio 上实现 25 Gbps 以太网，以及相应的设置与实际吞吐表现。\",\n \"hn\": {\n \"id\": 49125034,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 220,\n \"descendants\": 111,\n \"time\": 1785514531,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49125034\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.3\n },\n {\n \"title_en\": \"The most official water costs $120k a gallon\",\n \"url\": \"https://signoregalilei.com/2026/07/26/the-most-official-water-costs-120000-a-gallon/\",\n \"title_zh\": \"官方水成本最高到每加仑 12 万美元\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:00 PT\",\n \"image_url\": \"https://signoregalilei.com/wp-content/uploads/2026/07/SMOW-1_VSMOW_original_container.png\",\n \"summary_en\": \"A quirky investigation into ultra-pure water used for sensitive experiments reveals prices that can reach six figures per gallon due to purification, certification, and scarcity. The post explains why certain water specs matter for labs and tech manufacturing, and what that implies for sourcing and budgets.\",\n \"summary_zh\": \"关于超纯水在高精度实验中的应用成本，单加仑价格竟高达 12 万美元，背后是纯化、认证与稀缺性。文章解释为何某些用水规格对实验和制造至关重要，以及采购与预算的影响。\",\n \"hn\": {\n \"id\": 49124042,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 218,\n \"descendants\": 178,\n \"time\": 1785510015,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124042\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"June in Servo: real world compat, media queries, SharedWorker, and more\",\n \"url\": \"https://servo.org/blog/2026/07/31/june-in-servo/\",\n \"title_zh\": \"Servo 的六月更新：真实世界兼容性、媒体查询、SharedWorker 等\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:17 PT\",\n \"image_url\": \"https://servo.org/svg/servo-color-positive.svg\",\n \"summary_en\": \"June in Servo covers real-world compatibility work, media query support, SharedWorker improvements, and other performance and API enhancements that affect web app compatibility and developer ergonomics.\",\n \"summary_zh\": \"Servo 项目在六月更新中聚焦实际兼容性工作、媒体查询支持、SharedWorker 改进以及其他提升性能与 API 的改进，影响开发者工作流与网页兼容性。\",\n \"hn\": {\n \"id\": 49126765,\n \"type\": \"story\",\n \"by\": \"iamnothere\",\n \"score\": 191,\n \"descendants\": 59,\n \"time\": 1785521872,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126765\"\n },\n \"tags\": [\n \"Web\",\n \"Programming\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"How to Do Great Work (2023)\",\n \"url\": \"https://paulgraham.com/greatwork.html\",\n \"title_zh\": \"如何做出伟大的工作（2023）\",\n \"created_display\": \"Created: Aug 01, 2026 / 01:19 PT\",\n \"image_url\": \"https://s.turbifycdn.com/aah/paulgraham/bel-7.gif\",\n \"summary_en\": \"Paul Graham argues that great work comes from choosing meaningful problems and sticking with them for the long term, even in the face of distractions. The essay offers practical guidance for makers and founders: focus on impact, iterate, and build something you’d be proud to claim as yours.\",\n \"summary_zh\": \"保罗·格兰姆认为伟大工作来自选择有意义的问题并长期坚持，即使面对诱惑与分心。文章为创作者与创始人提供实用建议：聚焦影响力、持续迭代，打造你愿意自豪展示的作品。\",\n \"hn\": {\n \"id\": 49132289,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 80,\n \"descendants\": 62,\n \"time\": 1785572384,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132289\"\n },\n \"tags\": [\n \"Career\",\n \"Business\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"Golang proposal: container/: generic collection types\",\n \"url\": \"https://github.com/golang/go/issues/80590\",\n \"title_zh\": \"Go 提案：container/ 包中的泛型集合类型\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:39 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/becc3e0a8052df490394f2e47ebbb9ab388705ba082586322e41183adc4301bf/golang/go/issues/80590\",\n \"summary_en\": \"Go proposal to introduce generic collection types in the container/: package aims to provide type-safe, reusable data structures while preserving Go's simplicity.\",\n \"summary_zh\": \"Go 社区提出在 container/ 包中引入泛型集合类型的提案，目标是在保持简洁的前提下提供类型安全、可重用的数据结构。\",\n \"hn\": {\n \"id\": 49127031,\n \"type\": \"story\",\n \"by\": \"jabits\",\n \"score\": 175,\n \"descendants\": 170,\n \"time\": 1785523187,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127031\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.27\n },\n {\n \"title_en\": \"Is AI reasoning right for the wrong reasons?\",\n \"url\": \"https://www.quantamagazine.org/is-ai-reasoning-right-for-the-wrong-reasons-20260731/\",\n \"title_zh\": \"AI 推理是否用错了理由？\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:29 PT\",\n \"image_url\": \"https://www.quantamagazine.org/wp-content/uploads/2026/07/AI-Reasoning-cr.Celsius-Pictor-Social.jpg\",\n \"summary_en\": \"AI reasoning often yields correct outputs for the right reasons, but recent work suggests it can arrive at the right answers for the wrong reasons, challenging interpretability.\",\n \"summary_zh\": \"AI 推理并不总是基于正确的内部理由而得出正确答案，近期研究指出可能因错误原因而“对”出结果，这对可解释性带来挑战。本文探讨模型如何形成内部推理，以及这对实际部署中的可靠性、安全性与评估意味着什么。\",\n \"hn\": {\n \"id\": 49124358,\n \"type\": \"story\",\n \"by\": \"retupmoc01\",\n \"score\": 191,\n \"descendants\": 219,\n \"time\": 1785511779,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124358\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.25\n },\n {\n \"title_en\": \"Tell HN: I hate your fuzzy search\",\n \"url\": \"https://news.ycombinator.com/item?id=49136990\",\n \"title_zh\": \"给 HN 的建议：我讨厌你们的模糊搜索\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:25 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"A sharp critique of fuzzy search quality on a popular tech forum, calling out irrelevant results and inconsistent ranking. It stokes a broader conversation about search UX, indexing, and debuggability in developer tools.\",\n \"summary_zh\": \"对一个热门技术社区的模糊搜索质量提出尖锐批评，指出搜索结果不相关、排序不一致。引发关于开发者工具中搜索用户体验、索引与可调试性的广泛讨论。\",\n \"hn\": {\n \"id\": 49136990,\n \"type\": \"story\",\n \"by\": \"tehwebguy\",\n \"score\": 26,\n \"descendants\": 11,\n \"time\": 1785608700,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136990\"\n },\n \"hot_score\": 0.25,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Scanning 7.6 Petabytes of HuggingFace Training Data for Secrets\",\n \"url\": \"https://trufflesecurity.com/blog/scanning-7-6-petabytes-of-ai-training-data-for-secrets\",\n \"title_zh\": \"对 HuggingFace 训练数据的 7.6PB 扫描以寻找密钥\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:21 PT\",\n \"image_url\": \"https://framerusercontent.com/images/QzYGhNgh0IQIDoXeiClgcslk6c.svg?width=1200&height=630\",\n \"summary_en\": \"Truffle Security scanned 7.6 petabytes of public training data to search for secrets, uncovering exposed API keys and credentials. The finding underscores data provenance and secret-scanning practices in ML pipelines.\",\n \"summary_zh\": \"Truffle Security 对公开的训练数据进行 7.6PB 的扫描，发现暴露的密钥和凭据。这凸显了数据溯源和在机器学习管线中进行密钥扫描的重要性。\",\n \"hn\": {\n \"id\": 49136955,\n \"type\": \"story\",\n \"by\": \"882542F3884314B\",\n \"score\": 26,\n \"descendants\": 5,\n \"time\": 1785608501,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136955\"\n },\n \"hot_score\": 0.25,\n \"tags\": [\n \"Security\",\n \"Data\"\n ]\n },\n {\n \"title_en\": \"Fermi Paradox\",\n \"url\": \"https://en.wikipedia.org/wiki/Fermi_paradox\",\n \"title_zh\": \"费米悖论\",\n \"created_display\": \"Created: Aug 01, 2026 / 12:10 PT\",\n \"image_url\": \"https://en.wikipedia.org/static/images/icons/enwiki-25.svg\",\n \"summary_en\": \"The Fermi Paradox questions why, given the high probability of extraterrestrial life in the universe, we see little evidence. Various explanations range from rare Earth scenarios to possible Great Filters.\",\n \"summary_zh\": \"费米悖论提出在宇宙中存在大量潜在文明的概率下，为何尚未观测到明确证据。讨论的解释从地球稀有到可能存在的伟大筛选等多种可能性。\",\n \"hn\": {\n \"id\": 49137419,\n \"type\": \"story\",\n \"by\": \"simonebrunozzi\",\n \"score\": 23,\n \"descendants\": 20,\n \"time\": 1785611411,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137419\"\n },\n \"hot_score\": 0.24,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Show HN: I worked on a new browser for 2 years, today it passed Acid 3\",\n \"url\": \"https://code.intellios.ai/cwbrowser/\",\n \"title_zh\": \"Show HN：我花两年开发的新浏览器，现已通过 Acid3 测试\",\n \"created_display\": \"Created: Jul 31, 2026 / 14:39 PT\",\n \"image_url\": \"https://code.intellios.ai/cwbrowser/screenshot.png\",\n \"summary_en\": \"After years of work, the browser hits Acid3, marking a milestone in standards conformance. It offers a case study in building a fresh browser engine from scratch and the hardware- and software-related challenges involved.\",\n \"summary_zh\": \"经过数年的努力，新浏览器终于通过 Acid3，标志着对网页标准的重大符合性。该项目提供了从零开始构建浏览器引擎的实践案例，以及相关的软硬件挑战。\",\n \"hn\": {\n \"id\": 49128826,\n \"type\": \"story\",\n \"by\": \"coolwulf\",\n \"score\": 117,\n \"descendants\": 34,\n \"time\": 1785533992,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49128826\"\n },\n \"tags\": [\n \"Show HN\",\n \"Web\",\n \"Hardware\"\n ],\n \"hot_score\": 0.21\n },\n {\n \"title_en\": \"Progressive Web Components\",\n \"url\": \"https://arielsalminen.com/2026/progressive-web-components/\",\n \"title_zh\": \"渐进式网页组件\",\n \"created_display\": \"Created: Jul 31, 2026 / 03:04 PT\",\n \"image_url\": \"https://arielsalminen.com/img/social/2026-progressive-web-components-preview.jpeg\",\n \"summary_en\": \"The piece surveys Progressive Web Components as a way to build reusable, platform-agnostic UI components for modern web apps. It highlights how combining web components with service workers and offline capabilities can deliver reliable, fast experiences, while noting remaining standards and tooling gaps.\",\n \"summary_zh\": \"本文概述渐进式网页组件在现代网页应用中作为可重用、跨平台 UI 组件的实践。将 Web 组件与服务工作者和离线能力结合，可带来可靠且快速的体验，同时也指出标准与工具链尚存的空缺。\",\n \"hn\": {\n \"id\": 49121196,\n \"type\": \"story\",\n \"by\": \"hosteur\",\n \"score\": 188,\n \"descendants\": 52,\n \"time\": 1785492280,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121196\"\n },\n \"tags\": [\n \"Web\",\n \"Programming\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"Dubious research tied to Red Bull has shaped energy drink policy\",\n \"url\": \"https://www.theexamination.org/articles/red-bull-funded-research-energy-drinks-alcohol\",\n \"title_zh\": \"与红牛相关的可疑研究影响了能量饮料政策\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:58 PT\",\n \"image_url\": \"https://www.theexamination.org/api/ogimage?image=https%3A%2F%2Fa.storyblok.com%2Ff%2F212662%2F1920x1080%2Fccac55414b%2Fbeverages_story-1_top-art.jpg&title=Is+it+safe+to+drink+Red+Bull+and+vodka%3F+Dubious+research+tied+to+the+company+has+shaped+energy+drink+policy.&theme=blue&date=2026-07-30T04%3A00%3A02.086Z\",\n \"summary_en\": \"Reports on dubious research funded by Red Bull that influenced energy drink policy, raising questions about conflicts of interest and the integrity of policy advice.\",\n \"summary_zh\": \"报道指出红牛资助的可疑研究曾影响能量饮料政策，引发对利益冲突与政策建议可信度的质疑。\",\n \"hn\": {\n \"id\": 49124738,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 148,\n \"descendants\": 222,\n \"time\": 1785513495,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124738\"\n },\n \"tags\": [\n \"Politics\",\n \"Energy\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"Increasing the lifespan of a bulb makes it worse in every other way\",\n \"url\": \"https://maurycyz.com/misc/tungsten/\",\n \"title_zh\": \"延长灯泡寿命在其他方面反而更糟\",\n \"created_display\": \"Created: Jul 31, 2026 / 04:34 PT\",\n \"image_url\": \"https://maurycyz.com/misc/tungsten/centenial2.jpg\",\n \"summary_en\": \"Examines how extending the lifespan of a bulb can have unintended downsides, such as reduced efficiency, higher material use, or environmental impact, especially for tungsten-based bulbs. It argues for balanced optimization that weighs durability against energy use and lifecycle concerns.\",\n \"summary_zh\": \"探讨延长灯泡寿命可能带来的副作用，如效率下降、材料成本增加或环境影响，特别是针对钨丝灯泡。强调在追求耐用性的同时，也要兼顾能效与生命周期问题。\",\n \"hn\": {\n \"id\": 49121849,\n \"type\": \"story\",\n \"by\": \"tonyg\",\n \"score\": 161,\n \"descendants\": 172,\n \"time\": 1785497664,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121849\"\n },\n \"tags\": [\n \"Energy\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"Everyone is building LLM routers, we deprecated ours\",\n \"url\": \"https://manifest.build/blog/why-we-deprecated-our-llm-router/\",\n \"title_zh\": \"人人都在构建 LLM 路由器，我们放弃了自己的\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:06 PT\",\n \"image_url\": \"https://manifest.build/images/blog/why-we-deprecated-our-llm-router.png\",\n \"summary_en\": \"A startup explains why they deprecated their own LLM router after watching others adopt similar approaches, citing diminishing returns, complexity, or security concerns. The takeaway: manage infrastructure debt when tooling around LLMs to avoid fragmentation.\",\n \"summary_zh\": \"看到越来越多的 LLM 路由器，但作者表示放弃了自己的实现，原因包括收益递减、系统复杂性与安全性顾虑。强调在围绕 LLM 的基础设施上要控制债务与碎片化。\",\n \"hn\": {\n \"id\": 49126630,\n \"type\": \"story\",\n \"by\": \"brunaxLorax\",\n \"score\": 124,\n \"descendants\": 77,\n \"time\": 1785521199,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126630\"\n },\n \"tags\": [\n \"Startups\",\n \"AI\",\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"Investigating three real-world incidents in our cybersecurity evaluations\",\n \"url\": \"https://www.anthropic.com/news/investigating-incidents-cybersecurity-evals\",\n \"title_zh\": \"我们在网络安全评估中对三起真实事件进行调查\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:00 PT\",\n \"image_url\": \"https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Lock&backgroundColor=heather\",\n \"summary_en\": \"Anthropic reviews three real-world cybersecurity incidents to probe the robustness of AI safety evaluations. The incidents reveal practical gaps in threat modeling, incident response, and governance that researchers must address to keep systems secure.\",\n \"summary_zh\": \"Anthropic 对三起现实世界的网络安全事件进行评估，揭示 AI 安全评估在真实环境中的不足。研究强调威胁建模、事件响应与治理等方面需要改进。\",\n \"hn\": {\n \"id\": 49116922,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 235,\n \"descendants\": 191,\n \"time\": 1785452451,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49116922\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.16\n },\n {\n \"title_en\": \"Algorithms on billion-scale graph using 10GB RAM: I love DataFusion\",\n \"url\": \"https://semyonsinchenko.github.io/ssinchenko/post/datafusion-graphs-cc-2/\",\n \"title_zh\": \"在 10GB RAM 下对十亿规模图进行算法计算：我爱 DataFusion\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:53 PT\",\n \"image_url\": \"https://semyonsinchenko.github.io/ssinchenko/images/Internet_map_1024.jpg\",\n \"summary_en\": \"A technical write-up demonstrates how to run graph algorithms on billion-edge graphs within a modest 10GB RAM using DataFusion, showing memory-efficient strategies and data fusion techniques. It showcases how open-source data processing stacks can handle huge graphs with practical hardware.\",\n \"summary_zh\": \"利用 DataFusion，在仅 10GB RAM 的条件下对十亿规模图进行算法处理，展示内存友好型的数据处理方法。展示开源数据处理栈在普通硬件上的可行性。\",\n \"hn\": {\n \"id\": 49124658,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 117,\n \"descendants\": 32,\n \"time\": 1785513217,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124658\"\n },\n \"tags\": [\n \"Data\",\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 0.16\n },\n {\n \"title_en\": \"Danube's record low levels force shutdown of Hungary's only nuclear plant\",\n \"url\": \"https://www.bbc.com/news/articles/cn0nqv05g0do\",\n \"title_zh\": \"多瑙河纪录低位迫使匈牙利唯一核电厂停运\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:33 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/b843/live/97441f30-8c37-11f1-b2ab-0dd01740f9f6.jpg\",\n \"summary_en\": \"Record-low Danube water levels forced Hungary to shut down its only nuclear plant for safety, highlighting climate variability risks to critical energy infrastructure and cross-border energy implications.\",\n \"summary_zh\": \"多瑙河水位创纪录低点，迫使匈牙利出于安全考虑停运其唯一核电厂，凸显气候波动对关键能源基础设施的风险及跨境能源影响。\",\n \"hn\": {\n \"id\": 49120120,\n \"type\": \"story\",\n \"by\": \"vrganj\",\n \"score\": 162,\n \"descendants\": 180,\n \"time\": 1785483190,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120120\"\n },\n \"tags\": [\n \"Energy\",\n \"DevOps\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Morten Linderud resigning from Arch Linux development team\",\n \"url\": \"https://lists.archlinux.org/archives/list/arch-dev-public@lists.archlinux.org/thread/2AX2BCJ3EQX7G3YXSDX73BR4NCAWXXBZ/\",\n \"title_zh\": \"Morten Linderud 从 Arch Linux 开发团队辞职\",\n \"created_display\": \"Created: Aug 01, 2026 / 04:59 PT\",\n \"image_url\": \"https://lists.archlinux.org/static/hyperkitty/img/logo.png\",\n \"summary_en\": \"Morten Linderud, a longtime Arch Linux developer, resigns from the Arch development team. The move raises questions about governance, project direction, and community dynamics within Arch.\",\n \"summary_zh\": \"长期从事 Arch Linux 开发的 Morten Linderud 辞去 Arch 的开发团队。这一举动引发了关于 Arch 的治理、发展方向以及社区动态的讨论。\",\n \"hn\": {\n \"id\": 49133647,\n \"type\": \"story\",\n \"by\": \"datakan\",\n \"score\": 28,\n \"descendants\": 9,\n \"time\": 1785585585,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133647\"\n },\n \"hot_score\": 0.13,\n \"tags\": [\n \"Open Source\"\n ]\n },\n {\n \"title_en\": \"The Absurdity of Albert Camus\",\n \"url\": \"https://www.historytoday.com/archive/portrait-author-historian/absurdity-albert-camus\",\n \"title_zh\": \"阿尔贝·加缪的荒诞性\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:21 PT\",\n \"image_url\": null,\n \"summary_en\": \"Examines Camus's notion of the absurd and why it remains influential in contemporary culture. The piece ties the philosophy to questions of meaning, ethics, and resilience in the face of uncertainty.\",\n \"summary_zh\": \"探讨加缪荒诞哲学的要义及其在当代文化中的持续影响。文章将这一思想与关于意义、伦理和在不确定性中保持韧性的议题联系起来。\",\n \"hn\": {\n \"id\": 49117089,\n \"type\": \"story\",\n \"by\": \"apollinaire\",\n \"score\": 170,\n \"descendants\": 87,\n \"time\": 1785453677,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49117089\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.12\n },\n {\n \"title_en\": \"Using the railway network as a flatbed scanner [video]\",\n \"url\": \"https://media.ccc.de/v/emf2026-74-1-using-the-railway-network-as-a-flatbed-scanner\",\n \"title_zh\": \"把铁路网络当作平板扫描仪使用（视频）\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:30 PT\",\n \"image_url\": \"https://static.media.ccc.de/media/events/emf/2026/7401-a5fdc3db-2879-551b-80b1-fd11f5a1ae73_preview.jpg\",\n \"summary_en\": \"Showcases a video about turning the railway network into a sensors-based scanning platform, leveraging ambient signals to gather environmental or infrastructure data.\",\n \"summary_zh\": \"展示了将铁路网络用作传感式扫描平台的视频，利用环境信号来收集环境或基础设施数据。\",\n \"hn\": {\n \"id\": 49126919,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 79,\n \"descendants\": 32,\n \"time\": 1785522644,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126919\"\n },\n \"tags\": [\n \"Hardware\",\n \"DevOps\"\n ],\n \"hot_score\": 0.12\n },\n {\n \"title_en\": \"A week in Matrix\",\n \"url\": \"https://piegames.de/dumps/a-week-in-matrix/\",\n \"title_zh\": \"Matrix 一周观察\",\n \"created_display\": \"Created: Jul 31, 2026 / 18:35 PT\",\n \"image_url\": \"https://piegames.de/moon.svg\",\n \"summary_en\": \"Offers a snapshot of recent activity in the Matrix ecosystem, from client updates to federation tweaks and community projects. It underscores Matrix as a live case study in open, federated communication and data sovereignty.\",\n \"summary_zh\": \"Matrix 一周观察汇总了最近一周在去中心化通信协议中的动态，如客户端更新、联邦改进和社区项目的进展。Matrix 作为开放式、跨机构通信的实践案例，展示了去中心化协作的机遇与挑战。\",\n \"hn\": {\n \"id\": 49130295,\n \"type\": \"story\",\n \"by\": \"Kesseki\",\n \"score\": 57,\n \"descendants\": 32,\n \"time\": 1785548153,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130295\"\n },\n \"hot_score\": 0.12,\n \"tags\": [\n \"Open Source\"\n ]\n },\n {\n \"title_en\": \"How to Spot AI Writing\",\n \"url\": \"https://www.economist.com/culture/2026/07/30/how-to-spot-ai-writing\",\n \"title_zh\": \"如何识别 AI 写作\",\n \"created_display\": \"Created: Aug 01, 2026 / 06:35 PT\",\n \"image_url\": null,\n \"summary_en\": \"AI writing detection remains imperfect even as tools proliferate. The Economist's guide outlines practical cues and methodological caveats editors and educators can use to spot AI-authored text, from stylistic fingerprints to metadata signals. As AI capabilities grow, layered human-in-the-loop checks and disclosure norms become increasingly important.\",\n \"summary_zh\": \"尽管检测工具日益增多，AI 写作检测仍不完善。本文提供可操作的线索和方法论警戒，包括风格指纹与元数据等信号。随着 AI 能力提升，分层的人机协同审核与披露规范变得越来越重要。\",\n \"hn\": {\n \"id\": 49134310,\n \"type\": \"story\",\n \"by\": \"ijidak\",\n \"score\": 21,\n \"descendants\": 24,\n \"time\": 1785591326,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134310\"\n },\n \"hot_score\": 0.11,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Let's make the worst Htmx\",\n \"url\": \"https://zserge.com/posts/worst-htmx-ever/\",\n \"title_zh\": \"让我们把 Htmx 弄成最糟糕的用法\",\n \"created_display\": \"Created: Jul 30, 2026 / 22:16 PT\",\n \"image_url\": \"https://zserge.com/logo.png\",\n \"summary_en\": \"The author playfully experiments with deliberately bad Htmx usage to surface common anti-patterns and UX pitfalls. The takeaway is that careful design and clear progressive enhancement strategies matter for robust web apps.\",\n \"summary_zh\": \"作者通过故意糟糕的 Htmx 用法，揭示了常见的反模式与用户体验陷阱。核心观点是，谨慎的设计和清晰的渐进增强策略对构建稳健的网页应用至关重要。\",\n \"hn\": {\n \"id\": 49119270,\n \"type\": \"story\",\n \"by\": \"RebelPotato\",\n \"score\": 120,\n \"descendants\": 46,\n \"time\": 1785475005,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119270\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"Show HN: What should the GUI for AI agents look like?\",\n \"url\": \"https://marbleos.com/demo\",\n \"title_zh\": \"Show HN：AI 代理的 GUI 应该长成什么样？\",\n \"created_display\": \"Created: Jul 30, 2026 / 22:17 PT\",\n \"image_url\": \"https://marbleos.com/hn-og.png\",\n \"summary_en\": \"Show HN explores what a GUI for AI agents should look like, highlighting interface ideas for control, transparency, and collaboration with autonomous tools.\",\n \"summary_zh\": \"Show HN 探讨 AI 代理的图形界面应如何设计，提出用于控制、透明度与协同的界面思路。\",\n \"hn\": {\n \"id\": 49119274,\n \"type\": \"story\",\n \"by\": \"akbabu\",\n \"score\": 115,\n \"descendants\": 65,\n \"time\": 1785475049,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119274\"\n },\n \"tags\": [\n \"Show HN\",\n \"Design\",\n \"AI\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"Authorize, don't authenticate\",\n \"url\": \"https://blog.marcua.net/2026/07/31/authorize-dont-authenticate.html\",\n \"title_zh\": \"授权，而非认证\",\n \"created_display\": \"Created: Jul 31, 2026 / 07:17 PT\",\n \"image_url\": \"https://blog.marcua.net/assets/images/og/authorize-dont-authenticate.png\",\n \"summary_en\": \"Argues for focusing on authorization over authentication in design and security, arguing that verifying who you are is less important than enforcing what they can do. It advocates for fine-grained, resource-based access controls to scale across services.\",\n \"summary_zh\": \"主张在设计与安全中优先授权而非认证，强调对资源的访问控制比逐一验证身份更重要。倡导在服务间实现细粒度、基于资源的访问控制以实现可扩展性。\",\n \"hn\": {\n \"id\": 49123468,\n \"type\": \"story\",\n \"by\": \"marcua\",\n \"score\": 85,\n \"descendants\": 32,\n \"time\": 1785507463,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123468\"\n },\n \"tags\": [\n \"Security\",\n \"Design\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"Anti-fraud tools can't keep pace with robocall scammers\",\n \"url\": \"https://broadbandbreakfast.com/how-to-fight-back-against-fraudulent-robocalls/\",\n \"title_zh\": \"防诈骗工具难以跟上机器人电话骗子的步伐\",\n \"created_display\": \"Created: Jul 31, 2026 / 06:28 PT\",\n \"image_url\": \"https://storage.ghost.io/c/29/97/29976d9d-89ea-4c77-8c0b-0e8a0eafed35/content/images/2026/07/photo-1740479049014-274a2c756317.jpeg\",\n \"summary_en\": \"A critique of current anti-fraud tools notes that robocall scammers adapt faster than defenses, calling for stronger authentication, better reporting, and user education.\",\n \"summary_zh\": \"对当前防欺诈工具在对抗机器人电话诈骗方面的有效性提出批评，指出骗子的适应性强于防御措施，呼吁加强认证、报告与用户教育。\",\n \"hn\": {\n \"id\": 49122882,\n \"type\": \"story\",\n \"by\": \"dredmorbius\",\n \"score\": 76,\n \"descendants\": 112,\n \"time\": 1785504485,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49122882\"\n },\n \"tags\": [\n \"Security\",\n \"Education\"\n ],\n \"hot_score\": 0.09\n },\n {\n \"title_en\": \"Termixer (TUI DJ Mixer)\",\n \"url\": \"https://github.com/l00sed/termixer\",\n \"title_zh\": \"Termixer（基于文本界面的 DJ 混音器）\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:28 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/720b9bd7f81f95f256070097ccaa186bca14a43875ccb2f13b6ebced304af062/l00sed/termixer\",\n \"summary_en\": \"Termixer is a terminal-based DJ mixer UI built with a TUI framework, enabling live mixing in a console environment. It demonstrates how creative CLI tools can replace GUI workflows and offer lightweight, scriptable audio control.\",\n \"summary_zh\": \"Termixer 是一个在终端运行的 DJ 混音器界面，演示了如何在无 GUI 的环境中进行现场混音。它凸显了 CLI 工具在音频工作流中的创新用途，以及轻量化、可脚本化的控制方式。\",\n \"hn\": {\n \"id\": 49126883,\n \"type\": \"story\",\n \"by\": \"l00sed\",\n \"score\": 63,\n \"descendants\": 40,\n \"time\": 1785522488,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126883\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.09\n },\n {\n \"title_en\": \"Demystifying DRAM Read Disturbance: RowHammer and RowPress Phenomena\",\n \"url\": \"https://arxiv.org/abs/2607.28233\",\n \"title_zh\": \"破解 DRAM 读取干扰：RowHammer 与 RowPress\",\n \"created_display\": \"Created: Jul 31, 2026 / 13:44 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"Explains how DRAM can suffer read disturbance, notably RowHammer and RowPress phenomena, where repeated reads can flip nearby bits. It surveys susceptibility across memory types, historical mitigations (ECC, target refresh), and implications for security and reliability in data centers.\",\n \"summary_zh\": \"本文解释了 DRAM 读取干扰现象，特别是 RowHammer 与 RowPress，重复读取可能导致相邻位翻转。它回顾了对不同内存类型的脆弱性、历史上的缓解措施（ECC、定点刷新）及对数据中心安全与可靠性的影响。\",\n \"hn\": {\n \"id\": 49128323,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 57,\n \"descendants\": 35,\n \"time\": 1785530669,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49128323\"\n },\n \"tags\": [\n \"Hardware\",\n \"Security\",\n \"Data\"\n ],\n \"hot_score\": 0.09\n },\n {\n \"title_en\": \"Clockwise/Spiral Rule (1994)\",\n \"url\": \"https://c-faq.com/decl/spiral.anderson.html\",\n \"title_zh\": \"1994 年的顺时针/螺旋规则\",\n \"created_display\": \"Created: Jul 31, 2026 / 06:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"Explains the Clockwise/Spiral Rule from 1994, likely a programming or math puzzle about spiral patterns or methods.\",\n \"summary_zh\": \"介绍1994年的顺时针/螺旋规则，展示关于螺旋模式的简单启发式方法及其应用。\",\n \"hn\": {\n \"id\": 49123199,\n \"type\": \"story\",\n \"by\": \"etrvic\",\n \"score\": 65,\n \"descendants\": 48,\n \"time\": 1785506191,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123199\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Software for One\",\n \"url\": \"https://www.ajwaxman.com/writing/software-for-one\",\n \"title_zh\": \"一人软件\",\n \"created_display\": \"Created: Jul 29, 2026 / 05:29 PT\",\n \"image_url\": \"https://www.ajwaxman.com/og/software-for-one.png\",\n \"summary_en\": \"Argues for designing software around a single user, focusing on clarity, reliability, and minimalism rather than feature creep. Focusing on one audience can yield sharper UX, simpler maintenance, and faster iteration.\",\n \"summary_zh\": \"主张以单一用户为中心来设计软件，强调清晰、可靠和极简，而非追逐功能堆砌。聚焦于一个受众群体往往能带来更出色的用户体验、更简洁的维护以及更快的迭代。\",\n \"hn\": {\n \"id\": 49096605,\n \"type\": \"story\",\n \"by\": \"awaxman11\",\n \"score\": 238,\n \"descendants\": 247,\n \"time\": 1785328160,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096605\"\n },\n \"tags\": [\n \"Design\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"Just because a game is on disc doesn't mean it will work in the future\",\n \"url\": \"https://arstechnica.com/gaming/2026/07/the-disc-is-not-the-game-physical-releases-increasingly-require-extra-downloads/\",\n \"title_zh\": \"就算游戏有光盘也不代表将来还能玩\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:50 PT\",\n \"image_url\": \"https://cdn.arstechnica.net/wp-content/uploads/2026/07/discburn-1152x648.jpg\",\n \"summary_en\": \"Physical disc releases increasingly require extra downloads or server checks, meaning a disc is not a guarantee of future playability. The piece calls for better archiving, licensing clarity, and ongoing publisher support to preserve classics.\",\n \"summary_zh\": \"实体光盘越来越多地需要额外下载或服务器校验，这意味着光盘并不能保证未来仍可玩。文章呼吁改进存档、许可透明度，以及发行方的持续支持以保存经典作品。\",\n \"hn\": {\n \"id\": 49120230,\n \"type\": \"story\",\n \"by\": \"rbanffy\",\n \"score\": 62,\n \"descendants\": 49,\n \"time\": 1785484248,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120230\"\n },\n \"hot_score\": 0.06,\n \"tags\": [\n \"Gaming\"\n ]\n },\n {\n \"title_en\": \"Predictive Speculative KV Replication for Bursty LLM Inference\",\n \"url\": \"https://jwlabs.vercel.app/post/biting-the-bullet\",\n \"title_zh\": \"面向突发LLM推理的预测性 KV 复制\",\n \"created_display\": \"Created: Jul 31, 2026 / 12:55 PT\",\n \"image_url\": null,\n \"summary_en\": \"Describes a technique to prefetch and speculate on KV store values to accelerate bursty LLM inference, reducing latency during spikes and edge cases.\",\n \"summary_zh\": \"介绍了一种通过预测性对键值存储进行探测与推断来加速突发式的 LLM 推理的技术，在推理高峰时降低延迟。\",\n \"hn\": {\n \"id\": 49127874,\n \"type\": \"story\",\n \"by\": \"shreybirmiwal\",\n \"score\": 35,\n \"descendants\": 4,\n \"time\": 1785527741,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127874\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"Twenty-five years ago it was cryptography, today it's model weights\",\n \"url\": \"https://weeraman.com/because-we-can/\",\n \"title_zh\": \"二十五年前是密码学，如今是模型权重\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:31 PT\",\n \"image_url\": \"https://weeraman.com/images/because-we-can/because-we-can.jpg\",\n \"summary_en\": \"Twenty-five years after cryptography dominated discussions of secret protection, the article argues that trained model weights now function as the new, highly valuable asset. It explains how weights can leak capabilities, enable transfer learning, and complicate licensing and governance in AI ecosystems.\",\n \"summary_zh\": \"二十五年前，秘密保护的核心是密码学；如今，经过训练的模型权重成为新的高价值资产。权重可能泄露模型能力，便利迁移学习，也给许可、治理和安全带来新挑战，要求更高的可追溯性与保护措施。\",\n \"hn\": {\n \"id\": 49083599,\n \"type\": \"story\",\n \"by\": \"aweeraman\",\n \"score\": 251,\n \"descendants\": 137,\n \"time\": 1785245485,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49083599\"\n },\n \"tags\": [\n \"AI\",\n \"Legal\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"The tiny holdout building in the middle of Macy’s is back in view\",\n \"url\": \"https://ephemeralnewyork.wordpress.com/2026/07/27/hidden-by-billboards-for-over-100-years-the-tiny-holdout-building-in-the-middle-of-macys-is-back-in-view/\",\n \"title_zh\": \"梅西百货中庭的一座小隐蔽建筑重新现身\",\n \"created_display\": \"Created: Jul 28, 2026 / 16:56 PT\",\n \"image_url\": \"https://ephemeralnewyork.wordpress.com/wp-content/uploads/2026/07/macys-department-store-seen-herald-130606694-copy.jpg\",\n \"summary_en\": \"A tiny holdout building hidden by billboards near Macy’s is now visible again, revealing a slice of urban architectural history. The rediscovery prompts reflection on how signage can obscure heritage and why such relics matter in a bustling cityscape.\",\n \"summary_zh\": \"被广告牌遮蔽超过一个世纪的一座梅西百货旁的小型隐匿建筑重新现身，揭示了城市建筑史的一小段记忆。此发现凸显招牌与立面如何遮蔽遗产，并促使人们重新关注城市中的历史痕迹。\",\n \"hn\": {\n \"id\": 49091614,\n \"type\": \"story\",\n \"by\": \"donohoe\",\n \"score\": 209,\n \"descendants\": 59,\n \"time\": 1785283005,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49091614\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Manual: •.,:;…!?·\",\n \"url\": \"https://type.today/en/journal/dots\",\n \"title_zh\": \"手册：•.,:;…!?·\",\n \"created_display\": \"Created: Jul 29, 2026 / 18:05 PT\",\n \"image_url\": \"https://cdn-gc.type.today/storage/post/8/889/share_share_image_en-wbwVAykj_COVlz7KeyY9I3FD6KynTclfbA.png\",\n \"summary_en\": \"A playful manual exploring the aesthetics and usage of punctuation marks, showing how tiny symbols shape rhythm in text and code.\",\n \"summary_zh\": \"一本关于标点符号美学与用法的趣味手册，展示微小符号如何影响文本与代码的节奏感。\",\n \"hn\": {\n \"id\": 49105013,\n \"type\": \"story\",\n \"by\": \"behnamoh\",\n \"score\": 121,\n \"descendants\": 29,\n \"time\": 1785373542,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49105013\"\n },\n \"tags\": [\n \"Design\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"China begins producing advanced chipmaking deep-ultraviolet lithography machines\",\n \"url\": \"https://www.reuters.com/world/china/china-starts-production-home-grown-immersion-duv-chipmaking-tools-source-2026-07-28/\",\n \"title_zh\": \"中国开始自主生产沉浸式深紫外光刻机\",\n \"created_display\": \"Created: Jul 30, 2026 / 07:12 PT\",\n \"image_url\": null,\n \"summary_en\": \"China begins producing home-grown immersion DUV lithography tools, signaling progress toward self-reliant chip production. The milestone affects global supply chains and national tech competitiveness.\",\n \"summary_zh\": \"中国开始自主生产沉浸式深紫外光刻机，标志着在芯片制造领域的自给自足迈出重要一步，影响全球供应链与竞争格局。\",\n \"hn\": {\n \"id\": 49110319,\n \"type\": \"story\",\n \"by\": \"ck2\",\n \"score\": 74,\n \"descendants\": 51,\n \"time\": 1785420764,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49110319\"\n },\n \"hot_score\": 0.04,\n \"tags\": [\n \"Hardware\",\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Unearthing my 1996 windowed OS in machine code for Am29000 homebrew computer\",\n \"url\": \"https://nanochess.org/the_am29000_computer.html\",\n \"title_zh\": \"在 Am29000 自制计算机上 1996 年窗口化操作系统的机器码挖掘\",\n \"created_display\": \"Created: Jul 31, 2026 / 14:57 PT\",\n \"image_url\": \"https://nanochess.org/img/am29k_7.jpg\",\n \"summary_en\": \"Chronicles reverse-engineering a 1996 windowed OS for an Am29000-based homebrew computer, sharing insights into retro computing, preservation, and the joy of digging through old firmware.\",\n \"summary_zh\": \"记录一位爱好者在 Am29000 自制电脑上逆向工程 1996 年的窗口化操作系统的过程，涉及复古计算、软件保存与对早期固件的探索热情。\",\n \"hn\": {\n \"id\": 49129008,\n \"type\": \"story\",\n \"by\": \"nanochess\",\n \"score\": 23,\n \"descendants\": 2,\n \"time\": 1785535023,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49129008\"\n },\n \"hot_score\": 0.04,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Linux on ESP32\",\n \"url\": \"https://github.com/GrieferPig/esp32-s31-linux\",\n \"title_zh\": \"在 ESP32 上运行 Linux\",\n \"created_display\": \"Created: Jul 28, 2026 / 10:52 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/6463c172adc4acd3174bd459903b4efb5d967045cd4e011bfe6e8d90f304b84c/GrieferPig/esp32-s31-linux\",\n \"summary_en\": \"A bold experiment ports a Linux kernel to the ESP32-S31 microcontroller, showing the limits of running a full OS on ultra-low-power hardware. The effort highlights the engineering hurdles—memory constraints, boot, drivers—and what it means for edge computing experiments and hobbyist hardware hacking. Not production-ready, but a milestone in expanding where Linux can run.\",\n \"summary_zh\": \"在极低功耗硬件上尝试将 Linux 内核移植到 ESP32-S31，展示了完整操作系统在此类设备上的边界与挑战。该工作揭示了记忆体约束、启动与驱动等工程难题，以及这对边缘计算实验和爱好者硬件 Black 盒的意义。虽然尚未达到生产就绪，但标志着 Linux 可运行范围的扩展。\",\n \"hn\": {\n \"id\": 49087499,\n \"type\": \"story\",\n \"by\": \"boveyking\",\n \"score\": 109,\n \"descendants\": 37,\n \"time\": 1785261120,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49087499\"\n },\n \"tags\": [\n \"Hardware\",\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"G'mic 4.0: Squaring the Pixel, Easier\",\n \"url\": \"https://gmic.eu/gmic40/\",\n \"title_zh\": \"G'MIC 4.0：让像素处理更简单\",\n \"created_display\": \"Created: Jul 29, 2026 / 05:51 PT\",\n \"image_url\": \"https://gmic.eu/img/logo_header.jpg\",\n \"summary_en\": \"G'MIC 4.0 streamlines pixel-centric workflows, making image processing more approachable for artists and developers, with new filters and API improvements that simplify filters and pipeline integration.\",\n \"summary_zh\": \"G'MIC 4.0 让以像素为中心的工作流更易用，新增的滤镜与 API 改进降低了入门门槛，方便艺术家和开发者将处理流程整合进项目。\",\n \"hn\": {\n \"id\": 49096847,\n \"type\": \"story\",\n \"by\": \"dtschump\",\n \"score\": 79,\n \"descendants\": 5,\n \"time\": 1785329500,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096847\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Study uncovers lost 'golden age' of languages\",\n \"url\": \"https://news.yale.edu/2026/07/23/study-uncovers-lost-golden-age-languages\",\n \"title_zh\": \"研究揭示语言的失落黄金时代\",\n \"created_display\": \"Created: Jul 29, 2026 / 18:58 PT\",\n \"image_url\": \"https://news.yale.edu/sites/default/files/styles/opengraph_image/public/2026-07/Collage%20Languages.jpg?h=f0fb51a5&itok=WgwR98TP\",\n \"summary_en\": \"Linguistic research points to a historically richer, perhaps overlooked, period of language diversity, with implications for anthropology, AI linguistics, and historical narrative.\",\n \"summary_zh\": \"语言学研究指向一个历史上更丰富、易被忽视的语言多样性黄金时代，对人类学、AI 语言学和历史叙事都具有启示。\",\n \"hn\": {\n \"id\": 49105331,\n \"type\": \"story\",\n \"by\": \"gmays\",\n \"score\": 42,\n \"descendants\": 41,\n \"time\": 1785376723,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49105331\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Science\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"We accidentally built an LLVM compiler for Jax\",\n \"url\": \"https://iza.ac/posts/2026/07/accidental-llvm-compiler-for-jax/\",\n \"title_zh\": \"我们意外地为 Jax 构建了一个 LLVM 编译器\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:46 PT\",\n \"image_url\": \"https://iza.ac/social-cards/posts-2026-07-accidental-llvm-compiler-for-jax.png\",\n \"summary_en\": \"A project story explains how an LLVM-based compiler for JAX emerged unintentionally, detailing surprising design choices and potential performance implications. It serves as a cautionary tale about scope creep in research tooling.\",\n \"summary_zh\": \"讲述一个意外产生的 JAX 与 LLVM 相关工具链，分析设计选择与潜在的性能影响，成为研究工具范围意外扩展的警示案例。\",\n \"hn\": {\n \"id\": 49117303,\n \"type\": \"story\",\n \"by\": \"infinitewalk\",\n \"score\": 28,\n \"descendants\": 9,\n \"time\": 1785455165,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49117303\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Long Range Wi-Fi – Pushing 2.4 GHz Wi-Fi to the limits (2019)\",\n \"url\": \"https://www.phidgets.com/?view=articles&article=LongRangeWifi\",\n \"title_zh\": \"长距离 Wi‑Fi：将 2.4 GHz Wi‑Fi 推向极限（2019）\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:59 PT\",\n \"image_url\": \"https://www.phidgets.com/LongRangeWifi/html/long_range_wifi.png\",\n \"summary_en\": \"A retrospective look at 2019 experiments pushing 2.4 GHz Wi‑Fi range, detailing antenna designs, power limits, and real-world coverage tradeoffs. The piece demonstrates that while dispersion and interference remain challenges, clever engineering can still yield meaningful improvements.\",\n \"summary_zh\": \"回顾 2019 年的长距离 2.4 GHz 无线网络实验，强调天线设计、功率边界与实际覆盖的取舍。尽管干扰仍是挑战，但巧妙的工程仍能带来显著的性能提升。\",\n \"hn\": {\n \"id\": 49084005,\n \"type\": \"story\",\n \"by\": \"rzk\",\n \"score\": 74,\n \"descendants\": 44,\n \"time\": 1785247154,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49084005\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Glyphs 4 – the leading Mac font editor\",\n \"url\": \"https://glyphsapp.com\",\n \"title_zh\": \"Glyphs 4：Mac 字体编辑器的领导者\",\n \"created_display\": \"Created: Jul 28, 2026 / 08:06 PT\",\n \"image_url\": \"https://glyphsapp.com/media/site/d052bea273-1785165125/glyphs4.png\",\n \"summary_en\": \"Glyphs 4 ships with a refreshed UI, faster workflows, and improved variable font support, reinforcing its position as the go-to Mac font editor for professional type designers.\",\n \"summary_zh\": \"Glyphs 4 发布，界面焕新、工作流更快，并增强了对可变字体的支持，进一步巩固其作为专业字体设计工具的地位。\",\n \"hn\": {\n \"id\": 49085065,\n \"type\": \"story\",\n \"by\": \"microflash\",\n \"score\": 70,\n \"descendants\": 10,\n \"time\": 1785251198,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49085065\"\n },\n \"tags\": [\n \"Design\",\n \"Programming\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Attention Decode on AMD MI450 GPUs: A Gluon Kernel Optimization Guide\",\n \"url\": \"https://rocm.blogs.amd.com/software-tools-optimization/gluon-attention-decode-mi450/README.html\",\n \"title_zh\": \"在 AMD MI450 GPU 上的 Attention Decode：Gluon 内核优化指南\",\n \"created_display\": \"Created: Jul 27, 2026 / 17:26 PT\",\n \"image_url\": \"https://rocm.blogs.amd.com/_images/software-tools-optimization-gluon-attention-decode-mi450-images-00-cover.webp\",\n \"summary_en\": \"Shows practical optimizations for attention decoding on AMD MI450 accelerators using Gluon kernels. It covers memory layout, tiling, and kernel fusion techniques to boost transformer throughput on AMD hardware.\",\n \"summary_zh\": \"展示在 AMD MI450 GPU 上使用 Gluon 内核对注意力解码进行优化的实用方法，涵盖内存布局、分块与内核融合等技巧，以提升在 AMD 硬件上的变换器工作负载吞吐量。\",\n \"hn\": {\n \"id\": 49077646,\n \"type\": \"story\",\n \"by\": \"matt_d\",\n \"score\": 67,\n \"descendants\": 9,\n \"time\": 1785198405,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49077646\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Nyctography: A substituton cypher by Lewis Carroll\",\n \"url\": \"https://en.wikipedia.org/wiki/Nyctography\",\n \"title_zh\": \"Nyctography：刘易斯·卡罗尔的夜间替代密码\",\n \"created_display\": \"Created: Jul 28, 2026 / 03:30 PT\",\n \"image_url\": \"https://upload.wikimedia.org/wikipedia/commons/b/b1/Nyctograph_reconstruction.jpg\",\n \"summary_en\": \"Nyctography is Lewis Carroll’s night-writing cipher, a playful substitution system designed for secret notes by lamplight. The piece explains how the system worked and its place in Carroll’s linguistic experiments.\",\n \"summary_zh\": \"Nyctography 是刘易斯·卡罗尔在夜间写秘密笔记时使用的替代密码，体现了其语言游戏中的趣味与实验。文中介绍了其工作原理及在卡罗尔创作中的地位。\",\n \"hn\": {\n \"id\": 49081851,\n \"type\": \"story\",\n \"by\": \"nanna\",\n \"score\": 62,\n \"descendants\": 9,\n \"time\": 1785234602,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49081851\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"The first transatlantic telegraph cable was a bold, beautiful failure (2019)\",\n \"url\": \"https://spectrum.ieee.org/the-first-transatlantic-telegraph-cable-was-a-bold-beautiful-failure\",\n \"title_zh\": \"第一条跨大西洋电报电缆：大胆而美丽的失败\",\n \"created_display\": \"Created: Jul 29, 2026 / 04:59 PT\",\n \"image_url\": \"https://spectrum.ieee.org/media-library/tiffany-s-transatlantic-cable-souvenir.jpg?id=25590015&width=1200&height=600&coordinates=0%2C155%2C0%2C155\",\n \"summary_en\": \"The first attempt to span the Atlantic with telegraph cables failed dramatically but catalyzed later breakthroughs. The story highlights how audacious engineering risks and incremental failures drive long-term progress in global communications.\",\n \"summary_zh\": \"首条跨大西洋电缆的尝试虽然轰然失败，却推动了后续的重大突破。故事凸显了大胆的工程风险与渐进性失败如何推动全球通讯的长期进步。\",\n \"hn\": {\n \"id\": 49096319,\n \"type\": \"story\",\n \"by\": \"sparsesignal\",\n \"score\": 51,\n \"descendants\": 17,\n \"time\": 1785326350,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096319\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"The Burau representation of the braid group is faithful for n = 4\",\n \"url\": \"https://arxiv.org/abs/2607.05283\",\n \"title_zh\": \"braid 群的 Burau 表示在 n=4 时是保真的\",\n \"created_display\": \"Created: Jul 27, 2026 / 16:46 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A math paper proves the Burau representation of braid groups is faithful for n=4, resolving a long-standing case and impacting knot theory and linear representations.\",\n \"summary_zh\": \"这篇论文证明在 n=4 时， braid 群的 Burau 表示是保真的，解决了长期未定的一支分支问题，并对结理论与线性表示产生重要影响。\",\n \"hn\": {\n \"id\": 49077209,\n \"type\": \"story\",\n \"by\": \"wglb\",\n \"score\": 49,\n \"descendants\": 18,\n \"time\": 1785195975,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49077209\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"The First Idempotency Key\",\n \"url\": \"https://hatchet.run/blog/first-idempotency-key\",\n \"title_zh\": \"首个幂等性键\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:04 PT\",\n \"image_url\": \"https://hatchet.run/assets/og-PqKfvZWg.png\",\n \"summary_en\": \"Idempotency keys enable safe retries for API requests by ensuring repeated submissions don’t duplicate effects.\",\n \"summary_zh\": \"幂等性键通过确保重复提交不会导致重复副作用，从而实现对 API 请求的安全重试。文中探讨了如何实现和使用它们，以及这对 API 和客户端库的影响。\",\n \"hn\": {\n \"id\": 49083207,\n \"type\": \"story\",\n \"by\": \"abelanger\",\n \"score\": 31,\n \"descendants\": 5,\n \"time\": 1785243891,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49083207\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Register deprivation: spills and runtime under forced register scarcity\",\n \"url\": \"https://rjp.io/blog/2026-07-19-register-deprivation\",\n \"title_zh\": \"寄存器匮乏：被迫的寄存器稀缺导致的溢出与运行时成本\",\n \"created_display\": \"Created: Jul 30, 2026 / 05:20 PT\",\n \"image_url\": \"https://rjp.io/blog-assets/spillbench/fig1_runtime.png\",\n \"summary_en\": \"The piece explains how forced register scarcity causes spilling, degrading performance in tight loops and numeric kernels. It discusses compiler strategies and potential hardware implications to mitigate the issue.\",\n \"summary_zh\": \"文章解释了被迫的寄存器稀缺如何导致溢出，进而在密集运算中显著降低性能；讨论编译器的缓解策略及对硬件的潜在影响。\",\n \"hn\": {\n \"id\": 49109019,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 22,\n \"descendants\": 4,\n \"time\": 1785414030,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49109019\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"A past and future of trade secrets\",\n \"url\": \"https://www.cabinetmagazine.org/issues/70/kofen.php\",\n \"title_zh\": \"贸易秘密的过去与未来\",\n \"created_display\": \"Created: Jul 30, 2026 / 12:26 PT\",\n \"image_url\": \"https://cabinetmagazine.org/issues/70/cabinet_070_kofen_klara_facebook_twitter.jpg\",\n \"summary_en\": \"Explores how trade secrets evolved from traditional know-how to modern IP strategies, weighing incentives for secrecy against openness in technology, and discussing regulatory and ethical implications.\",\n \"summary_zh\": \"追溯贸易秘密的历史与未来，分析保密与开放在技术创新中的激励、法律与伦理影响，以及监管环境的演变。\",\n \"hn\": {\n \"id\": 49114527,\n \"type\": \"story\",\n \"by\": \"Hooke\",\n \"score\": 21,\n \"descendants\": 4,\n \"time\": 1785439578,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49114527\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Legal\",\n \"Business\",\n \"Politics\"\n ]\n }\n ]\n}"}, "c1aa50aa29a12932dbd48fd7d2780bec12096a3d": {"t": 1785772467.117951, "n": 104335, "h": "4518658697b25173", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 100,\n \"reused_same_day\": 31,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 18,\n \"scrape_time_display\": \"15:43, August 01, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/08/01\",\n \"content_date\": \"2026-08-01\",\n \"run_time_local\": \"15:43, August 01, 2026 (PDT)\",\n \"run_time_utc\": \"2026-08-01 22:43:46 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-08-01 22:44:54 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Google has abandoned Google News?\",\n \"url\": \"https://elgan.com/google-news-is-just-forrest-gumps-shrimp-boat-now\",\n \"title_zh\": \"谷歌放弃 Google News 吗？\",\n \"created_display\": \"Created: Aug 01, 2026 / 12:39 PT\",\n \"image_url\": \"https://phaven-prod.s3.amazonaws.com/files/image_part/asset/3491244/BUNwHH9o9AR3FIEUbLdtNnOiMno/large_forrest-gump-shrimp-boat-jenny.jpg\",\n \"summary_en\": \"The piece argues Google News has lost prominence, with shifts in content strategies and publisher relations. It discusses the implications for journalism and how readers discover news.\",\n \"summary_zh\": \"文章认为 Google News 的重要性下降，内容策略与对出版方关系的变化改变了新闻发现生态。讨论了对新闻业的影响以及读者获取新闻的方式。\",\n \"hn\": {\n \"id\": 49137681,\n \"type\": \"story\",\n \"by\": \"mikelgan\",\n \"score\": 228,\n \"descendants\": 161,\n \"time\": 1785613183,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137681\"\n },\n \"hot_score\": 12.15,\n \"tags\": [\n \"Web\"\n ]\n },\n {\n \"title_en\": \"The Silicon Valley Founder Meat Grinder\",\n \"url\": \"https://zaksa.zip/blog/silicon-valley-founder-meat-grinder/\",\n \"title_zh\": \"硅谷创业者的磨肉机\",\n \"created_display\": \"Created: Aug 01, 2026 / 13:20 PT\",\n \"image_url\": \"https://zaksa.zip/images/share.png\",\n \"summary_en\": \"A candid look at the brutal, high-pressure cycles of fundraising, growth targets, and VC-driven culture shaping Silicon Valley startups. The piece advocates rethinking founder burnout and pursuing more sustainable scaling paths.\",\n \"summary_zh\": \"直观揭示硅谷创业公司在融资、增长目标与风险投资驱动的高压文化下的残酷循环。文章呼吁重新审视创始人倦怠并探索更可持续的扩张路径。\",\n \"hn\": {\n \"id\": 49138045,\n \"type\": \"story\",\n \"by\": \"Kaizeras\",\n \"score\": 169,\n \"descendants\": 101,\n \"time\": 1785615658,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138045\"\n },\n \"hot_score\": 11.68,\n \"tags\": [\n \"Startups\"\n ]\n },\n {\n \"title_en\": \"How Google helped destroy adoption of RSS feeds (2023)\",\n \"url\": \"https://openrss.org/blog/how-google-helped-destroy-adoption-of-rss-feeds\",\n \"title_zh\": \"谷歌如何助推RSS订阅的衰落（2023）\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:07 PT\",\n \"image_url\": \"https://openrss.orghttps://openrss.org/media/google-links-break.jpg\",\n \"summary_en\": \"Google’s product and policy choices helped marginalize RSS, accelerating its decline in adoption. Centralized platforms controlled feed discovery and access, leaving RSS ecosystems with limited visibility; for builders, the takeaway is to rely on open standards and independent readers rather than platform-dictated discovery.\",\n \"summary_zh\": \"本文回顾谷歌的一系列产品与策略如何弱化RSS的普及，推动其走向边缘。平台对内容发现的垄断让RSS缺乏可见度，开发者应坚持开放标准与独立阅读器，以避免被平台支配的发现机制所束缚。\",\n \"hn\": {\n \"id\": 49136821,\n \"type\": \"story\",\n \"by\": \"pudgywalsh\",\n \"score\": 269,\n \"descendants\": 68,\n \"time\": 1785607627,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136821\"\n },\n \"hot_score\": 8.9,\n \"tags\": [\n \"Open Source\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"Diátaxis\",\n \"url\": \"https://diataxis.fr/\",\n \"title_zh\": \"Diátaxis 框架\",\n \"created_display\": \"Created: Aug 01, 2026 / 13:33 PT\",\n \"image_url\": \"https://diataxis.fr/_static/diataxis-white-416.png\",\n \"summary_en\": \"Diátaxis provides four content types to cover different reader needs: tutorials, how-tos, references, and explanations. By aligning information to these categories, teams can craft documentation that supports both learning and practical use, improving overall clarity.\",\n \"summary_zh\": \"Diátaxis 将文档分成教程、使用方法、参考手册和讲解四类，以满足不同读者的需求。按这四种用途组织内容，有助于新手学习、老手快速查阅，并提升整份文档的一致性。\",\n \"hn\": {\n \"id\": 49138188,\n \"type\": \"story\",\n \"by\": \"ryanseys\",\n \"score\": 85,\n \"descendants\": 11,\n \"time\": 1785616407,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138188\"\n },\n \"hot_score\": 6.37,\n \"tags\": [\n \"Education\"\n ]\n },\n {\n \"title_en\": \"NetBSD 11.0\",\n \"url\": \"https://blog.netbsd.org/tnf/entry/netbsd_11_0_released\",\n \"title_zh\": \"NetBSD 11.0 发布\",\n \"created_display\": \"Created: Aug 01, 2026 / 10:56 PT\",\n \"image_url\": \"https://blog.netbsd.org/tnf/resource/NetBSD-headerlogo.png\",\n \"summary_en\": \"NetBSD 11.0 ships with updated kernel and userland, broader hardware support, and a refreshed toolchain with security hardening. The release underscores NetBSD's continued focus on portability across diverse platforms and architectures, appealing to developers who deploy on uncommon hardware.\",\n \"summary_zh\": \"NetBSD 11.0 发布，内核和用户空间更新，硬件支持范围扩展，工具链也进行了升级并加强了安全性。此版本再次强调了 NetBSD 在跨平台与小众硬件上的可移植性，对需要稳定方案的开发者具有吸引力。\",\n \"hn\": {\n \"id\": 49136736,\n \"type\": \"story\",\n \"by\": \"jaypatelani\",\n \"score\": 179,\n \"descendants\": 79,\n \"time\": 1785607001,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136736\"\n },\n \"tags\": [\n \"Programming\",\n \"Security\",\n \"Hardware\"\n ],\n \"hot_score\": 5.64\n },\n {\n \"title_en\": \"Cursor removed cost information from the usage page and CSV export\",\n \"url\": \"https://forum.cursor.com/t/usage-page-to-token-amount-what/167153\",\n \"title_zh\": \"Cursor 从用量页面和 CSV 导出中移除成本信息\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:25 PT\",\n \"image_url\": \"https://us1.discourse-cdn.com/cursor1/original/3X/3/7/3718fc94d3c996fb60ac40aa8a689003c970b23b.png\",\n \"summary_en\": \"Cursor removed cost information from the usage page and CSV export, raising pricing-transparency concerns for developers tracking spend. The move invites questions about how users should monitor costs and what future pricing signals will look like.\",\n \"summary_zh\": \"Cursor 从用量页面和 CSV 导出中移除了成本信息，引发开发者对定价透明度的关注。此举让用户更难监控支出，并引发对未来定价信号的猜想。\",\n \"hn\": {\n \"id\": 49135257,\n \"type\": \"story\",\n \"by\": \"EugeneOZ\",\n \"score\": 275,\n \"descendants\": 121,\n \"time\": 1785597921,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135257\"\n },\n \"tags\": [\n \"Business\",\n \"Privacy\"\n ],\n \"hot_score\": 4.92\n },\n {\n \"title_en\": \"A directory of people who love RSS\",\n \"url\": \"https://andrewshell.org/2026/07/i-%e2%99%a5-rss/\",\n \"title_zh\": \"热爱 RSS 的人目录\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:52 PT\",\n \"image_url\": \"https://andrewshell.org/wp-content/themes/asdo-theme/img/apple-touch-icon.png\",\n \"summary_en\": \"A curated directory showcases RSS enthusiasts, highlighting independent feeds and the enduring appeal of open syndication. It underscores RSS as a lightweight, decentralized alternative in the modern web.\",\n \"summary_zh\": \"这份精选目录聚焦 RSS 爱好者，突出独立订阅源与开放订阅的持续魅力，强调 RSS 作为现代网页的轻量化、去中心化替代方案。\",\n \"hn\": {\n \"id\": 49136063,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 153,\n \"descendants\": 80,\n \"time\": 1785603161,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136063\"\n },\n \"tags\": [\n \"Open Source\",\n \"Web\"\n ],\n \"hot_score\": 3.71\n },\n {\n \"title_en\": \"Seedance 2.5\",\n \"url\": \"https://seed.bytedance.com/en/blog/one-take-creation-flexible-referencing-introducing-seedance-2-5\",\n \"title_zh\": \"Seedance 2.5\",\n \"created_display\": \"Created: Aug 01, 2026 / 13:45 PT\",\n \"image_url\": \"https://lf-flow-web-cdn.doubao.com/obj/flow-doubao/deploy/flow/ai_official_website/88329/static/image/new_qr_code.949b4782.png\",\n \"summary_en\": \"Seedance 2.5 updates a content creation workflow with flexible referencing and one-take creation. It enables creators to fluidly link assets and references, reducing friction in long-form production.\",\n \"summary_zh\": \"Seedance 2.5 为内容创作工作流带来灵活的引用和一镜到底式的创作能力，使创作者能够更自然地在作品中嵌入可重用的素材与引用，降低制作摩擦。\",\n \"hn\": {\n \"id\": 49138302,\n \"type\": \"story\",\n \"by\": \"njaremko\",\n \"score\": 45,\n \"descendants\": 12,\n \"time\": 1785617112,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138302\"\n },\n \"hot_score\": 3.64,\n \"tags\": [\n \"Web\"\n ]\n },\n {\n \"title_en\": \"A Surveillance Treaty in Disguise: Canada Signs UN Cybercrime Convention\",\n \"url\": \"https://www.michaelgeist.ca/2026/07/a-surveillance-treaty-in-disguise-the-trouble-with-canadas-quiet-decision-to-sign-the-un-cybercrime-convention/\",\n \"title_zh\": \"披着监控外衣的条约：加拿大签署联合国网络犯罪公约\",\n \"created_display\": \"Created: Aug 01, 2026 / 07:19 PT\",\n \"image_url\": \"https://www.michaelgeist.ca/wp-content/uploads/2026/07/Hieu_Ngo_at_Hanoi_Convention_side_event-scaled.jpg\",\n \"summary_en\": \"Canada quietly signed the UN Cybercrime Convention, a move critics say could expand government surveillance and cross-border data cooperation. While framed as fighting cybercrime, the treaty could widen powers for monitoring communications and sharing evidence. For tech developers and privacy advocates, this signals a shift in international norms around digital rights.\",\n \"summary_zh\": \"加拿大悄然签署联合国网络犯罪公约，批评者认为这可能扩大政府监控和跨境数据协作的权限。条约表述了打击网络犯罪的法律框架，但也被指可能扩张监控能力、加强内容审查。对技术开发者和隐私倡导者而言，这标志着国际网络执法与数字权利规范的潜在转折。\",\n \"hn\": {\n \"id\": 49134694,\n \"type\": \"story\",\n \"by\": \"iamnothere\",\n \"score\": 241,\n \"descendants\": 130,\n \"time\": 1785593991,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134694\"\n },\n \"tags\": [\n \"Privacy\",\n \"Politics\"\n ],\n \"hot_score\": 3.53\n },\n {\n \"title_en\": \"Postmortem for Kernel Soundness Bug #14576\",\n \"url\": \"https://leodemoura.github.io/blog/2026-8-1-postmortem-for-kernel-soundness-bug-14576/\",\n \"title_zh\": \"内核健全性漏洞 #14576 的事后分析\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:32 PT\",\n \"image_url\": \"https://leodemoura.github.io/static/images/leo.jpg\",\n \"summary_en\": \"This postmortem traces kernel soundness bug #14576 from root cause to patch, detailing its memory-safety implications and the fixes implemented. It highlights the importance of robust tooling and subsystem boundaries for kernel reliability.\",\n \"summary_zh\": \"此事后分析从根本原因到修复过程梳理了内核健全性漏洞 #14576，阐述其对内存安全的影响及修复方案，强调健壮工具和子系统边界在内核可靠性中的作用。\",\n \"hn\": {\n \"id\": 49137060,\n \"type\": \"story\",\n \"by\": \"juhopitk\",\n \"score\": 94,\n \"descendants\": 34,\n \"time\": 1785609140,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137060\"\n },\n \"tags\": [\n \"Programming\",\n \"Security\"\n ],\n \"hot_score\": 3.48\n },\n {\n \"title_en\": \"Elevators\",\n \"url\": \"https://john.fun/elevators\",\n \"title_zh\": \"电梯\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:17 PT\",\n \"image_url\": \"https://john.fun/metadata/elevator/twitter-card.png\",\n \"summary_en\": \"Elevators reveal how urban infrastructure adapts to growing vertical cities, highlighting safety, efficiency, and automation trends.\",\n \"summary_zh\": \"电梯揭示了城市基础设施如何适应日益垂直化的城市，突出安全、效率与自动化趋势。\",\n \"hn\": {\n \"id\": 49124218,\n \"type\": \"story\",\n \"by\": \"Jrh0203\",\n \"score\": 1570,\n \"descendants\": 386,\n \"time\": 1785511048,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124218\"\n },\n \"tags\": [\n \"Science\",\n \"DevOps\"\n ],\n \"hot_score\": 2.83\n },\n {\n \"title_en\": \"RipGrep musl binaries occasionally segfault during very-large searches\",\n \"url\": \"https://github.com/BurntSushi/ripgrep/issues/3494\",\n \"title_zh\": \"RipGrep 使用 musl 二进制在超大范围搜索时偶发崩溃\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:34 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/466478e38f8c4b0285ba6e7a260b0edac4bd7a3bf18187059df059b492c49ea9/BurntSushi/ripgrep/issues/3494\",\n \"summary_en\": \"RipGrep's musl-built binaries occasionally segfault during very large searches, likely due to edge-case interactions with the musl C library or memory mapping under extreme workloads. The issue highlights the fragility of high-performance search in constrained environments and suggests workarounds or future fixes in upstream. This matters for developers relying on ripgrep in containers or minimal OSes where musl is common.\",\n \"summary_zh\": \"在极大规模搜索时，使用 musl 构建的 RipGrep 二进制偶发崩溃，可能与 musl C 库的边缘情况或极端工作负载下的内存映射有关。此问题凸显了在受限环境中实现高性能搜索的脆弱性，并暗示需要 upstream 给出替代方案或修复。对于在容器或最小化操作系统中依赖 ripgrep 的开发者而言，这一问题尤为关键。\",\n \"hn\": {\n \"id\": 49133889,\n \"type\": \"story\",\n \"by\": \"throwaway2037\",\n \"score\": 233,\n \"descendants\": 159,\n \"time\": 1785587665,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133889\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 2.58\n },\n {\n \"title_en\": \"Ten advances in mathematics and theoretical computer science\",\n \"url\": \"https://openai.com/index/ten-advances-in-mathematics/\",\n \"title_zh\": \"数学与理论计算机科学的十大进展\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:37 PT\",\n \"image_url\": \"https://images.ctfassets.net/kftzwdyauwt9/5RUlCTeEvzWYd2DDpdcNgh/f38e144bf6f5911074b1939c1528ed2b/Frame__4_.png?w=1600&h=900&fit=fill\",\n \"summary_en\": \"A curated roundup of notable advances across mathematics and theoretical computer science, illustrating how new proofs, models, and algorithms broaden what we can prove and compute. The insights span core areas like complexity theory, probabilistic methods, and mathematical foundations that influence cryptography, optimization, and AI.\",\n \"summary_zh\": \"这是一组精选，聚焦数学与理论计算机科学领域的重大突破，展示新的证明、模型和算法如何扩展我们能证明和计算的边界。相关进展跨越复杂性理论、概率方法等领域，对密码学、优化和人工智能的基础研究具有深远影响。\",\n \"hn\": {\n \"id\": 49132058,\n \"type\": \"story\",\n \"by\": \"milkshakes\",\n \"score\": 397,\n \"descendants\": 268,\n \"time\": 1785569864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132058\"\n },\n \"tags\": [\n \"Science\",\n \"AI\"\n ],\n \"hot_score\": 2.38\n },\n {\n \"title_en\": \"The Art of 64-bit Assembly\",\n \"url\": \"https://nostarch.com/art-64-bit-assembly-v2\",\n \"title_zh\": \"64 位汇编的艺术\",\n \"created_display\": \"Created: Aug 01, 2026 / 07:09 PT\",\n \"image_url\": \"https://nostarch.com/sites/default/files/art-of-64-bit-assembly-v2_frontcover.jpg\",\n \"summary_en\": \"A book-length treatment of 64-bit assembly language, focusing on modern x86-64 instruction sets, conventions, and optimization techniques. It digs into low-level programming practices that underpin compilers, runtimes, and performance-critical software, helping developers reason about machine code. A valuable read for advanced systems programmers and hardware-curious engineers.\",\n \"summary_zh\": \"一本关于 64 位汇编语言的长篇著作，聚焦现代 x86-64 指令集、约定与优化技巧。内容深入低级编程实践，揭示支撑编译器、运行时与高性能软件的底层原理，帮助开发者理解机器码。对于高级系统程序员与对硬件感兴趣的工程师而言，是值得一读的资料。\",\n \"hn\": {\n \"id\": 49134599,\n \"type\": \"story\",\n \"by\": \"0x54MUR41\",\n \"score\": 166,\n \"descendants\": 76,\n \"time\": 1785593340,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134599\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 2.36\n },\n {\n \"title_en\": \"But can your calculator run Linux?\",\n \"url\": \"https://raymii.org/s/articles/But_can_your_calculator_run_Linux.html\",\n \"title_zh\": \"你的计算器能跑Linux吗？\",\n \"created_display\": \"Created: Aug 01, 2026 / 12:44 PT\",\n \"image_url\": null,\n \"summary_en\": \"Explores how some calculators can boot Linux or Linux-like environments, highlighting the surprising versatility of handheld devices.\",\n \"summary_zh\": \"揭示部分计算器已能够运行 Linux 或类 Linux 环境，显示手持设备的意外灵活性。文章讨论实现细节、硬件要求及对开源硬件爱好者的启示。\",\n \"hn\": {\n \"id\": 49137713,\n \"type\": \"story\",\n \"by\": \"jandeboevrie\",\n \"score\": 41,\n \"descendants\": 4,\n \"time\": 1785613488,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137713\"\n },\n \"hot_score\": 2.21,\n \"tags\": [\n \"Hardware\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"From MIT: AI financial advice is surprisingly good\",\n \"url\": \"https://mitsloan.mit.edu/ideas-made-to-matter/ai-financial-advice-surprisingly-good-especially-if-you-ask-right-questions\",\n \"title_zh\": \"MIT：AI 财务建议出人意料地好\",\n \"created_display\": \"Created: Aug 01, 2026 / 15:25 PT\",\n \"image_url\": \"https://mitsloan.mit.edu/sites/default/files/styles/og_image/public/2026-07/ai-finance.png.webp?h=7691f918&itok=Zfv-5Ys6\",\n \"summary_en\": \"MIT Sloan researchers find AI financial advice performs surprisingly well when users ask well-posed questions. The findings suggest AI can meaningfully augment personal finance tools, though data quality and overreliance remain concerns.\",\n \"summary_zh\": \"MIT 的研究发现，当提问设计得当时，AI 的金融建议出人意料地有效，能显著辅助个人理财。结果也提醒要关注数据质量和对 AI 的适度依赖。\",\n \"hn\": {\n \"id\": 49139102,\n \"type\": \"story\",\n \"by\": \"foxtrot8672\",\n \"score\": 11,\n \"descendants\": 4,\n \"time\": 1785623112,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49139102\"\n },\n \"hot_score\": 2.18,\n \"tags\": [\n \"AI\",\n \"Finance\"\n ]\n },\n {\n \"title_en\": \"CISA Alert: Water Sector PLC Targeting\",\n \"url\": \"https://censys.com/blog/cisa-alert-water-tower-plc-targeting/\",\n \"title_zh\": \"水务行业 PLC 攻击警报\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:50 PT\",\n \"image_url\": \"https://censys.com/wp-content/uploads/ChatGPT-Image-Jul-30-2026-05_55_24-PM.png\",\n \"summary_en\": \"CISA warns of targeted attacks against water facilities using PLCs, highlighting risk to ICS/SCADA environments. It recommends segmentation, timely patching, and heightened monitoring to reduce exposure.\",\n \"summary_zh\": \"CISA 警告对水务设施的 PLC 进行定向攻击，可能危及 ICS/SCADA 环境。建议加强网络分段、及时打补丁并提升监控以降低风险。\",\n \"hn\": {\n \"id\": 49137228,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 36,\n \"descendants\": 20,\n \"time\": 1785610217,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137228\"\n },\n \"hot_score\": 1.43,\n \"tags\": [\n \"Security\"\n ]\n },\n {\n \"title_en\": \"RamenHaus\",\n \"url\": \"https://ramen.haus/\",\n \"title_zh\": \"RamenHaus\",\n \"created_display\": \"Created: Aug 01, 2026 / 01:48 PT\",\n \"image_url\": \"https://ramen.haus/wp-content/uploads/kaunta-seki-social/bowl-674-d04272065680.jpg\",\n \"summary_en\": \"RamenHaus appears to be a project or site named after ramen, but details are scarce.\",\n \"summary_zh\": \"RamenHaus 似乎是一个以拉面命名的项目或站点，但目前细节有限。\",\n \"hn\": {\n \"id\": 49132460,\n \"type\": \"story\",\n \"by\": \"oler\",\n \"score\": 207,\n \"descendants\": 102,\n \"time\": 1785574138,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132460\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 1.41\n },\n {\n \"title_en\": \"qm – Multiplayer agent harness for work\",\n \"url\": \"https://github.com/yc-software/qm\",\n \"title_zh\": \"qm：面向工作场景的多人代理框架\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:04 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/6829f6872e88bca87e7d85c7d6497b3246daac80d02fc34591f8b1e055875e33/yc-software/qm\",\n \"summary_en\": \"qm is an open-source harness that coordinates multiple agents to work on tasks collaboratively. It provides orchestration, tasking, and visibility across agent-driven workflows, helping teams tackle complex problems more efficiently.\",\n \"summary_zh\": \"qm 是一个开源的多人代理协调框架，支持在工作场景中让多个代理协同完成任务。它提供编排、任务分发和对代理驱动工作流的可视化，帮助团队更高效地解决复杂问题。\",\n \"hn\": {\n \"id\": 49126604,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 647,\n \"descendants\": 152,\n \"time\": 1785521098,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126604\"\n },\n \"tags\": [\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 1.36\n },\n {\n \"title_en\": \"AI doesn't generate working products, that's still your job\",\n \"url\": \"https://weeraman.com/the-prototype-isnt-the-product/\",\n \"title_zh\": \"AI不能直接生成可用产品，仍需人工实现\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:52 PT\",\n \"image_url\": \"https://weeraman.com/images/the-prototype-isnt-the-product/the-prototype-isnt-the-product.jpg\",\n \"summary_en\": \"AI can help you prototype, but it won’t ship a working product by itself. The piece argues that turning a prototype into a complete, user-ready product still rests on human product design, engineering, and iterative testing.\",\n \"summary_zh\": \"AI 可以帮助生成原型，但不能直接产出可用的最终产品。文章强调将原型转化为可交付的软件仍然依赖人类的产品设计、工程实现与持续迭代测试。\",\n \"hn\": {\n \"id\": 49132130,\n \"type\": \"story\",\n \"by\": \"smckk\",\n \"score\": 221,\n \"descendants\": 217,\n \"time\": 1785570730,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132130\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 1.36\n },\n {\n \"title_en\": \"On the non-use of AI in my writing process\",\n \"url\": \"https://www.antipope.org/charlie/blog-static/2026/08/on-the-non-use-of-ai-in-my-wri.html\",\n \"title_zh\": \"关于我的写作过程不使用 AI\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"A personal choice to avoid AI in writing, arguing for human-crafted prose and cognitive engagement; invites readers to consider when and how AI adds value versus distraction.\",\n \"summary_zh\": \"个人选择在写作中不使用 AI，强调人工创作的独特性与认知投入；邀请读者思考 AI 在何时、何地能真正增值，何时应避免分散注意力。\",\n \"hn\": {\n \"id\": 49134038,\n \"type\": \"story\",\n \"by\": \"jwx48\",\n \"score\": 113,\n \"descendants\": 93,\n \"time\": 1785589014,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134038\"\n },\n \"hot_score\": 1.32,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Tailscale didn't stop the Hugging Face intrusion\",\n \"url\": \"https://tailscale.com/blog/hugging-face-intrusion\",\n \"title_zh\": \"Tailscale 未阻止 Hugging Face 入侵\",\n \"created_display\": \"Created: Jul 31, 2026 / 12:03 PT\",\n \"image_url\": \"https://tailscale.com/api/og-image?id=0dafcba5-55df-4373-be5e-564b368a27af\",\n \"summary_en\": \"Hugging Face disclosed a security incident in which attackers bypassed protections despite Tailscale, underscoring that zero-trust networking is not a sole defense. The post details how leaked credentials enabled access and the lessons about defense-in-depth and secret hygiene.\",\n \"summary_zh\": \"Hugging Face 公开了一起安全事件，攻击者在使用 Tailscale 的情况下仍然进入内部系统，说明零信任网络并非万用钥匙。文中描述了凭证泄露如何促成入侵，并强调需要多层防护与良好密钥管理。\",\n \"hn\": {\n \"id\": 49127306,\n \"type\": \"story\",\n \"by\": \"bluehatbrit\",\n \"score\": 573,\n \"descendants\": 211,\n \"time\": 1785524625,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127306\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 1.28\n },\n {\n \"title_en\": \"BMW Is Showing Commercials on Their Car's Dash Screens as a Treat\",\n \"url\": \"https://www.theautopian.com/bmw-is-showing-commercials-on-their-cars-dash-screens-and-they-want-you-to-think-its-a-treat/\",\n \"title_zh\": \"宝马在车载仪表屏幕投放广告，被称作‘贴心体验’\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:58 PT\",\n \"image_url\": null,\n \"summary_en\": \"BMW began showing ads on dash screens, framing it as a perk but drawing scrutiny over driver distraction and data/privacy concerns in connected cars.\",\n \"summary_zh\": \"宝马在车载仪表屏幕上投放广告，被包装为“贴心服务”，却引发对驾驶分心、隐私与数据使用的质疑。\",\n \"hn\": {\n \"id\": 49135511,\n \"type\": \"story\",\n \"by\": \"CharlesW\",\n \"score\": 62,\n \"descendants\": 44,\n \"time\": 1785599890,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135511\"\n },\n \"hot_score\": 1.22,\n \"tags\": [\n \"Privacy\"\n ]\n },\n {\n \"title_en\": \"Kenji/Serious Eats – 30-Min Pressure Cooker Pho Ga\",\n \"url\": \"https://www.seriouseats.com/30-minute-pressure-cooker-pho-ga-recipe\",\n \"title_zh\": \"Kenji/Serious Eats – 30分钟压力锅越南鸡肉河粉\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:46 PT\",\n \"image_url\": \"https://www.seriouseats.com/thmb/_5QHejAJ6Y3ZjV_T_XFWG3kwBSo=/1500x0/filters:no_upscale():max_bytes(150000):strip_icc()/__opt__aboutcom__coeus__resources__content_migration__serious_eats__seriouseats.com__recipes__images__2015__01__20140108-pressure-cooker-pho-ga-vietnamese-chicken-noodle-soup-06-16a750a314f7453084da70c4ba982ee2.jpg\",\n \"summary_en\": \"A practical 30-minute Pho Ga recipe using a pressure cooker, with clear steps and tips to extract authentic aroma and depth in half the time.\",\n \"summary_zh\": \"30分钟压力锅越南鸡肉河粉（Pho Ga）实用食谱，包含清晰步骤与要点，帮助在更短时间内做出正宗风味。\",\n \"hn\": {\n \"id\": 49135426,\n \"type\": \"story\",\n \"by\": \"stasomatic\",\n \"score\": 62,\n \"descendants\": 43,\n \"time\": 1785599214,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135426\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 1.18\n },\n {\n \"title_en\": \"Explorative modeling: Train on the best of K guesses\",\n \"url\": \"https://alexiglad.github.io/blog/2026/explorative_modeling/\",\n \"title_zh\": \"探索性建模：在前K个猜测中训练最佳模型\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:23 PT\",\n \"image_url\": \"https://alexiglad.github.io/assets/img/blog/xm/banner_xm.png\",\n \"summary_en\": \"The post proposes training on the best of K guesses, selecting the top-performing candidate from multiple predictions to guide learning. This explorative modeling approach can improve sample efficiency and robustness in settings with uncertain models.\",\n \"summary_zh\": \"提出在前K个候选猜测中选取最佳者来引导训练的做法，属于探索性建模。此方法可能提高样本效率与对不确定模型的鲁棒性，适用于多模型并存的情景。\",\n \"hn\": {\n \"id\": 49135245,\n \"type\": \"story\",\n \"by\": \"DSemba\",\n \"score\": 66,\n \"descendants\": 21,\n \"time\": 1785597795,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135245\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 1.16\n },\n {\n \"title_en\": \"How to Exist\",\n \"url\": \"https://www.raptitude.com/2026/07/how-to-exist/\",\n \"title_zh\": \"如何存在\",\n \"created_display\": \"Created: Jul 31, 2026 / 17:25 PT\",\n \"image_url\": \"https://www.raptitude.com/wp-content/uploads/2026/07/coffeeexist.jpg\",\n \"summary_en\": \"Offers practical guidance on living with intention and meaning in a noisy world. It highlights everyday practices—curated attention, choosing what to care about, and embracing impermanence—as routes to a more grounded existence.\",\n \"summary_zh\": \"在喧嚣的世界中，提供以有目的地生活为核心的实用建议，强调通过日常实践来培养专注、筛选关注点和接受无常，从而获得更扎实的存在感。\",\n \"hn\": {\n \"id\": 49129990,\n \"type\": \"story\",\n \"by\": \"walterbell\",\n \"score\": 361,\n \"descendants\": 226,\n \"time\": 1785543900,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49129990\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 1.15\n },\n {\n \"title_en\": \"Kaisel – Routes as Values. Dart 3 Native Router for Flutter\",\n \"url\": \"https://kaisel.dev/\",\n \"title_zh\": \"Kaisel – 路由即值：Flutter 的 Dart 3 原生路由器\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:45 PT\",\n \"image_url\": \"https://kaisel.dev/og.png\",\n \"summary_en\": \"Kaisel introduces a routes-as-values approach in Dart 3's native router for Flutter, enabling type-safe, compile-time-checked navigation. This design aims to improve maintainability and performance for large apps, reducing boilerplate and navigation bugs.\",\n \"summary_zh\": \"Kaisel 引入了路由即值的理念，作为 Flutter 的 Dart 3 原生路由器的一部分，提供类型安全、可在编译时校验的导航。该设计旨在提升大型应用的可维护性与性能，减少样板代码和路由错误。\",\n \"hn\": {\n \"id\": 49135985,\n \"type\": \"story\",\n \"by\": \"TheWiggles\",\n \"score\": 48,\n \"descendants\": 7,\n \"time\": 1785602740,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135985\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 1.12\n },\n {\n \"title_en\": \"Pgtestdb's template cloning approach to testing is fast\",\n \"url\": \"https://brandur.org/fragments/pgtestdb\",\n \"title_zh\": \"Pgtestdb 的模板克隆测试方法极快\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:01 PT\",\n \"image_url\": \"https://brandur.org/assets/images/favicon/favicon-256.jpg\",\n \"summary_en\": \"Pgtestdb clones fresh test environments by leveraging template databases, dramatically speeding up test setups and CI runs. The approach maintains isolation while sharing storage, simplifying repeatable testing workflows.\",\n \"summary_zh\": \"Pgtestdb 通过模板数据库克隆创建新的测试环境，大幅加快测试搭建与持续集成的速度。该方法在共享存储条件下仍能保持隔离，简化可重复的测试流程。\",\n \"hn\": {\n \"id\": 49135546,\n \"type\": \"story\",\n \"by\": \"brandur\",\n \"score\": 55,\n \"descendants\": 35,\n \"time\": 1785600082,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135546\"\n },\n \"tags\": [\n \"Programming\",\n \"DevOps\"\n ],\n \"hot_score\": 1.09\n },\n {\n \"title_en\": \"Fermi Paradox\",\n \"url\": \"https://en.wikipedia.org/wiki/Fermi_paradox\",\n \"title_zh\": \"费米悖论\",\n \"created_display\": \"Created: Aug 01, 2026 / 12:10 PT\",\n \"image_url\": \"https://en.wikipedia.org/static/images/icons/enwiki-25.svg\",\n \"summary_en\": \"The Fermi Paradox questions why, given the high probability of extraterrestrial life in the universe, we see little evidence. Various explanations range from rare Earth scenarios to possible Great Filters.\",\n \"summary_zh\": \"费米悖论提出在宇宙中存在大量潜在文明的概率下，为何尚未观测到明确证据。讨论的解释从地球稀有到可能存在的伟大筛选等多种可能性。\",\n \"hn\": {\n \"id\": 49137419,\n \"type\": \"story\",\n \"by\": \"simonebrunozzi\",\n \"score\": 23,\n \"descendants\": 20,\n \"time\": 1785611411,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137419\"\n },\n \"hot_score\": 1.0,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Flint: A Visualization Language for the AI Era\",\n \"url\": \"https://microsoft.github.io/flint-chart/\",\n \"title_zh\": \"Flint：面向 AI 时代的可视化语言\",\n \"created_display\": \"Created: Jul 31, 2026 / 19:45 PT\",\n \"image_url\": null,\n \"summary_en\": \"Flint is a visualization language designed for the AI era, enabling concise declarative charts. It emphasizes interoperability with contemporary data tooling, potentially speeding up data storytelling and experimentation for developers and data scientists.\",\n \"summary_zh\": \"Flint 是为 AI 时代设计的可视化语言，采用简洁的声明式语法来构建图表。它强调与现有数据工具栈的互操作性，有望帮助开发者和数据科学家更快地进行数据讲解与实验。\",\n \"hn\": {\n \"id\": 49130604,\n \"type\": \"story\",\n \"by\": \"vinhnx\",\n \"score\": 241,\n \"descendants\": 66,\n \"time\": 1785552309,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130604\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.92\n },\n {\n \"title_en\": \"Coldcard's $38M (so far) exploit shakes faith in self-custody\",\n \"url\": \"https://www.coindesk.com/business/2026/07/31/coldcard-s-usd38-million-so-far-exploit-shakes-faith-in-self-custody-may-push-investors-to-etfs\",\n \"title_zh\": \"Coldcard 硬件钱包的 $3800 万攻击动摇自我托管信心\",\n \"created_display\": \"Created: Aug 01, 2026 / 14:12 PT\",\n \"image_url\": \"https://cdn.sanity.io/images/s3y3vcno/production/17e2199d1d92db776ca604acd66f78a2a5052896-1754x804.png?auto=format&fit=crop&crop=focalpoint&w=1920&h=1080&q=75\",\n \"summary_en\": \"Coldcard’s exploit has reached about $38M in impact, shaking faith in self-custody hardware and potentially nudging investors toward ETFs. It underscores ongoing security risks in crypto hardware and the need for robust safeguards.\",\n \"summary_zh\": \"Coldcard 的攻击已造成约千万级别的损失，动摇了人们对自我托管硬件的信任，可能促使投资者转向 ETF 等选项。此次事件凸显了加密硬件的持续安全风险，以及需要加强防护措施。\",\n \"hn\": {\n \"id\": 49138553,\n \"type\": \"story\",\n \"by\": \"wslh\",\n \"score\": 10,\n \"descendants\": 4,\n \"time\": 1785618752,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138553\"\n },\n \"hot_score\": 0.92,\n \"tags\": [\n \"Security\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Tell HN: I hate your fuzzy search\",\n \"url\": \"https://news.ycombinator.com/item?id=49136990\",\n \"title_zh\": \"给 HN 的建议：我讨厌你们的模糊搜索\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:25 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"A sharp critique of fuzzy search quality on a popular tech forum, calling out irrelevant results and inconsistent ranking. It stokes a broader conversation about search UX, indexing, and debuggability in developer tools.\",\n \"summary_zh\": \"对一个热门技术社区的模糊搜索质量提出尖锐批评，指出搜索结果不相关、排序不一致。引发关于开发者工具中搜索用户体验、索引与可调试性的广泛讨论。\",\n \"hn\": {\n \"id\": 49136990,\n \"type\": \"story\",\n \"by\": \"tehwebguy\",\n \"score\": 26,\n \"descendants\": 11,\n \"time\": 1785608700,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136990\"\n },\n \"hot_score\": 0.9,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Scanning 7.6 Petabytes of HuggingFace Training Data for Secrets\",\n \"url\": \"https://trufflesecurity.com/blog/scanning-7-6-petabytes-of-ai-training-data-for-secrets\",\n \"title_zh\": \"对 HuggingFace 训练数据的 7.6PB 扫描以寻找密钥\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:21 PT\",\n \"image_url\": \"https://framerusercontent.com/images/QzYGhNgh0IQIDoXeiClgcslk6c.svg?width=1200&height=630\",\n \"summary_en\": \"Truffle Security scanned 7.6 petabytes of public training data to search for secrets, uncovering exposed API keys and credentials. The finding underscores data provenance and secret-scanning practices in ML pipelines.\",\n \"summary_zh\": \"Truffle Security 对公开的训练数据进行 7.6PB 的扫描，发现暴露的密钥和凭据。这凸显了数据溯源和在机器学习管线中进行密钥扫描的重要性。\",\n \"hn\": {\n \"id\": 49136955,\n \"type\": \"story\",\n \"by\": \"882542F3884314B\",\n \"score\": 26,\n \"descendants\": 5,\n \"time\": 1785608501,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136955\"\n },\n \"hot_score\": 0.89,\n \"tags\": [\n \"Security\",\n \"Data\"\n ]\n },\n {\n \"title_en\": \"Retired man plants trees on forgotten land, now it's Sao Paulo's largest park\",\n \"url\": \"https://timesofindia.indiatimes.com/world/rest-of-world/in-2003-a-retired-man-planted-trees-on-forgotten-land-alone-20-years-later-it-had-become-one-of-sao-paulos-largest-urban-forests/articleshow/132761848.cms\",\n \"title_zh\": \"退休老人种树，成了圣保罗最大的城市公园\",\n \"created_display\": \"Created: Aug 01, 2026 / 14:02 PT\",\n \"image_url\": \"https://static.toiimg.com/thumb/msid-132762031,width-1280,height-720,resizemode-6,overlay-toi_sw,pt-32,y_pad-600/photo.jpg\",\n \"summary_en\": \"A retired man plants trees on forgotten land; two decades later it becomes Sao Paulo’s largest urban park, illustrating long-running citizen-led greening.\",\n \"summary_zh\": \"一名退休男子在被遗忘的土地种树，二十年后成为圣保罗最大的城市公园，展现了市民长期推动城市绿化的力量。\",\n \"hn\": {\n \"id\": 49138446,\n \"type\": \"story\",\n \"by\": \"rmason\",\n \"score\": 10,\n \"descendants\": 1,\n \"time\": 1785618146,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138446\"\n },\n \"hot_score\": 0.85,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"DeepSeek-V4-Flash Update\",\n \"url\": \"https://api-docs.deepseek.com/updates/\",\n \"title_zh\": \"DeepSeek-V4-Flash 更新\",\n \"created_display\": \"Created: Jul 30, 2026 / 23:08 PT\",\n \"image_url\": \"https://api-docs.deepseek.com/img/deepseek-social-card.jpeg\",\n \"summary_en\": \"DeepSeek releases a firmware update for the V4 Flash platform, focusing on stability, performance, and new features for data indexing and retrieval. The update underscores ongoing optimization of flash-based search systems and developer tooling.\",\n \"summary_zh\": \"DeepSeek 为 V4 Flash 平台推出固件更新，聚焦稳定性、性能，并带来对数据索引与检索的新功能。此次更新凸显对基于闪存的搜索系统及开发工具的持续优化。\",\n \"hn\": {\n \"id\": 49119559,\n \"type\": \"story\",\n \"by\": \"dnhkng\",\n \"score\": 694,\n \"descendants\": 330,\n \"time\": 1785478116,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119559\"\n },\n \"tags\": [\n \"Hardware\",\n \"Programming\"\n ],\n \"hot_score\": 0.81\n },\n {\n \"title_en\": \"Ten Ways NAS Is Getting Enshitified\",\n \"url\": \"https://nascompares.com/2026/07/31/the-10-ways-nas-is-getting-enshitified/\",\n \"title_zh\": \"NAS 正在变糟的十种趋势\",\n \"created_display\": \"Created: Jul 31, 2026 / 22:38 PT\",\n \"image_url\": null,\n \"summary_en\": \"Ten trends turning NAS devices into bloated, user-hostile platforms—from bundled services and opaque firmware to vendor lock-in and cloud‑feature creep. It argues for simpler, open, or self-hosted storage to keep control and performance intact.\",\n \"summary_zh\": \"文章列出十种让 NAS 设备变得臃肿、难以使用的趋势——包括捆绑服务、固件不透明、隐私问题与厂商锁定等。作者倡导回归更简洁、开放或自托管的存储方案，以保持可用性与掌控力。\",\n \"hn\": {\n \"id\": 49131367,\n \"type\": \"story\",\n \"by\": \"giuliomagnifico\",\n \"score\": 159,\n \"descendants\": 142,\n \"time\": 1785562696,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49131367\"\n },\n \"tags\": [\n \"Hardware\",\n \"Open Source\"\n ],\n \"hot_score\": 0.78\n },\n {\n \"title_en\": \"DeepSeek V4 Flash 0731 Intelligence, Performance and Price Analysis\",\n \"url\": \"https://artificialanalysis.ai/models/deepseek-v4-flash\",\n \"title_zh\": \"DeepSeek V4 Flash 0731：智能、性能与性价比分析\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:59 PT\",\n \"image_url\": null,\n \"summary_en\": \"DeepSeek V4 Flash 0731 is assessed across intelligence, performance, and price, highlighting where it excels and where costs rise. The analysis helps buyers weigh value when choosing between models for inference workloads and edge deployments.\",\n \"summary_zh\": \"对DeepSeek V4 Flash 0731在智能能力、性能和性价比方面进行了评测，点出其强项与成本权衡。分析为在推理任务及边缘部署中选型提供价值判断。\",\n \"hn\": {\n \"id\": 49120299,\n \"type\": \"story\",\n \"by\": \"theanonymousone\",\n \"score\": 554,\n \"descendants\": 296,\n \"time\": 1785484751,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120299\"\n },\n \"tags\": [\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 0.7\n },\n {\n \"title_en\": \"Google fixed more Chrome bugs in June than over the past two years, thanks to AI\",\n \"url\": \"https://blog.google/security/chrome-stronger-with-every-update/\",\n \"title_zh\": \"谷歌靠 AI，在六月修复的 Chrome 漏洞数量超过过去两年总和\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:29 PT\",\n \"image_url\": \"https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Screenshot_2026-07-17_at_5.00.43PM.width-1300.png\",\n \"summary_en\": \"Google credits AI-assisted triage and patch generation for fixing more Chrome bugs in June than in the previous two years combined. This shows how AI tooling can accelerate vulnerability response and elevate browser hardening. It could foreshadow broader shifts in security workflows across software teams.\",\n \"summary_zh\": \"谷歌称借助 AI 的分流与补丁生成，六月修复的 Chrome 漏洞数量超过过去两年的总和。这显示出 AI 工具能加速漏洞响应、提升浏览器安全性。此举或预示软件团队在安全工作流程上的更广泛变革。\",\n \"hn\": {\n \"id\": 49120097,\n \"type\": \"story\",\n \"by\": \"Garbage\",\n \"score\": 542,\n \"descendants\": 564,\n \"time\": 1785482962,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120097\"\n },\n \"tags\": [\n \"AI\",\n \"Security\",\n \"Web\"\n ],\n \"hot_score\": 0.67\n },\n {\n \"title_en\": \"The development pipeline is a production system\",\n \"url\": \"https://sundry.jerryorr.com/2026/07/31/development-pipeline-is-a-production-system\",\n \"title_zh\": \"开发流水线其实是一个生产系统\",\n \"created_display\": \"Created: Jul 31, 2026 / 20:16 PT\",\n \"image_url\": \"https://sundry.jerryorr.com/images/mastodon-icon-black.svg\",\n \"summary_en\": \"This piece argues that CI/CD pipelines deserve production-grade treatment, with reliability, observability, and change control baked in. Treating the pipeline as a live system helps teams achieve safer deployments and faster iteration.\",\n \"summary_zh\": \"本文主张将持续集成/持续交付流水线视为生产系统对待，注入可靠性、可观测性与变更控制等生产级实践。把流水线当成活态系统，有助于实现更安全的部署和更快的迭代。\",\n \"hn\": {\n \"id\": 49130726,\n \"type\": \"story\",\n \"by\": \"firefoxd\",\n \"score\": 155,\n \"descendants\": 76,\n \"time\": 1785554169,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130726\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 0.62\n },\n {\n \"title_en\": \"The End of an Era\",\n \"url\": \"https://hughhowey.com/the-end-of-an-era/\",\n \"title_zh\": \"一个时代的终结\",\n \"created_display\": \"Created: Jul 31, 2026 / 04:51 PT\",\n \"image_url\": \"https://hughhowey.com/wp-content/uploads/2026/07/Screenshot-2026-07-31-at-6.22.53-AM-1024x516.png\",\n \"summary_en\": \"Howey’s piece reflects on the end of an era in publishing, likely driven by AI, digital distribution, and changing reader behavior. It argues the industry is transitioning to a new era where authors retain more control and new business models emerge.\",\n \"summary_zh\": \"Howey 的文章声称一个时代在出版界落幕，受AI、数字发行与读者行为变化推动。作者认为行业正在向一个新纪元转变，作者掌控力增强，新商业模式正在形成。\",\n \"hn\": {\n \"id\": 49121980,\n \"type\": \"story\",\n \"by\": \"harscoat\",\n \"score\": 403,\n \"descendants\": 426,\n \"time\": 1785498706,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121980\"\n },\n \"tags\": [\n \"Culture\",\n \"Business\",\n \"AI\"\n ],\n \"hot_score\": 0.61\n },\n {\n \"title_en\": \"Solid Queue 1.6.0 now supports fiber workers\",\n \"url\": \"https://github.com/rails/solid_queue/releases/tag/v1.6.0\",\n \"title_zh\": \"Solid Queue 1.6.0 现已支持纤程工作者\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:42 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/a76c8f15f77d023fba1cb46bbf1d97ecb78b623081adc1ccdbcdcae101eea58b/rails/solid_queue/releases/tag/v1.6.0\",\n \"summary_en\": \"Solid Queue 1.6.0 adds fiber-based workers, enabling lightweight concurrency inside the queue system. This improves throughput for asynchronous workloads and reduces the need for OS threads, benefiting Ruby/Rails ecosystems and other event-driven stacks. The update makes writing scalable, non-blocking code simpler.\",\n \"summary_zh\": \"Solid Queue 1.6.0 增加了基于纤程的工作者，允许在队列系统内部实现轻量级并发。提升异步工作负载的吞吐量，减少对操作系统线程的依赖，对 Ruby/Rails 生态和其他事件驱动框架尤其有利。本次更新让编写可扩展、非阻塞代码更为简单。\",\n \"hn\": {\n \"id\": 49132083,\n \"type\": \"story\",\n \"by\": \"earcar\",\n \"score\": 92,\n \"descendants\": 38,\n \"time\": 1785570128,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132083\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.55\n },\n {\n \"title_en\": \"Run Kimi K3 using 29 GB of RAM at 0.50 tok/s\",\n \"url\": \"https://github.com/sqliteai/waste\",\n \"title_zh\": \"用 29 GB RAM 运行 Kimi K3，吞吐约 0.5 token/s\",\n \"created_display\": \"Created: Jul 31, 2026 / 07:12 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/ac40abe893f8b3a4f335863b4b8a73a43263d5ef75a5a2cf6943702c60b14777/sqliteai/waste\",\n \"summary_en\": \"A performance-focused post demonstrates running the Kimi K3 model within 29 GB RAM, achieving around 0.5 tokens per second, highlighting the trade-offs between memory and speed on constrained hardware.\",\n \"summary_zh\": \"该文展示在 29 GB RAM 条件下运行 Kimi K3 的性能，吞吐约每秒 0.5 个 token，突显在资源受限条件下内存与速度的权衡。\",\n \"hn\": {\n \"id\": 49123386,\n \"type\": \"story\",\n \"by\": \"marcobambini\",\n \"score\": 312,\n \"descendants\": 148,\n \"time\": 1785507158,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123386\"\n },\n \"tags\": [\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 0.53\n },\n {\n \"title_en\": \"How to Do Great Work (2023)\",\n \"url\": \"https://paulgraham.com/greatwork.html\",\n \"title_zh\": \"如何做出伟大的工作（2023）\",\n \"created_display\": \"Created: Aug 01, 2026 / 01:19 PT\",\n \"image_url\": \"https://s.turbifycdn.com/aah/paulgraham/bel-7.gif\",\n \"summary_en\": \"Paul Graham argues that great work comes from choosing meaningful problems and sticking with them for the long term, even in the face of distractions. The essay offers practical guidance for makers and founders: focus on impact, iterate, and build something you’d be proud to claim as yours.\",\n \"summary_zh\": \"保罗·格兰姆认为伟大工作来自选择有意义的问题并长期坚持，即使面对诱惑与分心。文章为创作者与创始人提供实用建议：聚焦影响力、持续迭代，打造你愿意自豪展示的作品。\",\n \"hn\": {\n \"id\": 49132289,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 80,\n \"descendants\": 62,\n \"time\": 1785572384,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132289\"\n },\n \"tags\": [\n \"Career\"\n ],\n \"hot_score\": 0.51\n },\n {\n \"title_en\": \"Big Food vs. the People\",\n \"url\": \"https://www.lighthousereports.com/investigation/big-food-vs-the-people/\",\n \"title_zh\": \"大食品与公众的博弈\",\n \"created_display\": \"Created: Jul 31, 2026 / 09:04 PT\",\n \"image_url\": \"https://www.lighthousereports.com/wp-content/uploads/2026/07/Website-Illustration.jpg\",\n \"summary_en\": \"An investigative report reveals how powerful food companies influence policy, research, and public trust. It details tactics like lobbying, funding favorable studies, and shaping regulatory debates, with implications for labeling, safety standards, and consumer prices.\",\n \"summary_zh\": \"这是一项关于大型食品公司如何影响政策、研究与公众信任的深入调查。文中揭示了游说、资助有利研究，以及对监管辩论的影响，对标签、安全标准和消费者价格具有重要影响。\",\n \"hn\": {\n \"id\": 49124858,\n \"type\": \"story\",\n \"by\": \"jruohonen\",\n \"score\": 258,\n \"descendants\": 169,\n \"time\": 1785513872,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124858\"\n },\n \"tags\": [\n \"Politics\",\n \"Business\"\n ],\n \"hot_score\": 0.48\n },\n {\n \"title_en\": \"Severance\",\n \"url\": \"https://lcamtuf.substack.com/p/severance\",\n \"title_zh\": \"Severance（离职补偿的思考）\",\n \"created_display\": \"Created: Jul 31, 2026 / 10:15 PT\",\n \"image_url\": null,\n \"summary_en\": \"Severance explores the concept of severance from both personal and organizational perspectives, examining the implications of termination and how severance policies shape career transitions.\",\n \"summary_zh\": \"Severance 探讨“ severance ”的概念，从个人与组织角度分析解雇与离职补偿的含义及其对职业转型的影响。\",\n \"hn\": {\n \"id\": 49125971,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 241,\n \"descendants\": 78,\n \"time\": 1785518109,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49125971\"\n },\n \"tags\": [\n \"Career\",\n \"Business\"\n ],\n \"hot_score\": 0.48\n },\n {\n \"title_en\": \"Pantograph\",\n \"url\": \"https://github.com/jeprinz/pantograph/blob/main/README.md\",\n \"title_zh\": \"Pantograph\",\n \"created_display\": \"Created: Aug 01, 2026 / 13:26 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/8a14e5b23e2c7772dc7b5d1e4e6b14ef2711d5b1e15192113ed80f8d9134e26e/jeprinz/pantograph\",\n \"summary_en\": \"Pantograph is a project exploring scalable duplication of patterns or signals in software.\",\n \"summary_zh\": \"Pantograph 是一个探索在软件中实现模式或信号可扩展复制的项目。\",\n \"hn\": {\n \"id\": 49138111,\n \"type\": \"story\",\n \"by\": \"sargstuff\",\n \"score\": 7,\n \"descendants\": 0,\n \"time\": 1785615993,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49138111\"\n },\n \"hot_score\": 0.43,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Getting 25 Gbps Thunderbolt Ethernet on My Mac Studio\",\n \"url\": \"https://www.jeffgeerling.com/blog/2026/getting-25g-ethernet-mac-thunderbolt/\",\n \"title_zh\": \"在 Mac Studio 上实现 25 Gbps Thunderbolt 以太网\",\n \"created_display\": \"Created: Jul 31, 2026 / 09:15 PT\",\n \"image_url\": \"https://www.jeffgeerling.com/blog/2026/getting-25g-ethernet-mac-thunderbolt/mac-studio-ports-full-back-ethernet.jpg\",\n \"summary_en\": \"A guide showing how to achieve 25 Gbps Ethernet on a Mac Studio using a Thunderbolt adapter and a 25G NIC, including setup steps and real-world throughput observations.\",\n \"summary_zh\": \"展示如何通过 Thunderbolt 适配器和 25G NIC，在 Mac Studio 上实现 25 Gbps 以太网，以及相应的设置与实际吞吐表现。\",\n \"hn\": {\n \"id\": 49125034,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 220,\n \"descendants\": 111,\n \"time\": 1785514531,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49125034\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.42\n },\n {\n \"title_en\": \"June in Servo: real world compat, media queries, SharedWorker, and more\",\n \"url\": \"https://servo.org/blog/2026/07/31/june-in-servo/\",\n \"title_zh\": \"Servo 的六月更新：真实世界兼容性、媒体查询、SharedWorker 等\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:17 PT\",\n \"image_url\": \"https://servo.org/svg/servo-color-positive.svg\",\n \"summary_en\": \"June in Servo covers real-world compatibility work, media query support, SharedWorker improvements, and other performance and API enhancements that affect web app compatibility and developer ergonomics.\",\n \"summary_zh\": \"Servo 项目在六月更新中聚焦实际兼容性工作、媒体查询支持、SharedWorker 改进以及其他提升性能与 API 的改进，影响开发者工作流与网页兼容性。\",\n \"hn\": {\n \"id\": 49126765,\n \"type\": \"story\",\n \"by\": \"iamnothere\",\n \"score\": 191,\n \"descendants\": 59,\n \"time\": 1785521872,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126765\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.41\n },\n {\n \"title_en\": \"The most official water costs $120k a gallon\",\n \"url\": \"https://signoregalilei.com/2026/07/26/the-most-official-water-costs-120000-a-gallon/\",\n \"title_zh\": \"官方水成本最高到每加仑 12 万美元\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:00 PT\",\n \"image_url\": \"https://signoregalilei.com/wp-content/uploads/2026/07/SMOW-1_VSMOW_original_container.png\",\n \"summary_en\": \"A quirky investigation into ultra-pure water used for sensitive experiments reveals prices that can reach six figures per gallon due to purification, certification, and scarcity. The post explains why certain water specs matter for labs and tech manufacturing, and what that implies for sourcing and budgets.\",\n \"summary_zh\": \"关于超纯水在高精度实验中的应用成本，单加仑价格竟高达 12 万美元，背后是纯化、认证与稀缺性。文章解释为何某些用水规格对实验和制造至关重要，以及采购与预算的影响。\",\n \"hn\": {\n \"id\": 49124042,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 218,\n \"descendants\": 178,\n \"time\": 1785510015,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124042\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.39\n },\n {\n \"title_en\": \"Golang proposal: container/: generic collection types\",\n \"url\": \"https://github.com/golang/go/issues/80590\",\n \"title_zh\": \"Go 提案：container/ 包中的泛型集合类型\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:39 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/becc3e0a8052df490394f2e47ebbb9ab388705ba082586322e41183adc4301bf/golang/go/issues/80590\",\n \"summary_en\": \"Go proposal to introduce generic collection types in the container/: package aims to provide type-safe, reusable data structures while preserving Go's simplicity.\",\n \"summary_zh\": \"Go 社区提出在 container/ 包中引入泛型集合类型的提案，目标是在保持简洁的前提下提供类型安全、可重用的数据结构。\",\n \"hn\": {\n \"id\": 49127031,\n \"type\": \"story\",\n \"by\": \"jabits\",\n \"score\": 175,\n \"descendants\": 170,\n \"time\": 1785523187,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127031\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.38\n },\n {\n \"title_en\": \"Is AI reasoning right for the wrong reasons?\",\n \"url\": \"https://www.quantamagazine.org/is-ai-reasoning-right-for-the-wrong-reasons-20260731/\",\n \"title_zh\": \"AI 推理是否用错了理由？\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:29 PT\",\n \"image_url\": \"https://www.quantamagazine.org/wp-content/uploads/2026/07/AI-Reasoning-cr.Celsius-Pictor-Social.jpg\",\n \"summary_en\": \"AI reasoning often yields correct outputs for the right reasons, but recent work suggests it can arrive at the right answers for the wrong reasons, challenging interpretability.\",\n \"summary_zh\": \"AI 推理并不总是基于正确的内部理由而得出正确答案，近期研究指出可能因错误原因而“对”出结果，这对可解释性带来挑战。本文探讨模型如何形成内部推理，以及这对实际部署中的可靠性、安全性与评估意味着什么。\",\n \"hn\": {\n \"id\": 49124358,\n \"type\": \"story\",\n \"by\": \"retupmoc01\",\n \"score\": 191,\n \"descendants\": 219,\n \"time\": 1785511779,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124358\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.35\n },\n {\n \"title_en\": \"Structure Editors\",\n \"url\": \"https://github.com/yairchu/awesome-structure-editors/blob/main/README.md\",\n \"title_zh\": \"Structure Editors\",\n \"created_display\": \"Created: Aug 01, 2026 / 13:16 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/e5870c48ceb5cf87299175a762b711b710cf8fe12aaf4f373fba333013cdee9c/yairchu/awesome-structure-editors\",\n \"summary_en\": \"Structure Editors is a curated collection of tools for editing structured data and documents, illustrating a landscape beyond traditional word processors.\",\n \"summary_zh\": \"Structure Editors 是一组针对结构化数据与文档编辑的工具集合，展示出超越传统文字处理器的编辑工具生态。\",\n \"hn\": {\n \"id\": 49137998,\n \"type\": \"story\",\n \"by\": \"sargstuff\",\n \"score\": 6,\n \"descendants\": 2,\n \"time\": 1785615401,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137998\"\n },\n \"hot_score\": 0.34,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Oil companies report sky-high profits thanks to wartime crude prices\",\n \"url\": \"https://www.npr.org/2026/07/31/nx-s1-5910660/big-oil-earnings-q2-2026\",\n \"title_zh\": \"油企因战时原油价格飙升利润暴增\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:28 PT\",\n \"image_url\": \"https://npr.brightspotcdn.com/dims3/default/strip/false/crop/6000x3375+0+313/resize/1400/quality/85/format/jpeg/?url=http%3A%2F%2Fnpr-brightspot.s3.amazonaws.com%2F4b%2Fd5%2F6ea402bc4858b540b5075c4b8cdd%2Fgettyimages-2287468883.jpg\",\n \"summary_en\": \"Big oil reports record- or sky-high profits in Q2 2026 as geopolitical tensions keep crude prices elevated. The earnings signal ongoing volatility in energy markets and fuel policy implications for investors and consumers.\",\n \"summary_zh\": \"在地缘冲突推动的原油高价背景下，石油巨头二季度利润创纪录水平，显示能源市场持续波动，并对投资者和消费者的政策与价格走向产生影响。\",\n \"hn\": {\n \"id\": 49137024,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 10,\n \"descendants\": 2,\n \"time\": 1785608886,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137024\"\n },\n \"hot_score\": 0.33,\n \"tags\": [\n \"Business\",\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"Show HN: I worked on a new browser for 2 years, today it passed Acid 3\",\n \"url\": \"https://code.intellios.ai/cwbrowser/\",\n \"title_zh\": \"Show HN：我花两年开发的新浏览器，现已通过 Acid3 测试\",\n \"created_display\": \"Created: Jul 31, 2026 / 14:39 PT\",\n \"image_url\": \"https://code.intellios.ai/cwbrowser/screenshot.png\",\n \"summary_en\": \"After years of work, the browser hits Acid3, marking a milestone in standards conformance. It offers a case study in building a fresh browser engine from scratch and the hardware- and software-related challenges involved.\",\n \"summary_zh\": \"经过数年的努力，新浏览器终于通过 Acid3，标志着对网页标准的重大符合性。该项目提供了从零开始构建浏览器引擎的实践案例，以及相关的软硬件挑战。\",\n \"hn\": {\n \"id\": 49128826,\n \"type\": \"story\",\n \"by\": \"coolwulf\",\n \"score\": 117,\n \"descendants\": 34,\n \"time\": 1785533992,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49128826\"\n },\n \"tags\": [\n \"Show HN\",\n \"Programming\",\n \"Hardware\",\n \"Web\"\n ],\n \"hot_score\": 0.31\n },\n {\n \"title_en\": \"Morten Linderud resigning from Arch Linux development team\",\n \"url\": \"https://lists.archlinux.org/archives/list/arch-dev-public@lists.archlinux.org/thread/2AX2BCJ3EQX7G3YXSDX73BR4NCAWXXBZ/\",\n \"title_zh\": \"Morten Linderud 从 Arch Linux 开发团队辞职\",\n \"created_display\": \"Created: Aug 01, 2026 / 04:59 PT\",\n \"image_url\": \"https://lists.archlinux.org/static/hyperkitty/img/logo.png\",\n \"summary_en\": \"Morten Linderud, a longtime Arch Linux developer, resigns from the Arch development team. The move raises questions about governance, project direction, and community dynamics within Arch.\",\n \"summary_zh\": \"长期从事 Arch Linux 开发的 Morten Linderud 辞去 Arch 的开发团队。这一举动引发了关于 Arch 的治理、发展方向以及社区动态的讨论。\",\n \"hn\": {\n \"id\": 49133647,\n \"type\": \"story\",\n \"by\": \"datakan\",\n \"score\": 28,\n \"descendants\": 9,\n \"time\": 1785585585,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133647\"\n },\n \"hot_score\": 0.28,\n \"tags\": [\n \"Open Source\",\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Dubious research tied to Red Bull has shaped energy drink policy\",\n \"url\": \"https://www.theexamination.org/articles/red-bull-funded-research-energy-drinks-alcohol\",\n \"title_zh\": \"与红牛相关的可疑研究影响了能量饮料政策\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:58 PT\",\n \"image_url\": \"https://www.theexamination.org/api/ogimage?image=https%3A%2F%2Fa.storyblok.com%2Ff%2F212662%2F1920x1080%2Fccac55414b%2Fbeverages_story-1_top-art.jpg&title=Is+it+safe+to+drink+Red+Bull+and+vodka%3F+Dubious+research+tied+to+the+company+has+shaped+energy+drink+policy.&theme=blue&date=2026-07-30T04%3A00%3A02.086Z\",\n \"summary_en\": \"Reports on dubious research funded by Red Bull that influenced energy drink policy, raising questions about conflicts of interest and the integrity of policy advice.\",\n \"summary_zh\": \"报道指出红牛资助的可疑研究曾影响能量饮料政策，引发对利益冲突与政策建议可信度的质疑。\",\n \"hn\": {\n \"id\": 49124738,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 148,\n \"descendants\": 222,\n \"time\": 1785513495,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124738\"\n },\n \"tags\": [\n \"Politics\",\n \"Science\",\n \"Energy\"\n ],\n \"hot_score\": 0.27\n },\n {\n \"title_en\": \"Progressive Web Components\",\n \"url\": \"https://arielsalminen.com/2026/progressive-web-components/\",\n \"title_zh\": \"渐进式网页组件\",\n \"created_display\": \"Created: Jul 31, 2026 / 03:04 PT\",\n \"image_url\": \"https://arielsalminen.com/img/social/2026-progressive-web-components-preview.jpeg\",\n \"summary_en\": \"The piece surveys Progressive Web Components as a way to build reusable, platform-agnostic UI components for modern web apps. It highlights how combining web components with service workers and offline capabilities can deliver reliable, fast experiences, while noting remaining standards and tooling gaps.\",\n \"summary_zh\": \"本文概述渐进式网页组件在现代网页应用中作为可重用、跨平台 UI 组件的实践。将 Web 组件与服务工作者和离线能力结合，可带来可靠且快速的体验，同时也指出标准与工具链尚存的空缺。\",\n \"hn\": {\n \"id\": 49121196,\n \"type\": \"story\",\n \"by\": \"hosteur\",\n \"score\": 188,\n \"descendants\": 52,\n \"time\": 1785492280,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121196\"\n },\n \"tags\": [\n \"Web\",\n \"Programming\"\n ],\n \"hot_score\": 0.26\n },\n {\n \"title_en\": \"Everyone is building LLM routers, we deprecated ours\",\n \"url\": \"https://manifest.build/blog/why-we-deprecated-our-llm-router/\",\n \"title_zh\": \"人人都在构建 LLM 路由器，我们放弃了自己的\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:06 PT\",\n \"image_url\": \"https://manifest.build/images/blog/why-we-deprecated-our-llm-router.png\",\n \"summary_en\": \"A startup explains why they deprecated their own LLM router after watching others adopt similar approaches, citing diminishing returns, complexity, or security concerns. The takeaway: manage infrastructure debt when tooling around LLMs to avoid fragmentation.\",\n \"summary_zh\": \"看到越来越多的 LLM 路由器，但作者表示放弃了自己的实现，原因包括收益递减、系统复杂性与安全性顾虑。强调在围绕 LLM 的基础设施上要控制债务与碎片化。\",\n \"hn\": {\n \"id\": 49126630,\n \"type\": \"story\",\n \"by\": \"brunaxLorax\",\n \"score\": 124,\n \"descendants\": 77,\n \"time\": 1785521199,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126630\"\n },\n \"tags\": [\n \"Startups\",\n \"DevOps\",\n \"AI\",\n \"Security\"\n ],\n \"hot_score\": 0.26\n },\n {\n \"title_en\": \"How to Spot AI Writing\",\n \"url\": \"https://www.economist.com/culture/2026/07/30/how-to-spot-ai-writing\",\n \"title_zh\": \"如何识别 AI 写作\",\n \"created_display\": \"Created: Aug 01, 2026 / 06:35 PT\",\n \"image_url\": null,\n \"summary_en\": \"AI writing detection remains imperfect even as tools proliferate. The Economist's guide outlines practical cues and methodological caveats editors and educators can use to spot AI-authored text, from stylistic fingerprints to metadata signals. As AI capabilities grow, layered human-in-the-loop checks and disclosure norms become increasingly important.\",\n \"summary_zh\": \"尽管检测工具日益增多，AI 写作检测仍不完善。本文提供可操作的线索和方法论警戒，包括风格指纹与元数据等信号。随着 AI 能力提升，分层的人机协同审核与披露规范变得越来越重要。\",\n \"hn\": {\n \"id\": 49134310,\n \"type\": \"story\",\n \"by\": \"ijidak\",\n \"score\": 21,\n \"descendants\": 24,\n \"time\": 1785591326,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134310\"\n },\n \"hot_score\": 0.26,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Franken.domains: Stitched-Together Domains, Because Every .com Is Taken\",\n \"url\": \"https://franken.domains/\",\n \"title_zh\": \"Franken.domains：拼接域名，因为每个 .com 都被占用\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:44 PT\",\n \"image_url\": \"https://franken.domains/images/og-1ac03bd952336acc538a48c597178b26.png?vsn=d\",\n \"summary_en\": \"Franken.domains stitches multiple domain blocks to form pronounceable names when .com is taken, offering a playful approach to domain naming. It raises practical considerations for branding, SEO, and trust in unusual domains.\",\n \"summary_zh\": \"Franken.domains 通过拼接不同后缀的域名来构成易记的名字，以应对 .com 已被抢光的情况；这种做法在品牌、SEO 与信任方面也引发了现实考量。\",\n \"hn\": {\n \"id\": 49135975,\n \"type\": \"story\",\n \"by\": \"klausbreyer\",\n \"score\": 12,\n \"descendants\": 7,\n \"time\": 1785602689,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135975\"\n },\n \"hot_score\": 0.26,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"Floundering A.I. 'Nostradamus' Hedge Fund Is Rescued by Rival\",\n \"url\": \"https://www.nytimes.com/2026/07/30/business/artificial-intelligence-situational-awareness-citadel.html\",\n \"title_zh\": \"对 OpenAI 数学结果的评估\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"An assessment of AI-generated math results highlights gaps in reasoning, benchmark gaps, and the ongoing challenge of trustworthy math in AI systems.\",\n \"summary_zh\": \"对 OpenAI 数学推理结果进行评估，揭示推理中的不足、基准缺口，以及在 AI 系统中实现可信数学的难点。\",\n \"hn\": {\n \"id\": 49136104,\n \"type\": \"story\",\n \"by\": \"thm\",\n \"score\": 11,\n \"descendants\": 2,\n \"time\": 1785603385,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136104\"\n },\n \"hot_score\": 0.25,\n \"tags\": [\n \"AI\",\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Increasing the lifespan of a bulb makes it worse in every other way\",\n \"url\": \"https://maurycyz.com/misc/tungsten/\",\n \"title_zh\": \"延长灯泡寿命在其他方面反而更糟\",\n \"created_display\": \"Created: Jul 31, 2026 / 04:34 PT\",\n \"image_url\": \"https://maurycyz.com/misc/tungsten/centenial2.jpg\",\n \"summary_en\": \"Examines how extending the lifespan of a bulb can have unintended downsides, such as reduced efficiency, higher material use, or environmental impact, especially for tungsten-based bulbs. It argues for balanced optimization that weighs durability against energy use and lifecycle concerns.\",\n \"summary_zh\": \"探讨延长灯泡寿命可能带来的副作用，如效率下降、材料成本增加或环境影响，特别是针对钨丝灯泡。强调在追求耐用性的同时，也要兼顾能效与生命周期问题。\",\n \"hn\": {\n \"id\": 49121849,\n \"type\": \"story\",\n \"by\": \"tonyg\",\n \"score\": 161,\n \"descendants\": 172,\n \"time\": 1785497664,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121849\"\n },\n \"tags\": [\n \"Energy\"\n ],\n \"hot_score\": 0.24\n },\n {\n \"title_en\": \"Algorithms on billion-scale graph using 10GB RAM: I love DataFusion\",\n \"url\": \"https://semyonsinchenko.github.io/ssinchenko/post/datafusion-graphs-cc-2/\",\n \"title_zh\": \"在 10GB RAM 下对十亿规模图进行算法计算：我爱 DataFusion\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:53 PT\",\n \"image_url\": \"https://semyonsinchenko.github.io/ssinchenko/images/Internet_map_1024.jpg\",\n \"summary_en\": \"A technical write-up demonstrates how to run graph algorithms on billion-edge graphs within a modest 10GB RAM using DataFusion, showing memory-efficient strategies and data fusion techniques. It showcases how open-source data processing stacks can handle huge graphs with practical hardware.\",\n \"summary_zh\": \"利用 DataFusion，在仅 10GB RAM 的条件下对十亿规模图进行算法处理，展示内存友好型的数据处理方法。展示开源数据处理栈在普通硬件上的可行性。\",\n \"hn\": {\n \"id\": 49124658,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 117,\n \"descendants\": 32,\n \"time\": 1785513217,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124658\"\n },\n \"tags\": [\n \"Data\",\n \"Programming\",\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 0.22\n },\n {\n \"title_en\": \"Investigating three real-world incidents in our cybersecurity evaluations\",\n \"url\": \"https://www.anthropic.com/news/investigating-incidents-cybersecurity-evals\",\n \"title_zh\": \"我们在网络安全评估中对三起真实事件进行调查\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:00 PT\",\n \"image_url\": \"https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Lock&backgroundColor=heather\",\n \"summary_en\": \"Anthropic reviews three real-world cybersecurity incidents to probe the robustness of AI safety evaluations. The incidents reveal practical gaps in threat modeling, incident response, and governance that researchers must address to keep systems secure.\",\n \"summary_zh\": \"Anthropic 对三起现实世界的网络安全事件进行评估，揭示 AI 安全评估在真实环境中的不足。研究强调威胁建模、事件响应与治理等方面需要改进。\",\n \"hn\": {\n \"id\": 49116922,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 235,\n \"descendants\": 191,\n \"time\": 1785452451,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49116922\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.21\n },\n {\n \"title_en\": \"Danube's record low levels force shutdown of Hungary's only nuclear plant\",\n \"url\": \"https://www.bbc.com/news/articles/cn0nqv05g0do\",\n \"title_zh\": \"多瑙河纪录低位迫使匈牙利唯一核电厂停运\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:33 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/b843/live/97441f30-8c37-11f1-b2ab-0dd01740f9f6.jpg\",\n \"summary_en\": \"Record-low Danube water levels forced Hungary to shut down its only nuclear plant for safety, highlighting climate variability risks to critical energy infrastructure and cross-border energy implications.\",\n \"summary_zh\": \"多瑙河水位创纪录低点，迫使匈牙利出于安全考虑停运其唯一核电厂，凸显气候波动对关键能源基础设施的风险及跨境能源影响。\",\n \"hn\": {\n \"id\": 49120120,\n \"type\": \"story\",\n \"by\": \"vrganj\",\n \"score\": 162,\n \"descendants\": 180,\n \"time\": 1785483190,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120120\"\n },\n \"tags\": [\n \"Energy\",\n \"DevOps\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"A week in Matrix\",\n \"url\": \"https://piegames.de/dumps/a-week-in-matrix/\",\n \"title_zh\": \"Matrix 一周观察\",\n \"created_display\": \"Created: Jul 31, 2026 / 18:35 PT\",\n \"image_url\": \"https://piegames.de/moon.svg\",\n \"summary_en\": \"Offers a snapshot of recent activity in the Matrix ecosystem, from client updates to federation tweaks and community projects. It underscores Matrix as a live case study in open, federated communication and data sovereignty.\",\n \"summary_zh\": \"Matrix 一周观察汇总了最近一周在去中心化通信协议中的动态，如客户端更新、联邦改进和社区项目的进展。Matrix 作为开放式、跨机构通信的实践案例，展示了去中心化协作的机遇与挑战。\",\n \"hn\": {\n \"id\": 49130295,\n \"type\": \"story\",\n \"by\": \"Kesseki\",\n \"score\": 57,\n \"descendants\": 32,\n \"time\": 1785548153,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130295\"\n },\n \"hot_score\": 0.2,\n \"tags\": [\n \"Open Source\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"Show HN: Minimal LLM Post-Training Experiments on an 8GB GPU (SFT, DPO, GRPO)\",\n \"url\": \"https://github.com/pochenai/nano-llm-posttraining\",\n \"title_zh\": \"Show HN：在8GB显存上进行最小化的 LLM 后训练实验（SFT、DPO、GRPO）\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:30 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/90e33dba64c63fbc572a30eaa7d6bdb8bf6cbd70d8320feabe3c03626fa69531/pochenai/nano-llm-posttraining\",\n \"summary_en\": \"A concise demonstration that meaningful post-training experiments can run on an 8GB GPU using lightweight pipelines (SFT, DPO, GRPO), lowering the hardware barrier for researchers.\",\n \"summary_zh\": \"简要演示在8GB显存的 GPU 上，用轻量化的流水线完成有意义的后训练实验，降低研究者的硬件门槛（包括 SFT、DPO、GRPO 等方法）。\",\n \"hn\": {\n \"id\": 49133851,\n \"type\": \"story\",\n \"by\": \"popopanda\",\n \"score\": 18,\n \"descendants\": 0,\n \"time\": 1785587432,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133851\"\n },\n \"tags\": [\n \"Show HN\",\n \"Programming\",\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 0.19\n },\n {\n \"title_en\": \"Assessment of open AI math results\",\n \"url\": \"https://twitter.com/stalkermustang/status/2083485500250198453\",\n \"title_zh\": \"对 OpenAI 数学结果的评估\",\n \"created_display\": \"Created: Aug 01, 2026 / 10:08 PT\",\n \"image_url\": \"https://pbs.twimg.com/media/HOoEjciXsAA1Tpv.jpg:large\",\n \"summary_en\": \"An assessment of open AI math results highlights gaps in reasoning, benchmark gaps, and the ongoing challenge of trustworthy math in AI systems.\",\n \"summary_zh\": \"对 OpenAI 数学结果进行评估，揭示推理中的不足、基准缺口，以及在 AI 系统中实现可信数学的难点。\",\n \"hn\": {\n \"id\": 49136236,\n \"type\": \"story\",\n \"by\": \"paulpauper\",\n \"score\": 8,\n \"descendants\": 4,\n \"time\": 1785604083,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136236\"\n },\n \"hot_score\": 0.18,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Using the railway network as a flatbed scanner [video]\",\n \"url\": \"https://media.ccc.de/v/emf2026-74-1-using-the-railway-network-as-a-flatbed-scanner\",\n \"title_zh\": \"把铁路网络当作平板扫描仪使用（视频）\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:30 PT\",\n \"image_url\": \"https://static.media.ccc.de/media/events/emf/2026/7401-a5fdc3db-2879-551b-80b1-fd11f5a1ae73_preview.jpg\",\n \"summary_en\": \"Showcases a video about turning the railway network into a sensors-based scanning platform, leveraging ambient signals to gather environmental or infrastructure data.\",\n \"summary_zh\": \"展示了将铁路网络用作传感式扫描平台的视频，利用环境信号来收集环境或基础设施数据。\",\n \"hn\": {\n \"id\": 49126919,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 79,\n \"descendants\": 32,\n \"time\": 1785522644,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126919\"\n },\n \"tags\": [\n \"Science\",\n \"DevOps\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"The Absurdity of Albert Camus\",\n \"url\": \"https://www.historytoday.com/archive/portrait-author-historian/absurdity-albert-camus\",\n \"title_zh\": \"阿尔贝·加缪的荒诞性\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:21 PT\",\n \"image_url\": null,\n \"summary_en\": \"Examines Camus's notion of the absurd and why it remains influential in contemporary culture. The piece ties the philosophy to questions of meaning, ethics, and resilience in the face of uncertainty.\",\n \"summary_zh\": \"探讨加缪荒诞哲学的要义及其在当代文化中的持续影响。文章将这一思想与关于意义、伦理和在不确定性中保持韧性的议题联系起来。\",\n \"hn\": {\n \"id\": 49117089,\n \"type\": \"story\",\n \"by\": \"apollinaire\",\n \"score\": 170,\n \"descendants\": 87,\n \"time\": 1785453677,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49117089\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Authorize, don't authenticate\",\n \"url\": \"https://blog.marcua.net/2026/07/31/authorize-dont-authenticate.html\",\n \"title_zh\": \"授权，而非认证\",\n \"created_display\": \"Created: Jul 31, 2026 / 07:17 PT\",\n \"image_url\": \"https://blog.marcua.net/assets/images/og/authorize-dont-authenticate.png\",\n \"summary_en\": \"Argues for focusing on authorization over authentication in design and security, arguing that verifying who you are is less important than enforcing what they can do. It advocates for fine-grained, resource-based access controls to scale across services.\",\n \"summary_zh\": \"主张在设计与安全中优先授权而非认证，强调对资源的访问控制比逐一验证身份更重要。倡导在服务间实现细粒度、基于资源的访问控制以实现可扩展性。\",\n \"hn\": {\n \"id\": 49123468,\n \"type\": \"story\",\n \"by\": \"marcua\",\n \"score\": 85,\n \"descendants\": 32,\n \"time\": 1785507463,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123468\"\n },\n \"tags\": [\n \"Security\",\n \"Design\"\n ],\n \"hot_score\": 0.14\n },\n {\n \"title_en\": \"Demystifying DRAM Read Disturbance: RowHammer and RowPress Phenomena\",\n \"url\": \"https://arxiv.org/abs/2607.28233\",\n \"title_zh\": \"破解 DRAM 读取干扰：RowHammer 与 RowPress\",\n \"created_display\": \"Created: Jul 31, 2026 / 13:44 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"Explains how DRAM can suffer read disturbance, notably RowHammer and RowPress phenomena, where repeated reads can flip nearby bits. It surveys susceptibility across memory types, historical mitigations (ECC, target refresh), and implications for security and reliability in data centers.\",\n \"summary_zh\": \"本文解释了 DRAM 读取干扰现象，特别是 RowHammer 与 RowPress，重复读取可能导致相邻位翻转。它回顾了对不同内存类型的脆弱性、历史上的缓解措施（ECC、定点刷新）及对数据中心安全与可靠性的影响。\",\n \"hn\": {\n \"id\": 49128323,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 57,\n \"descendants\": 35,\n \"time\": 1785530669,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49128323\"\n },\n \"tags\": [\n \"Hardware\",\n \"Security\"\n ],\n \"hot_score\": 0.14\n },\n {\n \"title_en\": \"Let's make the worst Htmx\",\n \"url\": \"https://zserge.com/posts/worst-htmx-ever/\",\n \"title_zh\": \"让我们把 Htmx 弄成最糟糕的用法\",\n \"created_display\": \"Created: Jul 30, 2026 / 22:16 PT\",\n \"image_url\": \"https://zserge.com/logo.png\",\n \"summary_en\": \"The author playfully experiments with deliberately bad Htmx usage to surface common anti-patterns and UX pitfalls. The takeaway is that careful design and clear progressive enhancement strategies matter for robust web apps.\",\n \"summary_zh\": \"作者通过故意糟糕的 Htmx 用法，揭示了常见的反模式与用户体验陷阱。核心观点是，谨慎的设计和清晰的渐进增强策略对构建稳健的网页应用至关重要。\",\n \"hn\": {\n \"id\": 49119270,\n \"type\": \"story\",\n \"by\": \"RebelPotato\",\n \"score\": 120,\n \"descendants\": 46,\n \"time\": 1785475005,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119270\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"Show HN: What should the GUI for AI agents look like?\",\n \"url\": \"https://marbleos.com/demo\",\n \"title_zh\": \"Show HN：AI 代理的 GUI 应该长成什么样？\",\n \"created_display\": \"Created: Jul 30, 2026 / 22:17 PT\",\n \"image_url\": \"https://marbleos.com/hn-og.png\",\n \"summary_en\": \"Show HN explores what a GUI for AI agents should look like, highlighting interface ideas for control, transparency, and collaboration with autonomous tools.\",\n \"summary_zh\": \"Show HN 探讨 AI 代理的图形界面应如何设计，提出用于控制、透明度与协同的界面思路。\",\n \"hn\": {\n \"id\": 49119274,\n \"type\": \"story\",\n \"by\": \"akbabu\",\n \"score\": 115,\n \"descendants\": 65,\n \"time\": 1785475049,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119274\"\n },\n \"tags\": [\n \"Show HN\",\n \"AI\",\n \"Design\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"Termixer (TUI DJ Mixer)\",\n \"url\": \"https://github.com/l00sed/termixer\",\n \"title_zh\": \"Termixer（基于文本界面的 DJ 混音器）\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:28 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/720b9bd7f81f95f256070097ccaa186bca14a43875ccb2f13b6ebced304af062/l00sed/termixer\",\n \"summary_en\": \"Termixer is a terminal-based DJ mixer UI built with a TUI framework, enabling live mixing in a console environment. It demonstrates how creative CLI tools can replace GUI workflows and offer lightweight, scriptable audio control.\",\n \"summary_zh\": \"Termixer 是一个在终端运行的 DJ 混音器界面，演示了如何在无 GUI 的环境中进行现场混音。它凸显了 CLI 工具在音频工作流中的创新用途，以及轻量化、可脚本化的控制方式。\",\n \"hn\": {\n \"id\": 49126883,\n \"type\": \"story\",\n \"by\": \"l00sed\",\n \"score\": 63,\n \"descendants\": 40,\n \"time\": 1785522488,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126883\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"Anti-fraud tools can't keep pace with robocall scammers\",\n \"url\": \"https://broadbandbreakfast.com/how-to-fight-back-against-fraudulent-robocalls/\",\n \"title_zh\": \"防诈骗工具难以跟上机器人电话骗子的步伐\",\n \"created_display\": \"Created: Jul 31, 2026 / 06:28 PT\",\n \"image_url\": \"https://storage.ghost.io/c/29/97/29976d9d-89ea-4c77-8c0b-0e8a0eafed35/content/images/2026/07/photo-1740479049014-274a2c756317.jpeg\",\n \"summary_en\": \"A critique of current anti-fraud tools notes that robocall scammers adapt faster than defenses, calling for stronger authentication, better reporting, and user education.\",\n \"summary_zh\": \"对当前防欺诈工具在对抗机器人电话诈骗方面的有效性提出批评，指出骗子的适应性强于防御措施，呼吁加强认证、报告与用户教育。\",\n \"hn\": {\n \"id\": 49122882,\n \"type\": \"story\",\n \"by\": \"dredmorbius\",\n \"score\": 76,\n \"descendants\": 112,\n \"time\": 1785504485,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49122882\"\n },\n \"tags\": [\n \"Security\",\n \"Education\"\n ],\n \"hot_score\": 0.12\n },\n {\n \"title_en\": \"Clockwise/Spiral Rule (1994)\",\n \"url\": \"https://c-faq.com/decl/spiral.anderson.html\",\n \"title_zh\": \"1994 年的顺时针/螺旋规则\",\n \"created_display\": \"Created: Jul 31, 2026 / 06:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"Explains the Clockwise/Spiral Rule from 1994, likely a programming or math puzzle about spiral patterns or methods.\",\n \"summary_zh\": \"介绍1994年的顺时针/螺旋规则，展示关于螺旋模式的简单启发式方法及其应用。\",\n \"hn\": {\n \"id\": 49123199,\n \"type\": \"story\",\n \"by\": \"etrvic\",\n \"score\": 65,\n \"descendants\": 48,\n \"time\": 1785506191,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123199\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.11\n },\n {\n \"title_en\": \"Astro Loop\",\n \"url\": \"https://pubdeer.com/\",\n \"title_zh\": \"Astro Loop\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:17 PT\",\n \"image_url\": null,\n \"summary_en\": \"Astro Loop appears to be a project or concept named Astro Loop, with few details available.\",\n \"summary_zh\": \"Astro Loop 看起来是一个名为 Astro Loop 的项目或概念，但目前细节很少。\",\n \"hn\": {\n \"id\": 49133777,\n \"type\": \"story\",\n \"by\": \"BaseBaal\",\n \"score\": 11,\n \"descendants\": 0,\n \"time\": 1785586668,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133777\"\n },\n \"hot_score\": 0.11,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Software for One\",\n \"url\": \"https://www.ajwaxman.com/writing/software-for-one\",\n \"title_zh\": \"一人软件\",\n \"created_display\": \"Created: Jul 29, 2026 / 05:29 PT\",\n \"image_url\": \"https://www.ajwaxman.com/og/software-for-one.png\",\n \"summary_en\": \"Argues for designing software around a single user, focusing on clarity, reliability, and minimalism rather than feature creep. Focusing on one audience can yield sharper UX, simpler maintenance, and faster iteration.\",\n \"summary_zh\": \"主张以单一用户为中心来设计软件，强调清晰、可靠和极简，而非追逐功能堆砌。聚焦于一个受众群体往往能带来更出色的用户体验、更简洁的维护以及更快的迭代。\",\n \"hn\": {\n \"id\": 49096605,\n \"type\": \"story\",\n \"by\": \"awaxman11\",\n \"score\": 238,\n \"descendants\": 247,\n \"time\": 1785328160,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096605\"\n },\n \"tags\": [\n \"Design\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Just because a game is on disc doesn't mean it will work in the future\",\n \"url\": \"https://arstechnica.com/gaming/2026/07/the-disc-is-not-the-game-physical-releases-increasingly-require-extra-downloads/\",\n \"title_zh\": \"就算游戏有光盘也不代表将来还能玩\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:50 PT\",\n \"image_url\": \"https://cdn.arstechnica.net/wp-content/uploads/2026/07/discburn-1152x648.jpg\",\n \"summary_en\": \"Physical disc releases increasingly require extra downloads or server checks, meaning a disc is not a guarantee of future playability. The piece calls for better archiving, licensing clarity, and ongoing publisher support to preserve classics.\",\n \"summary_zh\": \"实体光盘越来越多地需要额外下载或服务器校验，这意味着光盘并不能保证未来仍可玩。文章呼吁改进存档、许可透明度，以及发行方的持续支持以保存经典作品。\",\n \"hn\": {\n \"id\": 49120230,\n \"type\": \"story\",\n \"by\": \"rbanffy\",\n \"score\": 62,\n \"descendants\": 49,\n \"time\": 1785484248,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120230\"\n },\n \"hot_score\": 0.08,\n \"tags\": [\n \"Gaming\"\n ]\n },\n {\n \"title_en\": \"Predictive Speculative KV Replication for Bursty LLM Inference\",\n \"url\": \"https://jwlabs.vercel.app/post/biting-the-bullet\",\n \"title_zh\": \"面向突发LLM推理的预测性 KV 复制\",\n \"created_display\": \"Created: Jul 31, 2026 / 12:55 PT\",\n \"image_url\": null,\n \"summary_en\": \"Describes a technique to prefetch and speculate on KV store values to accelerate bursty LLM inference, reducing latency during spikes and edge cases.\",\n \"summary_zh\": \"介绍了一种通过预测性对键值存储进行探测与推断来加速突发式的 LLM 推理的技术，在推理高峰时降低延迟。\",\n \"hn\": {\n \"id\": 49127874,\n \"type\": \"story\",\n \"by\": \"shreybirmiwal\",\n \"score\": 35,\n \"descendants\": 4,\n \"time\": 1785527741,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127874\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Twenty-five years ago it was cryptography, today it's model weights\",\n \"url\": \"https://weeraman.com/because-we-can/\",\n \"title_zh\": \"二十五年前是密码学，如今是模型权重\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:31 PT\",\n \"image_url\": \"https://weeraman.com/images/because-we-can/because-we-can.jpg\",\n \"summary_en\": \"Twenty-five years after cryptography dominated discussions of secret protection, the article argues that trained model weights now function as the new, highly valuable asset. It explains how weights can leak capabilities, enable transfer learning, and complicate licensing and governance in AI ecosystems.\",\n \"summary_zh\": \"二十五年前，秘密保护的核心是密码学；如今，经过训练的模型权重成为新的高价值资产。权重可能泄露模型能力，便利迁移学习，也给许可、治理和安全带来新挑战，要求更高的可追溯性与保护措施。\",\n \"hn\": {\n \"id\": 49083599,\n \"type\": \"story\",\n \"by\": \"aweeraman\",\n \"score\": 251,\n \"descendants\": 137,\n \"time\": 1785245485,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49083599\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"Unearthing my 1996 windowed OS in machine code for Am29000 homebrew computer\",\n \"url\": \"https://nanochess.org/the_am29000_computer.html\",\n \"title_zh\": \"在 Am29000 自制计算机上 1996 年窗口化操作系统的机器码挖掘\",\n \"created_display\": \"Created: Jul 31, 2026 / 14:57 PT\",\n \"image_url\": \"https://nanochess.org/img/am29k_7.jpg\",\n \"summary_en\": \"Chronicles reverse-engineering a 1996 windowed OS for an Am29000-based homebrew computer, sharing insights into retro computing, preservation, and the joy of digging through old firmware.\",\n \"summary_zh\": \"记录一位爱好者在 Am29000 自制电脑上逆向工程 1996 年的窗口化操作系统的过程，涉及复古计算、软件保存与对早期固件的探索热情。\",\n \"hn\": {\n \"id\": 49129008,\n \"type\": \"story\",\n \"by\": \"nanochess\",\n \"score\": 23,\n \"descendants\": 2,\n \"time\": 1785535023,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49129008\"\n },\n \"hot_score\": 0.06,\n \"tags\": [\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"The tiny holdout building in the middle of Macy’s is back in view\",\n \"url\": \"https://ephemeralnewyork.wordpress.com/2026/07/27/hidden-by-billboards-for-over-100-years-the-tiny-holdout-building-in-the-middle-of-macys-is-back-in-view/\",\n \"title_zh\": \"梅西百货中庭的一座小隐蔽建筑重新现身\",\n \"created_display\": \"Created: Jul 28, 2026 / 16:56 PT\",\n \"image_url\": \"https://ephemeralnewyork.wordpress.com/wp-content/uploads/2026/07/macys-department-store-seen-herald-130606694-copy.jpg\",\n \"summary_en\": \"A tiny holdout building hidden by billboards near Macy’s is now visible again, revealing a slice of urban architectural history. The rediscovery prompts reflection on how signage can obscure heritage and why such relics matter in a bustling cityscape.\",\n \"summary_zh\": \"被广告牌遮蔽超过一个世纪的一座梅西百货旁的小型隐匿建筑重新现身，揭示了城市建筑史的一小段记忆。此发现凸显招牌与立面如何遮蔽遗产，并促使人们重新关注城市中的历史痕迹。\",\n \"hn\": {\n \"id\": 49091614,\n \"type\": \"story\",\n \"by\": \"donohoe\",\n \"score\": 191,\n \"descendants\": 58,\n \"time\": 1785283005,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49091614\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Manual: •.,:;…!?·\",\n \"url\": \"https://type.today/en/journal/dots\",\n \"title_zh\": \"手册：•.,:;…!?·\",\n \"created_display\": \"Created: Jul 29, 2026 / 18:05 PT\",\n \"image_url\": \"https://cdn-gc.type.today/storage/post/8/889/share_share_image_en-wbwVAykj_COVlz7KeyY9I3FD6KynTclfbA.png\",\n \"summary_en\": \"A playful manual exploring the aesthetics and usage of punctuation marks, showing how tiny symbols shape rhythm in text and code.\",\n \"summary_zh\": \"一本关于标点符号美学与用法的趣味手册，展示微小符号如何影响文本与代码的节奏感。\",\n \"hn\": {\n \"id\": 49105013,\n \"type\": \"story\",\n \"by\": \"behnamoh\",\n \"score\": 107,\n \"descendants\": 22,\n \"time\": 1785373542,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49105013\"\n },\n \"tags\": [\n \"Design\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Legendary Mountaineer Nirmal Purja Killed in Broad Peak Avalanche in Pakistan\",\n \"url\": \"https://www.theguardian.com/world/2026/aug/01/top-mountaineer-nirmal-purja-confirmed-dead-after-11-hit-by-avalanche-in-pakistan\",\n \"title_zh\": \"传奇登山家 Nirmal Purja 在巴基斯坦 Broad Peak 雪崩中丧生\",\n \"created_display\": \"Created: Aug 01, 2026 / 06:45 PT\",\n \"image_url\": \"https://i.guim.co.uk/img/media/23d4fb6445541007a1263767def85e76a634fc40/348_0_1889_1511/master/1889.jpg?width=1200&height=630&quality=85&auto=format&fit=crop&precrop=40:21,offset-x50,offset-y0&overlay-align=bottom%2Cleft&overlay-width=100p&overlay-base64=L2ltZy9zdGF0aWMvb3ZlcmxheXMvdGctZGVmYXVsdC5wbmc&enable=upscale&s=f78e8262919ab1c4f439e32643a7a6f4\",\n \"summary_en\": \"Nirmal Purja, famed mountaineer known for speed ascents, has died after an avalanche on Broad Peak in Pakistan. The loss robs the climbing world of a record-breaking climber and humanitarian advocate; tributes revolve around his accomplishments.\",\n \"summary_zh\": \"以冲峰纪录闻名的传奇登山家尼玛尔·普尔贾在巴基斯坦 Broad Peak 的雪崩中罹难。此次离世让攀岩界损失了一位打破纪录的攀登者和人道主义倡导者，全球对他的成就致以悼念。\",\n \"hn\": {\n \"id\": 49134399,\n \"type\": \"story\",\n \"by\": \"karakoram\",\n \"score\": 5,\n \"descendants\": 0,\n \"time\": 1785591929,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134399\"\n },\n \"hot_score\": 0.05,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"G'mic 4.0: Squaring the Pixel, Easier\",\n \"url\": \"https://gmic.eu/gmic40/\",\n \"title_zh\": \"G'MIC 4.0：让像素处理更简单\",\n \"created_display\": \"Created: Jul 29, 2026 / 05:51 PT\",\n \"image_url\": \"https://gmic.eu/img/logo_header.jpg\",\n \"summary_en\": \"G'MIC 4.0 streamlines pixel-centric workflows, making image processing more approachable for artists and developers, with new filters and API improvements that simplify filters and pipeline integration.\",\n \"summary_zh\": \"G'MIC 4.0 让以像素为中心的工作流更易用，新增的滤镜与 API 改进降低了入门门槛，方便艺术家和开发者将处理流程整合进项目。\",\n \"hn\": {\n \"id\": 49096847,\n \"type\": \"story\",\n \"by\": \"dtschump\",\n \"score\": 79,\n \"descendants\": 5,\n \"time\": 1785329500,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096847\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Linux on ESP32\",\n \"url\": \"https://github.com/GrieferPig/esp32-s31-linux\",\n \"title_zh\": \"在 ESP32 上运行 Linux\",\n \"created_display\": \"Created: Jul 28, 2026 / 10:52 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/6463c172adc4acd3174bd459903b4efb5d967045cd4e011bfe6e8d90f304b84c/GrieferPig/esp32-s31-linux\",\n \"summary_en\": \"A bold experiment ports a Linux kernel to the ESP32-S31 microcontroller, showing the limits of running a full OS on ultra-low-power hardware. The effort highlights the engineering hurdles—memory constraints, boot, drivers—and what it means for edge computing experiments and hobbyist hardware hacking. Not production-ready, but a milestone in expanding where Linux can run.\",\n \"summary_zh\": \"在极低功耗硬件上尝试将 Linux 内核移植到 ESP32-S31，展示了完整操作系统在此类设备上的边界与挑战。该工作揭示了记忆体约束、启动与驱动等工程难题，以及这对边缘计算实验和爱好者硬件 Black 盒的意义。虽然尚未达到生产就绪，但标志着 Linux 可运行范围的扩展。\",\n \"hn\": {\n \"id\": 49087499,\n \"type\": \"story\",\n \"by\": \"boveyking\",\n \"score\": 85,\n \"descendants\": 32,\n \"time\": 1785261120,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49087499\"\n },\n \"tags\": [\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Long Range Wi-Fi – Pushing 2.4 GHz Wi-Fi to the limits (2019)\",\n \"url\": \"https://www.phidgets.com/?view=articles&article=LongRangeWifi\",\n \"title_zh\": \"长距离 Wi‑Fi：将 2.4 GHz Wi‑Fi 推向极限（2019）\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:59 PT\",\n \"image_url\": \"https://www.phidgets.com/LongRangeWifi/html/long_range_wifi.png\",\n \"summary_en\": \"A retrospective look at 2019 experiments pushing 2.4 GHz Wi‑Fi range, detailing antenna designs, power limits, and real-world coverage tradeoffs. The piece demonstrates that while dispersion and interference remain challenges, clever engineering can still yield meaningful improvements.\",\n \"summary_zh\": \"回顾 2019 年的长距离 2.4 GHz 无线网络实验，强调天线设计、功率边界与实际覆盖的取舍。尽管干扰仍是挑战，但巧妙的工程仍能带来显著的性能提升。\",\n \"hn\": {\n \"id\": 49084005,\n \"type\": \"story\",\n \"by\": \"rzk\",\n \"score\": 74,\n \"descendants\": 44,\n \"time\": 1785247154,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49084005\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"The first transatlantic telegraph cable was a bold, beautiful failure (2019)\",\n \"url\": \"https://spectrum.ieee.org/the-first-transatlantic-telegraph-cable-was-a-bold-beautiful-failure\",\n \"title_zh\": \"第一条跨大西洋电报电缆：大胆而美丽的失败\",\n \"created_display\": \"Created: Jul 29, 2026 / 04:59 PT\",\n \"image_url\": \"https://spectrum.ieee.org/media-library/tiffany-s-transatlantic-cable-souvenir.jpg?id=25590015&width=1200&height=600&coordinates=0%2C155%2C0%2C155\",\n \"summary_en\": \"The first attempt to span the Atlantic with telegraph cables failed dramatically but catalyzed later breakthroughs. The story highlights how audacious engineering risks and incremental failures drive long-term progress in global communications.\",\n \"summary_zh\": \"首条跨大西洋电缆的尝试虽然轰然失败，却推动了后续的重大突破。故事凸显了大胆的工程风险与渐进性失败如何推动全球通讯的长期进步。\",\n \"hn\": {\n \"id\": 49096319,\n \"type\": \"story\",\n \"by\": \"sparsesignal\",\n \"score\": 51,\n \"descendants\": 17,\n \"time\": 1785326350,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096319\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Study uncovers lost 'golden age' of languages\",\n \"url\": \"https://news.yale.edu/2026/07/23/study-uncovers-lost-golden-age-languages\",\n \"title_zh\": \"研究揭示语言的失落黄金时代\",\n \"created_display\": \"Created: Jul 29, 2026 / 18:58 PT\",\n \"image_url\": \"https://news.yale.edu/sites/default/files/styles/opengraph_image/public/2026-07/Collage%20Languages.jpg?h=f0fb51a5&itok=WgwR98TP\",\n \"summary_en\": \"Linguistic research points to a historically richer, perhaps overlooked, period of language diversity, with implications for anthropology, AI linguistics, and historical narrative.\",\n \"summary_zh\": \"语言学研究指向一个历史上更丰富、易被忽视的语言多样性黄金时代，对人类学、AI 语言学和历史叙事都具有启示。\",\n \"hn\": {\n \"id\": 49105331,\n \"type\": \"story\",\n \"by\": \"gmays\",\n \"score\": 42,\n \"descendants\": 41,\n \"time\": 1785376723,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49105331\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Science\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"A past and future of trade secrets\",\n \"url\": \"https://www.cabinetmagazine.org/issues/70/kofen.php\",\n \"title_zh\": \"贸易秘密的过去与未来\",\n \"created_display\": \"Created: Jul 30, 2026 / 12:26 PT\",\n \"image_url\": \"https://cabinetmagazine.org/issues/70/cabinet_070_kofen_klara_facebook_twitter.jpg\",\n \"summary_en\": \"Explores how trade secrets evolved from traditional know-how to modern IP strategies, weighing incentives for secrecy against openness in technology, and discussing regulatory and ethical implications.\",\n \"summary_zh\": \"追溯贸易秘密的历史与未来，分析保密与开放在技术创新中的激励、法律与伦理影响，以及监管环境的演变。\",\n \"hn\": {\n \"id\": 49114527,\n \"type\": \"story\",\n \"by\": \"Hooke\",\n \"score\": 21,\n \"descendants\": 4,\n \"time\": 1785439578,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49114527\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Legal\",\n \"Business\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"Attention Decode on AMD MI450 GPUs: A Gluon Kernel Optimization Guide\",\n \"url\": \"https://rocm.blogs.amd.com/software-tools-optimization/gluon-attention-decode-mi450/README.html\",\n \"title_zh\": \"在 AMD MI450 GPU 上的 Attention Decode：Gluon 内核优化指南\",\n \"created_display\": \"Created: Jul 27, 2026 / 17:26 PT\",\n \"image_url\": \"https://rocm.blogs.amd.com/_images/software-tools-optimization-gluon-attention-decode-mi450-images-00-cover.webp\",\n \"summary_en\": \"Shows practical optimizations for attention decoding on AMD MI450 accelerators using Gluon kernels. It covers memory layout, tiling, and kernel fusion techniques to boost transformer throughput on AMD hardware.\",\n \"summary_zh\": \"展示在 AMD MI450 GPU 上使用 Gluon 内核对注意力解码进行优化的实用方法，涵盖内存布局、分块与内核融合等技巧，以提升在 AMD 硬件上的变换器工作负载吞吐量。\",\n \"hn\": {\n \"id\": 49077646,\n \"type\": \"story\",\n \"by\": \"matt_d\",\n \"score\": 67,\n \"descendants\": 9,\n \"time\": 1785198405,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49077646\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"The Burau representation of the braid group is faithful for n = 4\",\n \"url\": \"https://arxiv.org/abs/2607.05283\",\n \"title_zh\": \"braid 群的 Burau 表示在 n=4 时是保真的\",\n \"created_display\": \"Created: Jul 27, 2026 / 16:46 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A math paper proves the Burau representation of braid groups is faithful for n=4, resolving a long-standing case and impacting knot theory and linear representations.\",\n \"summary_zh\": \"这篇论文证明在 n=4 时， braid 群的 Burau 表示是保真的，解决了长期未定的一支分支问题，并对结理论与线性表示产生重要影响。\",\n \"hn\": {\n \"id\": 49077209,\n \"type\": \"story\",\n \"by\": \"wglb\",\n \"score\": 34,\n \"descendants\": 17,\n \"time\": 1785195975,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49077209\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Glyphs 4 – the leading Mac font editor\",\n \"url\": \"https://glyphsapp.com\",\n \"title_zh\": \"Glyphs 4：Mac 字体编辑器的领导者\",\n \"created_display\": \"Created: Jul 28, 2026 / 08:06 PT\",\n \"image_url\": \"https://glyphsapp.com/media/site/d052bea273-1785165125/glyphs4.png\",\n \"summary_en\": \"Glyphs 4 ships with a refreshed UI, faster workflows, and improved variable font support, reinforcing its position as the go-to Mac font editor for professional type designers.\",\n \"summary_zh\": \"Glyphs 4 发布，界面焕新、工作流更快，并增强了对可变字体的支持，进一步巩固其作为专业字体设计工具的地位。\",\n \"hn\": {\n \"id\": 49085065,\n \"type\": \"story\",\n \"by\": \"microflash\",\n \"score\": 33,\n \"descendants\": 8,\n \"time\": 1785251198,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49085065\"\n },\n \"tags\": [\n \"Design\",\n \"Programming\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"The First Idempotency Key\",\n \"url\": \"https://hatchet.run/blog/first-idempotency-key\",\n \"title_zh\": \"首个幂等性键\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:04 PT\",\n \"image_url\": \"https://hatchet.run/assets/og-PqKfvZWg.png\",\n \"summary_en\": \"Idempotency keys enable safe retries for API requests by ensuring repeated submissions don’t duplicate effects.\",\n \"summary_zh\": \"幂等性键通过确保重复提交不会导致重复副作用，从而实现对 API 请求的安全重试。文中探讨了如何实现和使用它们，以及这对 API 和客户端库的影响。\",\n \"hn\": {\n \"id\": 49083207,\n \"type\": \"story\",\n \"by\": \"abelanger\",\n \"score\": 31,\n \"descendants\": 5,\n \"time\": 1785243891,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49083207\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Nyctography: A substituton cypher by Lewis Carroll\",\n \"url\": \"https://en.wikipedia.org/wiki/Nyctography\",\n \"title_zh\": \"Nyctography：刘易斯·卡罗尔的夜间替代密码\",\n \"created_display\": \"Created: Jul 28, 2026 / 03:30 PT\",\n \"image_url\": \"https://upload.wikimedia.org/wikipedia/commons/b/b1/Nyctograph_reconstruction.jpg\",\n \"summary_en\": \"Nyctography is Lewis Carroll’s night-writing cipher, a playful substitution system designed for secret notes by lamplight. The piece explains how the system worked and its place in Carroll’s linguistic experiments.\",\n \"summary_zh\": \"Nyctography 是刘易斯·卡罗尔在夜间写秘密笔记时使用的替代密码，体现了其语言游戏中的趣味与实验。文中介绍了其工作原理及在卡罗尔创作中的地位。\",\n \"hn\": {\n \"id\": 49081851,\n \"type\": \"story\",\n \"by\": \"nanna\",\n \"score\": 30,\n \"descendants\": 1,\n \"time\": 1785234602,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49081851\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Register deprivation: spills and runtime under forced register scarcity\",\n \"url\": \"https://rjp.io/blog/2026-07-19-register-deprivation\",\n \"title_zh\": \"寄存器匮乏：被迫的寄存器稀缺导致的溢出与运行时成本\",\n \"created_display\": \"Created: Jul 30, 2026 / 05:20 PT\",\n \"image_url\": \"https://rjp.io/blog-assets/spillbench/fig1_runtime.png\",\n \"summary_en\": \"The piece explains how forced register scarcity causes spilling, degrading performance in tight loops and numeric kernels. It discusses compiler strategies and potential hardware implications to mitigate the issue.\",\n \"summary_zh\": \"文章解释了被迫的寄存器稀缺如何导致溢出，进而在密集运算中显著降低性能；讨论编译器的缓解策略及对硬件的潜在影响。\",\n \"hn\": {\n \"id\": 49109019,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 22,\n \"descendants\": 4,\n \"time\": 1785414030,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49109019\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"When Internal Memory Fails: A No-Solder Wii U Recovery\",\n \"url\": \"https://smolnero.com/posts/when-internal-memory-fails-a-no-solder-wii-u-recovery\",\n \"title_zh\": \"内部存储失效时：无需焊接的 Wii U 恢复\",\n \"created_display\": \"Created: Jul 28, 2026 / 07:14 PT\",\n \"image_url\": \"https://smolnero.com/social_previews/posts/when-internal-memory-fails-a-no-solder-wii-u-recovery.png\",\n \"summary_en\": \"Describes a no-solder recovery method for accessing data from Wii U when internal memory fails, using external adapters and non-destructive techniques. It highlights hands-on hardware tinkering and retro console preservation.\",\n \"summary_zh\": \"介绍在 Wii U 内部存储失效时，利用无需焊接的非破坏性方法与外部适配器进行数据恢复的做法，展示硬件爱好者在老旧主机保存中的动手能力。\",\n \"hn\": {\n \"id\": 49084215,\n \"type\": \"story\",\n \"by\": \"edgar_ortega\",\n \"score\": 9,\n \"descendants\": 2,\n \"time\": 1785248056,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49084215\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Beltrunner: Game Design Postmortem\",\n \"url\": \"https://blog.gingerbeardman.com/2026/07/30/beltrunner-game-design-postmortem/\",\n \"title_zh\": \"Beltrunner：游戏设计回顾\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:16 PT\",\n \"image_url\": \"https://cdn.gingerbeardman.com/images/posts/jinksgg-beltrunner.png\",\n \"summary_en\": \"Beltrunner’s postmortem reveals design choices, what worked, and what didn’t, offering practical lessons for indie developers on pacing, feedback loops, and scope management.\",\n \"summary_zh\": \"Beltrunner 的设计回顾披露了关键决策、成败原因，以及对独立开发者的实用教训，如节奏控制、反馈机制与范围管理。\",\n \"hn\": {\n \"id\": 49120000,\n \"type\": \"story\",\n \"by\": \"tobr\",\n \"score\": 4,\n \"descendants\": 1,\n \"time\": 1785482161,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120000\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Gaming\",\n \"Design\"\n ]\n }\n ]\n}"}, "eba62d52dd0f9841acbd08e92b1482d57d0f36ac": {"t": 1785772468.953914, "n": 89509, "h": "e1887aec497b6ee4", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 85,\n \"reused_same_day\": 28,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 21,\n \"scrape_time_display\": \"12:03, August 01, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/08/01\",\n \"content_date\": \"2026-08-01\",\n \"run_time_local\": \"12:03, August 01, 2026 (PDT)\",\n \"run_time_utc\": \"2026-08-01 19:03:14 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-08-01 19:04:37 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Cursor removed cost information from the usage page and CSV export\",\n \"url\": \"https://forum.cursor.com/t/usage-page-to-token-amount-what/167153\",\n \"title_zh\": \"Cursor 从用量页面和 CSV 导出中移除成本信息\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:25 PT\",\n \"image_url\": \"https://us1.discourse-cdn.com/cursor1/original/3X/3/7/3718fc94d3c996fb60ac40aa8a689003c970b23b.png\",\n \"summary_en\": \"Cursor removed cost information from the usage page and CSV export, raising pricing-transparency concerns for developers tracking spend. The move invites questions about how users should monitor costs and what future pricing signals will look like.\",\n \"summary_zh\": \"Cursor 从用量页面和 CSV 导出中移除了成本信息，引发开发者对定价透明度的关注。此举让用户更难监控支出，并引发对未来定价信号的猜想。\",\n \"hn\": {\n \"id\": 49135257,\n \"type\": \"story\",\n \"by\": \"EugeneOZ\",\n \"score\": 205,\n \"descendants\": 89,\n \"time\": 1785597921,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135257\"\n },\n \"hot_score\": 9.02,\n \"tags\": [\n \"Business\",\n \"Finance\",\n \"Privacy\"\n ]\n },\n {\n \"title_en\": \"A directory of people who love RSS\",\n \"url\": \"https://andrewshell.org/2026/07/i-%e2%99%a5-rss/\",\n \"title_zh\": \"热爱 RSS 的人目录\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:52 PT\",\n \"image_url\": \"https://andrewshell.org/wp-content/themes/asdo-theme/img/apple-touch-icon.png\",\n \"summary_en\": \"A curated directory showcases RSS enthusiasts, highlighting independent feeds and the enduring appeal of open syndication. It underscores RSS as a lightweight, decentralized alternative in the modern web.\",\n \"summary_zh\": \"这份精选目录聚焦 RSS 爱好者，突出独立订阅源与开放订阅的持续魅力，强调 RSS 作为现代网页的轻量化、去中心化替代方案。\",\n \"hn\": {\n \"id\": 49136063,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 112,\n \"descendants\": 62,\n \"time\": 1785603161,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136063\"\n },\n \"hot_score\": 8.39,\n \"tags\": [\n \"Open Source\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"NetBSD 11.0 Released\",\n \"url\": \"https://blog.netbsd.org/tnf/entry/netbsd_11_0_released\",\n \"title_zh\": \"NetBSD 11.0 发布\",\n \"created_display\": \"Created: Aug 01, 2026 / 10:56 PT\",\n \"image_url\": \"https://blog.netbsd.org/tnf/resource/NetBSD-headerlogo.png\",\n \"summary_en\": \"NetBSD 11.0 ships with updated kernel and userland, broader hardware support, and a refreshed toolchain with security hardening. The release underscores NetBSD's continued focus on portability across diverse platforms and architectures, appealing to developers who deploy on uncommon hardware.\",\n \"summary_zh\": \"NetBSD 11.0 发布，内核和用户空间更新，硬件支持范围扩展，工具链也进行了升级并加强了安全性。此版本再次强调了 NetBSD 在跨平台与小众硬件上的可移植性，对需要稳定方案的开发者具有吸引力。\",\n \"hn\": {\n \"id\": 49136736,\n \"type\": \"story\",\n \"by\": \"jaypatelani\",\n \"score\": 52,\n \"descendants\": 9,\n \"time\": 1785607001,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136736\"\n },\n \"hot_score\": 6.53,\n \"tags\": [\n \"Open Source\",\n \"Security\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"A Surveillance Treaty in Disguise: Canada Signs UN Cybercrime Convention\",\n \"url\": \"https://www.michaelgeist.ca/2026/07/a-surveillance-treaty-in-disguise-the-trouble-with-canadas-quiet-decision-to-sign-the-un-cybercrime-convention/\",\n \"title_zh\": \"披着监控外衣的条约：加拿大签署联合国网络犯罪公约\",\n \"created_display\": \"Created: Aug 01, 2026 / 07:19 PT\",\n \"image_url\": \"https://www.michaelgeist.ca/wp-content/uploads/2026/07/Hieu_Ngo_at_Hanoi_Convention_side_event-scaled.jpg\",\n \"summary_en\": \"Canada quietly signed the UN Cybercrime Convention, a move critics say could expand government surveillance and cross-border data cooperation. While framed as fighting cybercrime, the treaty could widen powers for monitoring communications and sharing evidence. For tech developers and privacy advocates, this signals a shift in international norms around digital rights.\",\n \"summary_zh\": \"加拿大悄然签署联合国网络犯罪公约，批评者认为这可能扩大政府监控和跨境数据协作的权限。条约表述了打击网络犯罪的法律框架，但也被指可能扩张监控能力、加强内容审查。对技术开发者和隐私倡导者而言，这标志着国际网络执法与数字权利规范的潜在转折。\",\n \"hn\": {\n \"id\": 49134694,\n \"type\": \"story\",\n \"by\": \"iamnothere\",\n \"score\": 190,\n \"descendants\": 106,\n \"time\": 1785593991,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134694\"\n },\n \"tags\": [\n \"Privacy\",\n \"Legal\",\n \"Politics\"\n ],\n \"hot_score\": 6.08\n },\n {\n \"title_en\": \"Tell HN: I hate your fuzzy search\",\n \"url\": \"https://news.ycombinator.com/item?id=49136990\",\n \"title_zh\": \"给 HN 的建议：我讨厌你们的模糊搜索\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:25 PT\",\n \"image_url\": \"https://news.ycombinator.com/y18.svg\",\n \"summary_en\": \"A sharp critique of fuzzy search quality on a popular tech forum, calling out irrelevant results and inconsistent ranking. It stokes a broader conversation about search UX, indexing, and debuggability in developer tools.\",\n \"summary_zh\": \"对一个热门技术社区的模糊搜索质量提出尖锐批评，指出搜索结果不相关、排序不一致。引发关于开发者工具中搜索用户体验、索引与可调试性的广泛讨论。\",\n \"hn\": {\n \"id\": 49136990,\n \"type\": \"story\",\n \"by\": \"tehwebguy\",\n \"score\": 26,\n \"descendants\": 11,\n \"time\": 1785608700,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136990\"\n },\n \"hot_score\": 4.3,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"RipGrep musl binaries occasionally segfault during very-large searches\",\n \"url\": \"https://github.com/BurntSushi/ripgrep/issues/3494\",\n \"title_zh\": \"RipGrep 使用 musl 二进制在超大范围搜索时偶发崩溃\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:34 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/466478e38f8c4b0285ba6e7a260b0edac4bd7a3bf18187059df059b492c49ea9/BurntSushi/ripgrep/issues/3494\",\n \"summary_en\": \"RipGrep's musl-built binaries occasionally segfault during very large searches, likely due to edge-case interactions with the musl C library or memory mapping under extreme workloads. The issue highlights the fragility of high-performance search in constrained environments and suggests workarounds or future fixes in upstream. This matters for developers relying on ripgrep in containers or minimal OSes where musl is common.\",\n \"summary_zh\": \"在极大规模搜索时，使用 musl 构建的 RipGrep 二进制偶发崩溃，可能与 musl C 库的边缘情况或极端工作负载下的内存映射有关。此问题凸显了在受限环境中实现高性能搜索的脆弱性，并暗示需要 upstream 给出替代方案或修复。对于在容器或最小化操作系统中依赖 ripgrep 的开发者而言，这一问题尤为关键。\",\n \"hn\": {\n \"id\": 49133889,\n \"type\": \"story\",\n \"by\": \"throwaway2037\",\n \"score\": 200,\n \"descendants\": 140,\n \"time\": 1785587665,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133889\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 4.22\n },\n {\n \"title_en\": \"The Art of 64-bit Assembly\",\n \"url\": \"https://nostarch.com/art-64-bit-assembly-v2\",\n \"title_zh\": \"64 位汇编的艺术\",\n \"created_display\": \"Created: Aug 01, 2026 / 07:09 PT\",\n \"image_url\": \"https://nostarch.com/sites/default/files/art-of-64-bit-assembly-v2_frontcover.jpg\",\n \"summary_en\": \"A book-length treatment of 64-bit assembly language, focusing on modern x86-64 instruction sets, conventions, and optimization techniques. It digs into low-level programming practices that underpin compilers, runtimes, and performance-critical software, helping developers reason about machine code. A valuable read for advanced systems programmers and hardware-curious engineers.\",\n \"summary_zh\": \"一本关于 64 位汇编语言的长篇著作，聚焦现代 x86-64 指令集、约定与优化技巧。内容深入低级编程实践，揭示支撑编译器、运行时与高性能软件的底层原理，帮助开发者理解机器码。对于高级系统程序员与对硬件感兴趣的工程师而言，是值得一读的资料。\",\n \"hn\": {\n \"id\": 49134599,\n \"type\": \"story\",\n \"by\": \"0x54MUR41\",\n \"score\": 112,\n \"descendants\": 62,\n \"time\": 1785593340,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134599\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 3.41\n },\n {\n \"title_en\": \"Elevators\",\n \"url\": \"https://john.fun/elevators\",\n \"title_zh\": \"电梯\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:17 PT\",\n \"image_url\": \"https://john.fun/metadata/elevator/twitter-card.png\",\n \"summary_en\": \"Elevators reveal how urban infrastructure adapts to growing vertical cities, highlighting safety, efficiency, and automation trends.\",\n \"summary_zh\": \"电梯揭示了城市基础设施如何适应日益垂直化的城市，突出安全、效率与自动化趋势。\",\n \"hn\": {\n \"id\": 49124218,\n \"type\": \"story\",\n \"by\": \"Jrh0203\",\n \"score\": 1528,\n \"descendants\": 382,\n \"time\": 1785511048,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124218\"\n },\n \"tags\": [\n \"Culture\",\n \"Design\",\n \"DevOps\"\n ],\n \"hot_score\": 3.39\n },\n {\n \"title_en\": \"Ten advances in mathematics and theoretical computer science\",\n \"url\": \"https://openai.com/index/ten-advances-in-mathematics/\",\n \"title_zh\": \"数学与理论计算机科学的十大进展\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:37 PT\",\n \"image_url\": \"https://images.ctfassets.net/kftzwdyauwt9/5RUlCTeEvzWYd2DDpdcNgh/f38e144bf6f5911074b1939c1528ed2b/Frame__4_.png?w=1600&h=900&fit=fill\",\n \"summary_en\": \"A curated roundup of notable advances across mathematics and theoretical computer science, illustrating how new proofs, models, and algorithms broaden what we can prove and compute. The insights span core areas like complexity theory, probabilistic methods, and mathematical foundations that influence cryptography, optimization, and AI.\",\n \"summary_zh\": \"这是一组精选，聚焦数学与理论计算机科学领域的重大突破，展示新的证明、模型和算法如何扩展我们能证明和计算的边界。相关进展跨越复杂性理论、概率方法等领域，对密码学、优化和人工智能的基础研究具有深远影响。\",\n \"hn\": {\n \"id\": 49132058,\n \"type\": \"story\",\n \"by\": \"milkshakes\",\n \"score\": 363,\n \"descendants\": 244,\n \"time\": 1785569864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132058\"\n },\n \"tags\": [\n \"Science\",\n \"AI\"\n ],\n \"hot_score\": 3.37\n },\n {\n \"title_en\": \"BMW Is Showing Commercials on Their Car's Dash Screens as a Treat\",\n \"url\": \"https://www.theautopian.com/bmw-is-showing-commercials-on-their-cars-dash-screens-and-they-want-you-to-think-its-a-treat/\",\n \"title_zh\": \"宝马在车载仪表屏幕投放广告，被称作‘贴心体验’\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:58 PT\",\n \"image_url\": null,\n \"summary_en\": \"BMW began showing ads on dash screens, framing it as a perk but drawing scrutiny over driver distraction and data/privacy concerns in connected cars.\",\n \"summary_zh\": \"宝马在车载仪表屏幕上投放广告，被包装为“贴心服务”，却引发对驾驶分心、隐私与数据使用的质疑。\",\n \"hn\": {\n \"id\": 49135511,\n \"type\": \"story\",\n \"by\": \"CharlesW\",\n \"score\": 62,\n \"descendants\": 44,\n \"time\": 1785599890,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135511\"\n },\n \"hot_score\": 3.24,\n \"tags\": [\n \"Privacy\",\n \"Business\"\n ]\n },\n {\n \"title_en\": \"On the non-use of AI in my writing process\",\n \"url\": \"https://www.antipope.org/charlie/blog-static/2026/08/on-the-non-use-of-ai-in-my-wri.html\",\n \"title_zh\": \"关于我的写作过程不使用 AI\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"A personal choice to avoid AI in writing, arguing for human-crafted prose and cognitive engagement; invites readers to consider when and how AI adds value versus distraction.\",\n \"summary_zh\": \"个人选择在写作中不使用 AI，强调人工创作的独特性与认知投入；邀请读者思考 AI 在何时、何地能真正增值，何时应避免分散注意力。\",\n \"hn\": {\n \"id\": 49134038,\n \"type\": \"story\",\n \"by\": \"jwx48\",\n \"score\": 113,\n \"descendants\": 93,\n \"time\": 1785589014,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134038\"\n },\n \"hot_score\": 2.58,\n \"tags\": [\n \"AI\",\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"AI doesn't generate working products, that's still your job\",\n \"url\": \"https://weeraman.com/the-prototype-isnt-the-product/\",\n \"title_zh\": \"AI不能直接生成可用产品，仍需人工实现\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:52 PT\",\n \"image_url\": \"https://weeraman.com/images/the-prototype-isnt-the-product/the-prototype-isnt-the-product.jpg\",\n \"summary_en\": \"AI can help you prototype, but it won’t ship a working product by itself. The piece argues that turning a prototype into a complete, user-ready product still rests on human product design, engineering, and iterative testing.\",\n \"summary_zh\": \"AI 可以帮助生成原型，但不能直接产出可用的最终产品。文章强调将原型转化为可交付的软件仍然依赖人类的产品设计、工程实现与持续迭代测试。\",\n \"hn\": {\n \"id\": 49132130,\n \"type\": \"story\",\n \"by\": \"smckk\",\n \"score\": 221,\n \"descendants\": 217,\n \"time\": 1785570730,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132130\"\n },\n \"tags\": [\n \"AI\",\n \"Business\"\n ],\n \"hot_score\": 2.11\n },\n {\n \"title_en\": \"Pgtestdb's template cloning approach to testing is fast\",\n \"url\": \"https://brandur.org/fragments/pgtestdb\",\n \"title_zh\": \"Pgtestdb 的模板克隆测试方法极快\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:01 PT\",\n \"image_url\": \"https://brandur.org/assets/images/favicon/favicon-256.jpg\",\n \"summary_en\": \"Pgtestdb clones fresh test environments by leveraging template databases, dramatically speeding up test setups and CI runs. The approach maintains isolation while sharing storage, simplifying repeatable testing workflows.\",\n \"summary_zh\": \"Pgtestdb 通过模板数据库克隆创建新的测试环境，大幅加快测试搭建与持续集成的速度。该方法在共享存储条件下仍能保持隔离，简化可重复的测试流程。\",\n \"hn\": {\n \"id\": 49135546,\n \"type\": \"story\",\n \"by\": \"brandur\",\n \"score\": 37,\n \"descendants\": 17,\n \"time\": 1785600082,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135546\"\n },\n \"hot_score\": 1.95,\n \"tags\": [\n \"DevOps\",\n \"Open Source\"\n ]\n },\n {\n \"title_en\": \"RamenHaus\",\n \"url\": \"https://ramen.haus/\",\n \"title_zh\": \"RamenHaus\",\n \"created_display\": \"Created: Aug 01, 2026 / 01:48 PT\",\n \"image_url\": \"https://ramen.haus/wp-content/uploads/kaunta-seki-social/bowl-674-d04272065680.jpg\",\n \"summary_en\": \"RamenHaus appears to be a project or site named after ramen, but details are scarce.\",\n \"summary_zh\": \"RamenHaus 似乎是一个以拉面命名的项目或站点，但目前细节有限。\",\n \"hn\": {\n \"id\": 49132460,\n \"type\": \"story\",\n \"by\": \"oler\",\n \"score\": 176,\n \"descendants\": 88,\n \"time\": 1785574138,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132460\"\n },\n \"tags\": [\n \"Startups\"\n ],\n \"hot_score\": 1.92\n },\n {\n \"title_en\": \"Explorative modeling: Train on the best of K guesses\",\n \"url\": \"https://alexiglad.github.io/blog/2026/explorative_modeling/\",\n \"title_zh\": \"探索性建模：在前K个猜测中训练最佳模型\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:23 PT\",\n \"image_url\": \"https://alexiglad.github.io/assets/img/blog/xm/banner_xm.png\",\n \"summary_en\": \"The post proposes training on the best of K guesses, selecting the top-performing candidate from multiple predictions to guide learning. This explorative modeling approach can improve sample efficiency and robustness in settings with uncertain models.\",\n \"summary_zh\": \"提出在前K个候选猜测中选取最佳者来引导训练的做法，属于探索性建模。此方法可能提高样本效率与对不确定模型的鲁棒性，适用于多模型并存的情景。\",\n \"hn\": {\n \"id\": 49135245,\n \"type\": \"story\",\n \"by\": \"DSemba\",\n \"score\": 45,\n \"descendants\": 16,\n \"time\": 1785597795,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135245\"\n },\n \"hot_score\": 1.92,\n \"tags\": [\n \"AI\",\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Kaisel – Routes as Values. Dart 3 Native Router for Flutter\",\n \"url\": \"https://kaisel.dev/\",\n \"title_zh\": \"Kaisel – 路由即值：Flutter 的 Dart 3 原生路由器\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:45 PT\",\n \"image_url\": \"https://kaisel.dev/og.png\",\n \"summary_en\": \"Kaisel introduces a routes-as-values approach in Dart 3's native router for Flutter, enabling type-safe, compile-time-checked navigation. This design aims to improve maintainability and performance for large apps, reducing boilerplate and navigation bugs.\",\n \"summary_zh\": \"Kaisel 引入了路由即值的理念，作为 Flutter 的 Dart 3 原生路由器的一部分，提供类型安全、可在编译时校验的导航。该设计旨在提升大型应用的可维护性与性能，减少样板代码和路由错误。\",\n \"hn\": {\n \"id\": 49135985,\n \"type\": \"story\",\n \"by\": \"TheWiggles\",\n \"score\": 27,\n \"descendants\": 1,\n \"time\": 1785602740,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135985\"\n },\n \"hot_score\": 1.87,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"qm – Multiplayer agent harness for work\",\n \"url\": \"https://github.com/yc-software/qm\",\n \"title_zh\": \"qm：面向工作场景的多人代理框架\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:04 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/6829f6872e88bca87e7d85c7d6497b3246daac80d02fc34591f8b1e055875e33/yc-software/qm\",\n \"summary_en\": \"qm is an open-source harness that coordinates multiple agents to work on tasks collaboratively. It provides orchestration, tasking, and visibility across agent-driven workflows, helping teams tackle complex problems more efficiently.\",\n \"summary_zh\": \"qm 是一个开源的多人代理协调框架，支持在工作场景中让多个代理协同完成任务。它提供编排、任务分发和对代理驱动工作流的可视化，帮助团队更高效地解决复杂问题。\",\n \"hn\": {\n \"id\": 49126604,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 635,\n \"descendants\": 149,\n \"time\": 1785521098,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126604\"\n },\n \"tags\": [\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 1.68\n },\n {\n \"title_en\": \"Tailscale didn't stop the Hugging Face intrusion\",\n \"url\": \"https://tailscale.com/blog/hugging-face-intrusion\",\n \"title_zh\": \"Tailscale 未阻止 Hugging Face 入侵\",\n \"created_display\": \"Created: Jul 31, 2026 / 12:03 PT\",\n \"image_url\": \"https://tailscale.com/api/og-image?id=0dafcba5-55df-4373-be5e-564b368a27af\",\n \"summary_en\": \"Hugging Face disclosed a security incident in which attackers bypassed protections despite Tailscale, underscoring that zero-trust networking is not a sole defense. The post details how leaked credentials enabled access and the lessons about defense-in-depth and secret hygiene.\",\n \"summary_zh\": \"Hugging Face 公开了一起安全事件，攻击者在使用 Tailscale 的情况下仍然进入内部系统，说明零信任网络并非万用钥匙。文中描述了凭证泄露如何促成入侵，并强调需要多层防护与良好密钥管理。\",\n \"hn\": {\n \"id\": 49127306,\n \"type\": \"story\",\n \"by\": \"bluehatbrit\",\n \"score\": 573,\n \"descendants\": 211,\n \"time\": 1785524625,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127306\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\"\n ],\n \"hot_score\": 1.62\n },\n {\n \"title_en\": \"Oil companies report sky-high profits thanks to wartime crude prices\",\n \"url\": \"https://www.npr.org/2026/07/31/nx-s1-5910660/big-oil-earnings-q2-2026\",\n \"title_zh\": \"油企因战时原油价格飙升利润暴增\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:28 PT\",\n \"image_url\": \"https://npr.brightspotcdn.com/dims3/default/strip/false/crop/6000x3375+0+313/resize/1400/quality/85/format/jpeg/?url=http%3A%2F%2Fnpr-brightspot.s3.amazonaws.com%2F4b%2Fd5%2F6ea402bc4858b540b5075c4b8cdd%2Fgettyimages-2287468883.jpg\",\n \"summary_en\": \"Big oil reports record- or sky-high profits in Q2 2026 as geopolitical tensions keep crude prices elevated. The earnings signal ongoing volatility in energy markets and fuel policy implications for investors and consumers.\",\n \"summary_zh\": \"在地缘冲突推动的原油高价背景下，石油巨头二季度利润创纪录水平，显示能源市场持续波动，并对投资者和消费者的政策与价格走向产生影响。\",\n \"hn\": {\n \"id\": 49137024,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 10,\n \"descendants\": 2,\n \"time\": 1785608886,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137024\"\n },\n \"hot_score\": 1.6,\n \"tags\": [\n \"Business\",\n \"Finance\",\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"Postmortem for Kernel Soundness Bug #14576\",\n \"url\": \"https://leodemoura.github.io/blog/2026-8-1-postmortem-for-kernel-soundness-bug-14576/\",\n \"title_zh\": \"内核健全性漏洞 #14576 的事后分析\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:32 PT\",\n \"image_url\": \"https://leodemoura.github.io/static/images/leo.jpg\",\n \"summary_en\": \"This postmortem traces kernel soundness bug #14576 from root cause to patch, detailing its memory-safety implications and the fixes implemented. It highlights the importance of robust tooling and subsystem boundaries for kernel reliability.\",\n \"summary_zh\": \"此事后分析从根本原因到修复过程梳理了内核健全性漏洞 #14576，阐述其对内存安全的影响及修复方案，强调健壮工具和子系统边界在内核可靠性中的作用。\",\n \"hn\": {\n \"id\": 49137060,\n \"type\": \"story\",\n \"by\": \"juhopitk\",\n \"score\": 9,\n \"descendants\": 1,\n \"time\": 1785609140,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49137060\"\n },\n \"hot_score\": 1.5,\n \"tags\": [\n \"Security\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"How to Exist\",\n \"url\": \"https://www.raptitude.com/2026/07/how-to-exist/\",\n \"title_zh\": \"如何存在\",\n \"created_display\": \"Created: Jul 31, 2026 / 17:25 PT\",\n \"image_url\": \"https://www.raptitude.com/wp-content/uploads/2026/07/coffeeexist.jpg\",\n \"summary_en\": \"Offers practical guidance on living with intention and meaning in a noisy world. It highlights everyday practices—curated attention, choosing what to care about, and embracing impermanence—as routes to a more grounded existence.\",\n \"summary_zh\": \"在喧嚣的世界中，提供以有目的地生活为核心的实用建议，强调通过日常实践来培养专注、筛选关注点和接受无常，从而获得更扎实的存在感。\",\n \"hn\": {\n \"id\": 49129990,\n \"type\": \"story\",\n \"by\": \"walterbell\",\n \"score\": 338,\n \"descendants\": 202,\n \"time\": 1785543900,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49129990\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 1.45\n },\n {\n \"title_en\": \"Flint: A Visualization Language for the AI Era\",\n \"url\": \"https://microsoft.github.io/flint-chart/\",\n \"title_zh\": \"Flint：面向 AI 时代的可视化语言\",\n \"created_display\": \"Created: Jul 31, 2026 / 19:45 PT\",\n \"image_url\": null,\n \"summary_en\": \"Flint is a visualization language designed for the AI era, enabling concise declarative charts. It emphasizes interoperability with contemporary data tooling, potentially speeding up data storytelling and experimentation for developers and data scientists.\",\n \"summary_zh\": \"Flint 是为 AI 时代设计的可视化语言，采用简洁的声明式语法来构建图表。它强调与现有数据工具栈的互操作性，有望帮助开发者和数据科学家更快地进行数据讲解与实验。\",\n \"hn\": {\n \"id\": 49130604,\n \"type\": \"story\",\n \"by\": \"vinhnx\",\n \"score\": 230,\n \"descendants\": 65,\n \"time\": 1785552309,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130604\"\n },\n \"tags\": [\n \"AI\",\n \"Data\"\n ],\n \"hot_score\": 1.22\n },\n {\n \"title_en\": \"Ten Ways NAS Is Getting Enshitified\",\n \"url\": \"https://nascompares.com/2026/07/31/the-10-ways-nas-is-getting-enshitified/\",\n \"title_zh\": \"NAS 正在变糟的十种趋势\",\n \"created_display\": \"Created: Jul 31, 2026 / 22:38 PT\",\n \"image_url\": null,\n \"summary_en\": \"Ten trends turning NAS devices into bloated, user-hostile platforms—from bundled services and opaque firmware to vendor lock-in and cloud‑feature creep. It argues for simpler, open, or self-hosted storage to keep control and performance intact.\",\n \"summary_zh\": \"文章列出十种让 NAS 设备变得臃肿、难以使用的趋势——包括捆绑服务、固件不透明、隐私问题与厂商锁定等。作者倡导回归更简洁、开放或自托管的存储方案，以保持可用性与掌控力。\",\n \"hn\": {\n \"id\": 49131367,\n \"type\": \"story\",\n \"by\": \"giuliomagnifico\",\n \"score\": 159,\n \"descendants\": 142,\n \"time\": 1785562696,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49131367\"\n },\n \"tags\": [\n \"Hardware\",\n \"Open Source\"\n ],\n \"hot_score\": 1.15\n },\n {\n \"title_en\": \"DeepSeek-V4-Flash Update\",\n \"url\": \"https://api-docs.deepseek.com/updates/\",\n \"title_zh\": \"DeepSeek-V4-Flash 更新\",\n \"created_display\": \"Created: Jul 30, 2026 / 23:08 PT\",\n \"image_url\": \"https://api-docs.deepseek.com/img/deepseek-social-card.jpeg\",\n \"summary_en\": \"DeepSeek releases a firmware update for the V4 Flash platform, focusing on stability, performance, and new features for data indexing and retrieval. The update underscores ongoing optimization of flash-based search systems and developer tooling.\",\n \"summary_zh\": \"DeepSeek 为 V4 Flash 平台推出固件更新，聚焦稳定性、性能，并带来对数据索引与检索的新功能。此次更新凸显对基于闪存的搜索系统及开发工具的持续优化。\",\n \"hn\": {\n \"id\": 49119559,\n \"type\": \"story\",\n \"by\": \"dnhkng\",\n \"score\": 694,\n \"descendants\": 330,\n \"time\": 1785478116,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119559\"\n },\n \"tags\": [\n \"Hardware\",\n \"Data\"\n ],\n \"hot_score\": 0.95\n },\n {\n \"title_en\": \"DeepSeek V4 Flash 0731 Intelligence, Performance and Price Analysis\",\n \"url\": \"https://artificialanalysis.ai/models/deepseek-v4-flash\",\n \"title_zh\": \"DeepSeek V4 Flash 0731：智能、性能与性价比分析\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:59 PT\",\n \"image_url\": null,\n \"summary_en\": \"DeepSeek V4 Flash 0731 is assessed across intelligence, performance, and price, highlighting where it excels and where costs rise. The analysis helps buyers weigh value when choosing between models for inference workloads and edge deployments.\",\n \"summary_zh\": \"对DeepSeek V4 Flash 0731在智能能力、性能和性价比方面进行了评测，点出其强项与成本权衡。分析为在推理任务及边缘部署中选型提供价值判断。\",\n \"hn\": {\n \"id\": 49120299,\n \"type\": \"story\",\n \"by\": \"theanonymousone\",\n \"score\": 554,\n \"descendants\": 296,\n \"time\": 1785484751,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120299\"\n },\n \"tags\": [\n \"Business\",\n \"Finance\"\n ],\n \"hot_score\": 0.83\n },\n {\n \"title_en\": \"How to Do Great Work (2023)\",\n \"url\": \"https://paulgraham.com/greatwork.html\",\n \"title_zh\": \"如何做出伟大的工作（2023）\",\n \"created_display\": \"Created: Aug 01, 2026 / 01:19 PT\",\n \"image_url\": \"https://s.turbifycdn.com/aah/paulgraham/bel-7.gif\",\n \"summary_en\": \"Paul Graham argues that great work comes from choosing meaningful problems and sticking with them for the long term, even in the face of distractions. The essay offers practical guidance for makers and founders: focus on impact, iterate, and build something you’d be proud to claim as yours.\",\n \"summary_zh\": \"保罗·格兰姆认为伟大工作来自选择有意义的问题并长期坚持，即使面对诱惑与分心。文章为创作者与创始人提供实用建议：聚焦影响力、持续迭代，打造你愿意自豪展示的作品。\",\n \"hn\": {\n \"id\": 49132289,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 80,\n \"descendants\": 62,\n \"time\": 1785572384,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132289\"\n },\n \"tags\": [\n \"Startups\",\n \"Career\"\n ],\n \"hot_score\": 0.81\n },\n {\n \"title_en\": \"The development pipeline is a production system\",\n \"url\": \"https://sundry.jerryorr.com/2026/07/31/development-pipeline-is-a-production-system\",\n \"title_zh\": \"开发流水线其实是一个生产系统\",\n \"created_display\": \"Created: Jul 31, 2026 / 20:16 PT\",\n \"image_url\": \"https://sundry.jerryorr.com/images/mastodon-icon-black.svg\",\n \"summary_en\": \"This piece argues that CI/CD pipelines deserve production-grade treatment, with reliability, observability, and change control baked in. Treating the pipeline as a live system helps teams achieve safer deployments and faster iteration.\",\n \"summary_zh\": \"本文主张将持续集成/持续交付流水线视为生产系统对待，注入可靠性、可观测性与变更控制等生产级实践。把流水线当成活态系统，有助于实现更安全的部署和更快的迭代。\",\n \"hn\": {\n \"id\": 49130726,\n \"type\": \"story\",\n \"by\": \"firefoxd\",\n \"score\": 144,\n \"descendants\": 69,\n \"time\": 1785554169,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130726\"\n },\n \"tags\": [\n \"DevOps\",\n \"Programming\"\n ],\n \"hot_score\": 0.8\n },\n {\n \"title_en\": \"Google fixed more Chrome bugs in June than over the past two years, thanks to AI\",\n \"url\": \"https://blog.google/security/chrome-stronger-with-every-update/\",\n \"title_zh\": \"谷歌靠 AI，在六月修复的 Chrome 漏洞数量超过过去两年总和\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:29 PT\",\n \"image_url\": \"https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Screenshot_2026-07-17_at_5.00.43PM.width-1300.png\",\n \"summary_en\": \"Google credits AI-assisted triage and patch generation for fixing more Chrome bugs in June than in the previous two years combined. This shows how AI tooling can accelerate vulnerability response and elevate browser hardening. It could foreshadow broader shifts in security workflows across software teams.\",\n \"summary_zh\": \"谷歌称借助 AI 的分流与补丁生成，六月修复的 Chrome 漏洞数量超过过去两年的总和。这显示出 AI 工具能加速漏洞响应、提升浏览器安全性。此举或预示软件团队在安全工作流程上的更广泛变革。\",\n \"hn\": {\n \"id\": 49120097,\n \"type\": \"story\",\n \"by\": \"Garbage\",\n \"score\": 542,\n \"descendants\": 564,\n \"time\": 1785482962,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120097\"\n },\n \"tags\": [\n \"AI\",\n \"Security\",\n \"Web\"\n ],\n \"hot_score\": 0.79\n },\n {\n \"title_en\": \"Franken.domains: Stitched-Together Domains, Because Every .com Is Taken\",\n \"url\": \"https://franken.domains/\",\n \"title_zh\": \"Franken.domains：拼接域名，因为每个 .com 都被占用\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:44 PT\",\n \"image_url\": \"https://franken.domains/images/og-1ac03bd952336acc538a48c597178b26.png?vsn=d\",\n \"summary_en\": \"Franken.domains stitches multiple domain blocks to form pronounceable names when .com is taken, offering a playful approach to domain naming. It raises practical considerations for branding, SEO, and trust in unusual domains.\",\n \"summary_zh\": \"Franken.domains 通过拼接不同后缀的域名来构成易记的名字，以应对 .com 已被抢光的情况；这种做法在品牌、SEO 与信任方面也引发了现实考量。\",\n \"hn\": {\n \"id\": 49135975,\n \"type\": \"story\",\n \"by\": \"klausbreyer\",\n \"score\": 12,\n \"descendants\": 7,\n \"time\": 1785602689,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135975\"\n },\n \"hot_score\": 0.79,\n \"tags\": [\n \"Design\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"Floundering A.I. 'Nostradamus' Hedge Fund Is Rescued by Rival\",\n \"url\": \"https://www.nytimes.com/2026/07/30/business/artificial-intelligence-situational-awareness-citadel.html\",\n \"title_zh\": \"对 OpenAI 数学结果的评估\",\n \"created_display\": \"Created: Aug 01, 2026 / 09:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"An assessment of AI-generated math results highlights gaps in reasoning, benchmark gaps, and the ongoing challenge of trustworthy math in AI systems.\",\n \"summary_zh\": \"对 OpenAI 数学推理结果进行评估，揭示推理中的不足、基准缺口，以及在 AI 系统中实现可信数学的难点。\",\n \"hn\": {\n \"id\": 49136104,\n \"type\": \"story\",\n \"by\": \"thm\",\n \"score\": 11,\n \"descendants\": 2,\n \"time\": 1785603385,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136104\"\n },\n \"hot_score\": 0.78,\n \"tags\": [\n \"AI\",\n \"Finance\"\n ]\n },\n {\n \"title_en\": \"The End of an Era\",\n \"url\": \"https://hughhowey.com/the-end-of-an-era/\",\n \"title_zh\": \"一个时代的终结\",\n \"created_display\": \"Created: Jul 31, 2026 / 04:51 PT\",\n \"image_url\": \"https://hughhowey.com/wp-content/uploads/2026/07/Screenshot-2026-07-31-at-6.22.53-AM-1024x516.png\",\n \"summary_en\": \"Howey’s piece reflects on the end of an era in publishing, likely driven by AI, digital distribution, and changing reader behavior. It argues the industry is transitioning to a new era where authors retain more control and new business models emerge.\",\n \"summary_zh\": \"Howey 的文章声称一个时代在出版界落幕，受AI、数字发行与读者行为变化推动。作者认为行业正在向一个新纪元转变，作者掌控力增强，新商业模式正在形成。\",\n \"hn\": {\n \"id\": 49121980,\n \"type\": \"story\",\n \"by\": \"harscoat\",\n \"score\": 403,\n \"descendants\": 426,\n \"time\": 1785498706,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121980\"\n },\n \"tags\": [\n \"AI\",\n \"Business\"\n ],\n \"hot_score\": 0.73\n },\n {\n \"title_en\": \"Solid Queue 1.6.0 now supports fiber workers\",\n \"url\": \"https://github.com/rails/solid_queue/releases/tag/v1.6.0\",\n \"title_zh\": \"Solid Queue 1.6.0 现已支持纤程工作者\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:42 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/a76c8f15f77d023fba1cb46bbf1d97ecb78b623081adc1ccdbcdcae101eea58b/rails/solid_queue/releases/tag/v1.6.0\",\n \"summary_en\": \"Solid Queue 1.6.0 adds fiber-based workers, enabling lightweight concurrency inside the queue system. This improves throughput for asynchronous workloads and reduces the need for OS threads, benefiting Ruby/Rails ecosystems and other event-driven stacks. The update makes writing scalable, non-blocking code simpler.\",\n \"summary_zh\": \"Solid Queue 1.6.0 增加了基于纤程的工作者，允许在队列系统内部实现轻量级并发。提升异步工作负载的吞吐量，减少对操作系统线程的依赖，对 Ruby/Rails 生态和其他事件驱动框架尤其有利。本次更新让编写可扩展、非阻塞代码更为简单。\",\n \"hn\": {\n \"id\": 49132083,\n \"type\": \"story\",\n \"by\": \"earcar\",\n \"score\": 78,\n \"descendants\": 33,\n \"time\": 1785570128,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132083\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.72\n },\n {\n \"title_en\": \"Run Kimi K3 using 29 GB of RAM at 0.50 tok/s\",\n \"url\": \"https://github.com/sqliteai/waste\",\n \"title_zh\": \"用 29 GB RAM 运行 Kimi K3，吞吐约 0.5 token/s\",\n \"created_display\": \"Created: Jul 31, 2026 / 07:12 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/ac40abe893f8b3a4f335863b4b8a73a43263d5ef75a5a2cf6943702c60b14777/sqliteai/waste\",\n \"summary_en\": \"A performance-focused post demonstrates running the Kimi K3 model within 29 GB RAM, achieving around 0.5 tokens per second, highlighting the trade-offs between memory and speed on constrained hardware.\",\n \"summary_zh\": \"该文展示在 29 GB RAM 条件下运行 Kimi K3 的性能，吞吐约每秒 0.5 个 token，突显在资源受限条件下内存与速度的权衡。\",\n \"hn\": {\n \"id\": 49123386,\n \"type\": \"story\",\n \"by\": \"marcobambini\",\n \"score\": 312,\n \"descendants\": 148,\n \"time\": 1785507158,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123386\"\n },\n \"tags\": [\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 0.65\n },\n {\n \"title_en\": \"Big Food vs. the People\",\n \"url\": \"https://www.lighthousereports.com/investigation/big-food-vs-the-people/\",\n \"title_zh\": \"大食品与公众的博弈\",\n \"created_display\": \"Created: Jul 31, 2026 / 09:04 PT\",\n \"image_url\": \"https://www.lighthousereports.com/wp-content/uploads/2026/07/Website-Illustration.jpg\",\n \"summary_en\": \"An investigative report reveals how powerful food companies influence policy, research, and public trust. It details tactics like lobbying, funding favorable studies, and shaping regulatory debates, with implications for labeling, safety standards, and consumer prices.\",\n \"summary_zh\": \"这是一项关于大型食品公司如何影响政策、研究与公众信任的深入调查。文中揭示了游说、资助有利研究，以及对监管辩论的影响，对标签、安全标准和消费者价格具有重要影响。\",\n \"hn\": {\n \"id\": 49124858,\n \"type\": \"story\",\n \"by\": \"jruohonen\",\n \"score\": 258,\n \"descendants\": 169,\n \"time\": 1785513872,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124858\"\n },\n \"tags\": [\n \"Politics\",\n \"Business\"\n ],\n \"hot_score\": 0.6\n },\n {\n \"title_en\": \"Severance\",\n \"url\": \"https://lcamtuf.substack.com/p/severance\",\n \"title_zh\": \"Severance（离职补偿的思考）\",\n \"created_display\": \"Created: Jul 31, 2026 / 10:15 PT\",\n \"image_url\": null,\n \"summary_en\": \"Severance explores the concept of severance from both personal and organizational perspectives, examining the implications of termination and how severance policies shape career transitions.\",\n \"summary_zh\": \"Severance 探讨“ severance ”的概念，从个人与组织角度分析解雇与离职补偿的含义及其对职业转型的影响。\",\n \"hn\": {\n \"id\": 49125971,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 241,\n \"descendants\": 78,\n \"time\": 1785518109,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49125971\"\n },\n \"tags\": [\n \"Career\"\n ],\n \"hot_score\": 0.6\n },\n {\n \"title_en\": \"Assessment of open AI math results\",\n \"url\": \"https://twitter.com/stalkermustang/status/2083485500250198453\",\n \"title_zh\": \"对 OpenAI 数学结果的评估\",\n \"created_display\": \"Created: Aug 01, 2026 / 10:08 PT\",\n \"image_url\": \"https://pbs.twimg.com/media/HOoEjciXsAA1Tpv.jpg:large\",\n \"summary_en\": \"An assessment of open AI math results highlights gaps in reasoning, benchmark gaps, and the ongoing challenge of trustworthy math in AI systems.\",\n \"summary_zh\": \"对 OpenAI 数学结果进行评估，揭示推理中的不足、基准缺口，以及在 AI 系统中实现可信数学的难点。\",\n \"hn\": {\n \"id\": 49136236,\n \"type\": \"story\",\n \"by\": \"paulpauper\",\n \"score\": 8,\n \"descendants\": 4,\n \"time\": 1785604083,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136236\"\n },\n \"hot_score\": 0.59,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"How to Spot AI Writing\",\n \"url\": \"https://www.economist.com/culture/2026/07/30/how-to-spot-ai-writing\",\n \"title_zh\": \"如何识别 AI 写作\",\n \"created_display\": \"Created: Aug 01, 2026 / 06:35 PT\",\n \"image_url\": null,\n \"summary_en\": \"AI writing detection remains imperfect even as tools proliferate. The Economist's guide outlines practical cues and methodological caveats editors and educators can use to spot AI-authored text, from stylistic fingerprints to metadata signals. As AI capabilities grow, layered human-in-the-loop checks and disclosure norms become increasingly important.\",\n \"summary_zh\": \"尽管检测工具日益增多，AI 写作检测仍不完善。本文提供可操作的线索和方法论警戒，包括风格指纹与元数据等信号。随着 AI 能力提升，分层的人机协同审核与披露规范变得越来越重要。\",\n \"hn\": {\n \"id\": 49134310,\n \"type\": \"story\",\n \"by\": \"ijidak\",\n \"score\": 21,\n \"descendants\": 24,\n \"time\": 1785591326,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134310\"\n },\n \"hot_score\": 0.53,\n \"tags\": [\n \"AI\",\n \"Education\"\n ]\n },\n {\n \"title_en\": \"Getting 25 Gbps Thunderbolt Ethernet on My Mac Studio\",\n \"url\": \"https://www.jeffgeerling.com/blog/2026/getting-25g-ethernet-mac-thunderbolt/\",\n \"title_zh\": \"在 Mac Studio 上实现 25 Gbps Thunderbolt 以太网\",\n \"created_display\": \"Created: Jul 31, 2026 / 09:15 PT\",\n \"image_url\": \"https://www.jeffgeerling.com/blog/2026/getting-25g-ethernet-mac-thunderbolt/mac-studio-ports-full-back-ethernet.jpg\",\n \"summary_en\": \"A guide showing how to achieve 25 Gbps Ethernet on a Mac Studio using a Thunderbolt adapter and a 25G NIC, including setup steps and real-world throughput observations.\",\n \"summary_zh\": \"展示如何通过 Thunderbolt 适配器和 25G NIC，在 Mac Studio 上实现 25 Gbps 以太网，以及相应的设置与实际吞吐表现。\",\n \"hn\": {\n \"id\": 49125034,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 220,\n \"descendants\": 111,\n \"time\": 1785514531,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49125034\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.52\n },\n {\n \"title_en\": \"June in Servo: real world compat, media queries, SharedWorker, and more\",\n \"url\": \"https://servo.org/blog/2026/07/31/june-in-servo/\",\n \"title_zh\": \"Servo 的六月更新：真实世界兼容性、媒体查询、SharedWorker 等\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:17 PT\",\n \"image_url\": \"https://servo.org/svg/servo-color-positive.svg\",\n \"summary_en\": \"June in Servo covers real-world compatibility work, media query support, SharedWorker improvements, and other performance and API enhancements that affect web app compatibility and developer ergonomics.\",\n \"summary_zh\": \"Servo 项目在六月更新中聚焦实际兼容性工作、媒体查询支持、SharedWorker 改进以及其他提升性能与 API 的改进，影响开发者工作流与网页兼容性。\",\n \"hn\": {\n \"id\": 49126765,\n \"type\": \"story\",\n \"by\": \"iamnothere\",\n \"score\": 191,\n \"descendants\": 59,\n \"time\": 1785521872,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126765\"\n },\n \"tags\": [\n \"Web\",\n \"Programming\"\n ],\n \"hot_score\": 0.51\n },\n {\n \"title_en\": \"Morten Linderud resigning from Arch Linux development team\",\n \"url\": \"https://lists.archlinux.org/archives/list/arch-dev-public@lists.archlinux.org/thread/2AX2BCJ3EQX7G3YXSDX73BR4NCAWXXBZ/\",\n \"title_zh\": \"Morten Linderud 从 Arch Linux 开发团队辞职\",\n \"created_display\": \"Created: Aug 01, 2026 / 04:59 PT\",\n \"image_url\": \"https://lists.archlinux.org/static/hyperkitty/img/logo.png\",\n \"summary_en\": \"Morten Linderud, a longtime Arch Linux developer, resigns from the Arch development team. The move raises questions about governance, project direction, and community dynamics within Arch.\",\n \"summary_zh\": \"长期从事 Arch Linux 开发的 Morten Linderud 辞去 Arch 的开发团队。这一举动引发了关于 Arch 的治理、发展方向以及社区动态的讨论。\",\n \"hn\": {\n \"id\": 49133647,\n \"type\": \"story\",\n \"by\": \"datakan\",\n \"score\": 28,\n \"descendants\": 9,\n \"time\": 1785585585,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133647\"\n },\n \"hot_score\": 0.51,\n \"tags\": [\n \"Open Source\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"Why Fortran Is Still Used\",\n \"url\": \"https://www.matecdev.com/posts/why-fortran-still-used.html\",\n \"title_zh\": \"为什么 Fortran 仍在使用\",\n \"created_display\": \"Created: Aug 01, 2026 / 11:21 PT\",\n \"image_url\": \"https://www.matecdev.com/social.png\",\n \"summary_en\": \"Fortran remains a staple in HPC due to mature compilers, optimized numerical libraries, and long-standing codebases; strong ecosystem and performance keep it relevant.\",\n \"summary_zh\": \"Fortran 在高性能计算领域仍占据重要地位，原因是成熟的编译器、优化的数值库和庞大的遗留代码库，以及强大的生态系统和性能优势。\",\n \"hn\": {\n \"id\": 49136948,\n \"type\": \"story\",\n \"by\": \"leephillips\",\n \"score\": 4,\n \"descendants\": 1,\n \"time\": 1785608461,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49136948\"\n },\n \"hot_score\": 0.49,\n \"tags\": [\n \"Programming\",\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Golang proposal: container/: generic collection types\",\n \"url\": \"https://github.com/golang/go/issues/80590\",\n \"title_zh\": \"Go 提案：container/ 包中的泛型集合类型\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:39 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/becc3e0a8052df490394f2e47ebbb9ab388705ba082586322e41183adc4301bf/golang/go/issues/80590\",\n \"summary_en\": \"Go proposal to introduce generic collection types in the container/: package aims to provide type-safe, reusable data structures while preserving Go's simplicity.\",\n \"summary_zh\": \"Go 社区提出在 container/ 包中引入泛型集合类型的提案，目标是在保持简洁的前提下提供类型安全、可重用的数据结构。\",\n \"hn\": {\n \"id\": 49127031,\n \"type\": \"story\",\n \"by\": \"jabits\",\n \"score\": 175,\n \"descendants\": 170,\n \"time\": 1785523187,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127031\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.48\n },\n {\n \"title_en\": \"The most official water costs $120k a gallon\",\n \"url\": \"https://signoregalilei.com/2026/07/26/the-most-official-water-costs-120000-a-gallon/\",\n \"title_zh\": \"官方水成本最高到每加仑 12 万美元\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:00 PT\",\n \"image_url\": \"https://signoregalilei.com/wp-content/uploads/2026/07/SMOW-1_VSMOW_original_container.png\",\n \"summary_en\": \"A quirky investigation into ultra-pure water used for sensitive experiments reveals prices that can reach six figures per gallon due to purification, certification, and scarcity. The post explains why certain water specs matter for labs and tech manufacturing, and what that implies for sourcing and budgets.\",\n \"summary_zh\": \"关于超纯水在高精度实验中的应用成本，单加仑价格竟高达 12 万美元，背后是纯化、认证与稀缺性。文章解释为何某些用水规格对实验和制造至关重要，以及采购与预算的影响。\",\n \"hn\": {\n \"id\": 49124042,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 218,\n \"descendants\": 178,\n \"time\": 1785510015,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124042\"\n },\n \"tags\": [\n \"Science\",\n \"Business\"\n ],\n \"hot_score\": 0.47\n },\n {\n \"title_en\": \"Is AI reasoning right for the wrong reasons?\",\n \"url\": \"https://www.quantamagazine.org/is-ai-reasoning-right-for-the-wrong-reasons-20260731/\",\n \"title_zh\": \"AI 推理是否用错了理由？\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:29 PT\",\n \"image_url\": \"https://www.quantamagazine.org/wp-content/uploads/2026/07/AI-Reasoning-cr.Celsius-Pictor-Social.jpg\",\n \"summary_en\": \"AI reasoning often yields correct outputs for the right reasons, but recent work suggests it can arrive at the right answers for the wrong reasons, challenging interpretability.\",\n \"summary_zh\": \"AI 推理并不总是基于正确的内部理由而得出正确答案，近期研究指出可能因错误原因而“对”出结果，这对可解释性带来挑战。本文探讨模型如何形成内部推理，以及这对实际部署中的可靠性、安全性与评估意味着什么。\",\n \"hn\": {\n \"id\": 49124358,\n \"type\": \"story\",\n \"by\": \"retupmoc01\",\n \"score\": 191,\n \"descendants\": 219,\n \"time\": 1785511779,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124358\"\n },\n \"tags\": [\n \"AI\",\n \"Science\"\n ],\n \"hot_score\": 0.43\n },\n {\n \"title_en\": \"Show HN: I worked on a new browser for 2 years, today it passed Acid 3\",\n \"url\": \"https://code.intellios.ai/cwbrowser/\",\n \"title_zh\": \"Show HN：我花两年开发的新浏览器，现已通过 Acid3 测试\",\n \"created_display\": \"Created: Jul 31, 2026 / 14:39 PT\",\n \"image_url\": \"https://code.intellios.ai/cwbrowser/screenshot.png\",\n \"summary_en\": \"After years of work, the browser hits Acid3, marking a milestone in standards conformance. It offers a case study in building a fresh browser engine from scratch and the hardware- and software-related challenges involved.\",\n \"summary_zh\": \"经过数年的努力，新浏览器终于通过 Acid3，标志着对网页标准的重大符合性。该项目提供了从零开始构建浏览器引擎的实践案例，以及相关的软硬件挑战。\",\n \"hn\": {\n \"id\": 49128826,\n \"type\": \"story\",\n \"by\": \"coolwulf\",\n \"score\": 117,\n \"descendants\": 34,\n \"time\": 1785533992,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49128826\"\n },\n \"tags\": [\n \"Show HN\",\n \"Web\",\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.4\n },\n {\n \"title_en\": \"Dubious research tied to Red Bull has shaped energy drink policy\",\n \"url\": \"https://www.theexamination.org/articles/red-bull-funded-research-energy-drinks-alcohol\",\n \"title_zh\": \"与红牛相关的可疑研究影响了能量饮料政策\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:58 PT\",\n \"image_url\": \"https://www.theexamination.org/api/ogimage?image=https%3A%2F%2Fa.storyblok.com%2Ff%2F212662%2F1920x1080%2Fccac55414b%2Fbeverages_story-1_top-art.jpg&title=Is+it+safe+to+drink+Red+Bull+and+vodka%3F+Dubious+research+tied+to+the+company+has+shaped+energy+drink+policy.&theme=blue&date=2026-07-30T04%3A00%3A02.086Z\",\n \"summary_en\": \"Reports on dubious research funded by Red Bull that influenced energy drink policy, raising questions about conflicts of interest and the integrity of policy advice.\",\n \"summary_zh\": \"报道指出红牛资助的可疑研究曾影响能量饮料政策，引发对利益冲突与政策建议可信度的质疑。\",\n \"hn\": {\n \"id\": 49124738,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 148,\n \"descendants\": 222,\n \"time\": 1785513495,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124738\"\n },\n \"tags\": [\n \"Politics\",\n \"Business\",\n \"Science\",\n \"Energy\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"Everyone is building LLM routers, we deprecated ours\",\n \"url\": \"https://manifest.build/blog/why-we-deprecated-our-llm-router/\",\n \"title_zh\": \"人人都在构建 LLM 路由器，我们放弃了自己的\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:06 PT\",\n \"image_url\": \"https://manifest.build/images/blog/why-we-deprecated-our-llm-router.png\",\n \"summary_en\": \"A startup explains why they deprecated their own LLM router after watching others adopt similar approaches, citing diminishing returns, complexity, or security concerns. The takeaway: manage infrastructure debt when tooling around LLMs to avoid fragmentation.\",\n \"summary_zh\": \"看到越来越多的 LLM 路由器，但作者表示放弃了自己的实现，原因包括收益递减、系统复杂性与安全性顾虑。强调在围绕 LLM 的基础设施上要控制债务与碎片化。\",\n \"hn\": {\n \"id\": 49126630,\n \"type\": \"story\",\n \"by\": \"brunaxLorax\",\n \"score\": 124,\n \"descendants\": 77,\n \"time\": 1785521199,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126630\"\n },\n \"tags\": [\n \"Startups\",\n \"DevOps\",\n \"AI\",\n \"Security\"\n ],\n \"hot_score\": 0.33\n },\n {\n \"title_en\": \"Progressive Web Components\",\n \"url\": \"https://arielsalminen.com/2026/progressive-web-components/\",\n \"title_zh\": \"渐进式网页组件\",\n \"created_display\": \"Created: Jul 31, 2026 / 03:04 PT\",\n \"image_url\": \"https://arielsalminen.com/img/social/2026-progressive-web-components-preview.jpeg\",\n \"summary_en\": \"The piece surveys Progressive Web Components as a way to build reusable, platform-agnostic UI components for modern web apps. It highlights how combining web components with service workers and offline capabilities can deliver reliable, fast experiences, while noting remaining standards and tooling gaps.\",\n \"summary_zh\": \"本文概述渐进式网页组件在现代网页应用中作为可重用、跨平台 UI 组件的实践。将 Web 组件与服务工作者和离线能力结合，可带来可靠且快速的体验，同时也指出标准与工具链尚存的空缺。\",\n \"hn\": {\n \"id\": 49121196,\n \"type\": \"story\",\n \"by\": \"hosteur\",\n \"score\": 184,\n \"descendants\": 51,\n \"time\": 1785492280,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121196\"\n },\n \"tags\": [\n \"Web\",\n \"Design\"\n ],\n \"hot_score\": 0.3\n },\n {\n \"title_en\": \"Increasing the lifespan of a bulb makes it worse in every other way\",\n \"url\": \"https://maurycyz.com/misc/tungsten/\",\n \"title_zh\": \"延长灯泡寿命在其他方面反而更糟\",\n \"created_display\": \"Created: Jul 31, 2026 / 04:34 PT\",\n \"image_url\": \"https://maurycyz.com/misc/tungsten/centenial2.jpg\",\n \"summary_en\": \"Examines how extending the lifespan of a bulb can have unintended downsides, such as reduced efficiency, higher material use, or environmental impact, especially for tungsten-based bulbs. It argues for balanced optimization that weighs durability against energy use and lifecycle concerns.\",\n \"summary_zh\": \"探讨延长灯泡寿命可能带来的副作用，如效率下降、材料成本增加或环境影响，特别是针对钨丝灯泡。强调在追求耐用性的同时，也要兼顾能效与生命周期问题。\",\n \"hn\": {\n \"id\": 49121849,\n \"type\": \"story\",\n \"by\": \"tonyg\",\n \"score\": 149,\n \"descendants\": 167,\n \"time\": 1785497664,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121849\"\n },\n \"tags\": [\n \"Energy\",\n \"Science\"\n ],\n \"hot_score\": 0.27\n },\n {\n \"title_en\": \"Algorithms on billion-scale graph using 10GB RAM: I love DataFusion\",\n \"url\": \"https://semyonsinchenko.github.io/ssinchenko/post/datafusion-graphs-cc-2/\",\n \"title_zh\": \"在 10GB RAM 下对十亿规模图进行算法计算：我爱 DataFusion\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:53 PT\",\n \"image_url\": \"https://semyonsinchenko.github.io/ssinchenko/images/Internet_map_1024.jpg\",\n \"summary_en\": \"A technical write-up demonstrates how to run graph algorithms on billion-edge graphs within a modest 10GB RAM using DataFusion, showing memory-efficient strategies and data fusion techniques. It showcases how open-source data processing stacks can handle huge graphs with practical hardware.\",\n \"summary_zh\": \"利用 DataFusion，在仅 10GB RAM 的条件下对十亿规模图进行算法处理，展示内存友好型的数据处理方法。展示开源数据处理栈在普通硬件上的可行性。\",\n \"hn\": {\n \"id\": 49124658,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 117,\n \"descendants\": 32,\n \"time\": 1785513217,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124658\"\n },\n \"tags\": [\n \"Data\",\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 0.27\n },\n {\n \"title_en\": \"A week in Matrix\",\n \"url\": \"https://piegames.de/dumps/a-week-in-matrix/\",\n \"title_zh\": \"Matrix 一周观察\",\n \"created_display\": \"Created: Jul 31, 2026 / 18:35 PT\",\n \"image_url\": \"https://piegames.de/moon.svg\",\n \"summary_en\": \"Offers a snapshot of recent activity in the Matrix ecosystem, from client updates to federation tweaks and community projects. It underscores Matrix as a live case study in open, federated communication and data sovereignty.\",\n \"summary_zh\": \"Matrix 一周观察汇总了最近一周在去中心化通信协议中的动态，如客户端更新、联邦改进和社区项目的进展。Matrix 作为开放式、跨机构通信的实践案例，展示了去中心化协作的机遇与挑战。\",\n \"hn\": {\n \"id\": 49130295,\n \"type\": \"story\",\n \"by\": \"Kesseki\",\n \"score\": 57,\n \"descendants\": 32,\n \"time\": 1785548153,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130295\"\n },\n \"hot_score\": 0.27,\n \"tags\": [\n \"Open Source\",\n \"Data\"\n ]\n },\n {\n \"title_en\": \"Investigating three real-world incidents in our cybersecurity evaluations\",\n \"url\": \"https://www.anthropic.com/news/investigating-incidents-cybersecurity-evals\",\n \"title_zh\": \"我们在网络安全评估中对三起真实事件进行调查\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:00 PT\",\n \"image_url\": \"https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Lock&backgroundColor=heather\",\n \"summary_en\": \"Anthropic reviews three real-world cybersecurity incidents to probe the robustness of AI safety evaluations. The incidents reveal practical gaps in threat modeling, incident response, and governance that researchers must address to keep systems secure.\",\n \"summary_zh\": \"Anthropic 对三起现实世界的网络安全事件进行评估，揭示 AI 安全评估在真实环境中的不足。研究强调威胁建模、事件响应与治理等方面需要改进。\",\n \"hn\": {\n \"id\": 49116922,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 235,\n \"descendants\": 191,\n \"time\": 1785452451,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49116922\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.24\n },\n {\n \"title_en\": \"Danube's record low levels force shutdown of Hungary's only nuclear plant\",\n \"url\": \"https://www.bbc.com/news/articles/cn0nqv05g0do\",\n \"title_zh\": \"多瑙河纪录低位迫使匈牙利唯一核电厂停运\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:33 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/b843/live/97441f30-8c37-11f1-b2ab-0dd01740f9f6.jpg\",\n \"summary_en\": \"Record-low Danube water levels forced Hungary to shut down its only nuclear plant for safety, highlighting climate variability risks to critical energy infrastructure and cross-border energy implications.\",\n \"summary_zh\": \"多瑙河水位创纪录低点，迫使匈牙利出于安全考虑停运其唯一核电厂，凸显气候波动对关键能源基础设施的风险及跨境能源影响。\",\n \"hn\": {\n \"id\": 49120120,\n \"type\": \"story\",\n \"by\": \"vrganj\",\n \"score\": 162,\n \"descendants\": 180,\n \"time\": 1785483190,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120120\"\n },\n \"tags\": [\n \"Energy\",\n \"Science\",\n \"DevOps\"\n ],\n \"hot_score\": 0.24\n },\n {\n \"title_en\": \"Show HN: Minimal LLM Post-Training Experiments on an 8GB GPU (SFT, DPO, GRPO)\",\n \"url\": \"https://github.com/pochenai/nano-llm-posttraining\",\n \"title_zh\": \"Show HN：在8GB显存上进行最小化的 LLM 后训练实验（SFT、DPO、GRPO）\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:30 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/90e33dba64c63fbc572a30eaa7d6bdb8bf6cbd70d8320feabe3c03626fa69531/pochenai/nano-llm-posttraining\",\n \"summary_en\": \"A concise demonstration that meaningful post-training experiments can run on an 8GB GPU using lightweight pipelines (SFT, DPO, GRPO), lowering the hardware barrier for researchers.\",\n \"summary_zh\": \"简要演示在8GB显存的 GPU 上，用轻量化的流水线完成有意义的后训练实验，降低研究者的硬件门槛（包括 SFT、DPO、GRPO 等方法）。\",\n \"hn\": {\n \"id\": 49133851,\n \"type\": \"story\",\n \"by\": \"popopanda\",\n \"score\": 12,\n \"descendants\": 0,\n \"time\": 1785587432,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133851\"\n },\n \"hot_score\": 0.23,\n \"tags\": [\n \"Show HN\",\n \"AI\",\n \"Programming\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Using the railway network as a flatbed scanner [video]\",\n \"url\": \"https://media.ccc.de/v/emf2026-74-1-using-the-railway-network-as-a-flatbed-scanner\",\n \"title_zh\": \"把铁路网络当作平板扫描仪使用（视频）\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:30 PT\",\n \"image_url\": \"https://static.media.ccc.de/media/events/emf/2026/7401-a5fdc3db-2879-551b-80b1-fd11f5a1ae73_preview.jpg\",\n \"summary_en\": \"Showcases a video about turning the railway network into a sensors-based scanning platform, leveraging ambient signals to gather environmental or infrastructure data.\",\n \"summary_zh\": \"展示了将铁路网络用作传感式扫描平台的视频，利用环境信号来收集环境或基础设施数据。\",\n \"hn\": {\n \"id\": 49126919,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 79,\n \"descendants\": 32,\n \"time\": 1785522644,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126919\"\n },\n \"tags\": [\n \"Science\",\n \"Data\",\n \"DevOps\"\n ],\n \"hot_score\": 0.21\n },\n {\n \"title_en\": \"Astro Loop\",\n \"url\": \"https://pubdeer.com/\",\n \"title_zh\": \"Astro Loop\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:17 PT\",\n \"image_url\": null,\n \"summary_en\": \"Astro Loop appears to be a project or concept named Astro Loop, with few details available.\",\n \"summary_zh\": \"Astro Loop 看起来是一个名为 Astro Loop 的项目或概念，但目前细节很少。\",\n \"hn\": {\n \"id\": 49133777,\n \"type\": \"story\",\n \"by\": \"BaseBaal\",\n \"score\": 11,\n \"descendants\": 0,\n \"time\": 1785586668,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133777\"\n },\n \"hot_score\": 0.2,\n \"tags\": [\n \"Science\",\n \"Space\"\n ]\n },\n {\n \"title_en\": \"Authorize, don't authenticate\",\n \"url\": \"https://blog.marcua.net/2026/07/31/authorize-dont-authenticate.html\",\n \"title_zh\": \"授权，而非认证\",\n \"created_display\": \"Created: Jul 31, 2026 / 07:17 PT\",\n \"image_url\": \"https://blog.marcua.net/assets/images/og/authorize-dont-authenticate.png\",\n \"summary_en\": \"Argues for focusing on authorization over authentication in design and security, arguing that verifying who you are is less important than enforcing what they can do. It advocates for fine-grained, resource-based access controls to scale across services.\",\n \"summary_zh\": \"主张在设计与安全中优先授权而非认证，强调对资源的访问控制比逐一验证身份更重要。倡导在服务间实现细粒度、基于资源的访问控制以实现可扩展性。\",\n \"hn\": {\n \"id\": 49123468,\n \"type\": \"story\",\n \"by\": \"marcua\",\n \"score\": 85,\n \"descendants\": 32,\n \"time\": 1785507463,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123468\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"Demystifying DRAM Read Disturbance: RowHammer and RowPress Phenomena\",\n \"url\": \"https://arxiv.org/abs/2607.28233\",\n \"title_zh\": \"破解 DRAM 读取干扰：RowHammer 与 RowPress\",\n \"created_display\": \"Created: Jul 31, 2026 / 13:44 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"Explains how DRAM can suffer read disturbance, notably RowHammer and RowPress phenomena, where repeated reads can flip nearby bits. It surveys susceptibility across memory types, historical mitigations (ECC, target refresh), and implications for security and reliability in data centers.\",\n \"summary_zh\": \"本文解释了 DRAM 读取干扰现象，特别是 RowHammer 与 RowPress，重复读取可能导致相邻位翻转。它回顾了对不同内存类型的脆弱性、历史上的缓解措施（ECC、定点刷新）及对数据中心安全与可靠性的影响。\",\n \"hn\": {\n \"id\": 49128323,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 57,\n \"descendants\": 35,\n \"time\": 1785530669,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49128323\"\n },\n \"tags\": [\n \"Hardware\",\n \"Security\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"The Absurdity of Albert Camus\",\n \"url\": \"https://www.historytoday.com/archive/portrait-author-historian/absurdity-albert-camus\",\n \"title_zh\": \"阿尔贝·加缪的荒诞性\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:21 PT\",\n \"image_url\": null,\n \"summary_en\": \"Examines Camus's notion of the absurd and why it remains influential in contemporary culture. The piece ties the philosophy to questions of meaning, ethics, and resilience in the face of uncertainty.\",\n \"summary_zh\": \"探讨加缪荒诞哲学的要义及其在当代文化中的持续影响。文章将这一思想与关于意义、伦理和在不确定性中保持韧性的议题联系起来。\",\n \"hn\": {\n \"id\": 49117089,\n \"type\": \"story\",\n \"by\": \"apollinaire\",\n \"score\": 166,\n \"descendants\": 81,\n \"time\": 1785453677,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49117089\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"Termixer (TUI DJ Mixer)\",\n \"url\": \"https://github.com/l00sed/termixer\",\n \"title_zh\": \"Termixer（基于文本界面的 DJ 混音器）\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:28 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/720b9bd7f81f95f256070097ccaa186bca14a43875ccb2f13b6ebced304af062/l00sed/termixer\",\n \"summary_en\": \"Termixer is a terminal-based DJ mixer UI built with a TUI framework, enabling live mixing in a console environment. It demonstrates how creative CLI tools can replace GUI workflows and offer lightweight, scriptable audio control.\",\n \"summary_zh\": \"Termixer 是一个在终端运行的 DJ 混音器界面，演示了如何在无 GUI 的环境中进行现场混音。它凸显了 CLI 工具在音频工作流中的创新用途，以及轻量化、可脚本化的控制方式。\",\n \"hn\": {\n \"id\": 49126883,\n \"type\": \"story\",\n \"by\": \"l00sed\",\n \"score\": 63,\n \"descendants\": 40,\n \"time\": 1785522488,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126883\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"Let's make the worst Htmx\",\n \"url\": \"https://zserge.com/posts/worst-htmx-ever/\",\n \"title_zh\": \"让我们把 Htmx 弄成最糟糕的用法\",\n \"created_display\": \"Created: Jul 30, 2026 / 22:16 PT\",\n \"image_url\": \"https://zserge.com/logo.png\",\n \"summary_en\": \"The author playfully experiments with deliberately bad Htmx usage to surface common anti-patterns and UX pitfalls. The takeaway is that careful design and clear progressive enhancement strategies matter for robust web apps.\",\n \"summary_zh\": \"作者通过故意糟糕的 Htmx 用法，揭示了常见的反模式与用户体验陷阱。核心观点是，谨慎的设计和清晰的渐进增强策略对构建稳健的网页应用至关重要。\",\n \"hn\": {\n \"id\": 49119270,\n \"type\": \"story\",\n \"by\": \"RebelPotato\",\n \"score\": 120,\n \"descendants\": 46,\n \"time\": 1785475005,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119270\"\n },\n \"tags\": [\n \"Web\",\n \"Design\"\n ],\n \"hot_score\": 0.16\n },\n {\n \"title_en\": \"Show HN: What should the GUI for AI agents look like?\",\n \"url\": \"https://marbleos.com/demo\",\n \"title_zh\": \"Show HN：AI 代理的 GUI 应该长成什么样？\",\n \"created_display\": \"Created: Jul 30, 2026 / 22:17 PT\",\n \"image_url\": \"https://marbleos.com/hn-og.png\",\n \"summary_en\": \"Show HN explores what a GUI for AI agents should look like, highlighting interface ideas for control, transparency, and collaboration with autonomous tools.\",\n \"summary_zh\": \"Show HN 探讨 AI 代理的图形界面应如何设计，提出用于控制、透明度与协同的界面思路。\",\n \"hn\": {\n \"id\": 49119274,\n \"type\": \"story\",\n \"by\": \"akbabu\",\n \"score\": 115,\n \"descendants\": 65,\n \"time\": 1785475049,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119274\"\n },\n \"tags\": [\n \"Show HN\",\n \"AI\",\n \"Design\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Anti-fraud tools can't keep pace with robocall scammers\",\n \"url\": \"https://broadbandbreakfast.com/how-to-fight-back-against-fraudulent-robocalls/\",\n \"title_zh\": \"防诈骗工具难以跟上机器人电话骗子的步伐\",\n \"created_display\": \"Created: Jul 31, 2026 / 06:28 PT\",\n \"image_url\": \"https://storage.ghost.io/c/29/97/29976d9d-89ea-4c77-8c0b-0e8a0eafed35/content/images/2026/07/photo-1740479049014-274a2c756317.jpeg\",\n \"summary_en\": \"A critique of current anti-fraud tools notes that robocall scammers adapt faster than defenses, calling for stronger authentication, better reporting, and user education.\",\n \"summary_zh\": \"对当前防欺诈工具在对抗机器人电话诈骗方面的有效性提出批评，指出骗子的适应性强于防御措施，呼吁加强认证、报告与用户教育。\",\n \"hn\": {\n \"id\": 49122882,\n \"type\": \"story\",\n \"by\": \"dredmorbius\",\n \"score\": 76,\n \"descendants\": 112,\n \"time\": 1785504485,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49122882\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\",\n \"Education\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Kenji/Serious Eats – 30-Min Pressure Cooker Pho Ga\",\n \"url\": \"https://www.seriouseats.com/30-minute-pressure-cooker-pho-ga-recipe\",\n \"title_zh\": \"Kenji/Serious Eats – 30分钟压力锅越南鸡肉河粉\",\n \"created_display\": \"Created: Aug 01, 2026 / 08:46 PT\",\n \"image_url\": \"https://www.seriouseats.com/thmb/_5QHejAJ6Y3ZjV_T_XFWG3kwBSo=/1500x0/filters:no_upscale():max_bytes(150000):strip_icc()/__opt__aboutcom__coeus__resources__content_migration__serious_eats__seriouseats.com__recipes__images__2015__01__20140108-pressure-cooker-pho-ga-vietnamese-chicken-noodle-soup-06-16a750a314f7453084da70c4ba982ee2.jpg\",\n \"summary_en\": \"A practical 30-minute Pho Ga recipe using a pressure cooker, with clear steps and tips to extract authentic aroma and depth in half the time.\",\n \"summary_zh\": \"30分钟压力锅越南鸡肉河粉（Pho Ga）实用食谱，包含清晰步骤与要点，帮助在更短时间内做出正宗风味。\",\n \"hn\": {\n \"id\": 49135426,\n \"type\": \"story\",\n \"by\": \"stasomatic\",\n \"score\": 4,\n \"descendants\": 1,\n \"time\": 1785599214,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49135426\"\n },\n \"hot_score\": 0.15,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Clockwise/Spiral Rule (1994)\",\n \"url\": \"https://c-faq.com/decl/spiral.anderson.html\",\n \"title_zh\": \"1994 年的顺时针/螺旋规则\",\n \"created_display\": \"Created: Jul 31, 2026 / 06:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"Explains the Clockwise/Spiral Rule from 1994, likely a programming or math puzzle about spiral patterns or methods.\",\n \"summary_zh\": \"介绍1994年的顺时针/螺旋规则，展示关于螺旋模式的简单启发式方法及其应用。\",\n \"hn\": {\n \"id\": 49123199,\n \"type\": \"story\",\n \"by\": \"etrvic\",\n \"score\": 65,\n \"descendants\": 48,\n \"time\": 1785506191,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123199\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"Legendary Mountaineer Nirmal Purja Killed in Broad Peak Avalanche in Pakistan\",\n \"url\": \"https://www.theguardian.com/world/2026/aug/01/top-mountaineer-nirmal-purja-confirmed-dead-after-11-hit-by-avalanche-in-pakistan\",\n \"title_zh\": \"传奇登山家 Nirmal Purja 在巴基斯坦 Broad Peak 雪崩中丧生\",\n \"created_display\": \"Created: Aug 01, 2026 / 06:45 PT\",\n \"image_url\": \"https://i.guim.co.uk/img/media/23d4fb6445541007a1263767def85e76a634fc40/348_0_1889_1511/master/1889.jpg?width=1200&height=630&quality=85&auto=format&fit=crop&precrop=40:21,offset-x50,offset-y0&overlay-align=bottom%2Cleft&overlay-width=100p&overlay-base64=L2ltZy9zdGF0aWMvb3ZlcmxheXMvdGctZGVmYXVsdC5wbmc&enable=upscale&s=f78e8262919ab1c4f439e32643a7a6f4\",\n \"summary_en\": \"Nirmal Purja, famed mountaineer known for speed ascents, has died after an avalanche on Broad Peak in Pakistan. The loss robs the climbing world of a record-breaking climber and humanitarian advocate; tributes revolve around his accomplishments.\",\n \"summary_zh\": \"以冲峰纪录闻名的传奇登山家尼玛尔·普尔贾在巴基斯坦 Broad Peak 的雪崩中罹难。此次离世让攀岩界损失了一位打破纪录的攀登者和人道主义倡导者，全球对他的成就致以悼念。\",\n \"hn\": {\n \"id\": 49134399,\n \"type\": \"story\",\n \"by\": \"karakoram\",\n \"score\": 5,\n \"descendants\": 0,\n \"time\": 1785591929,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134399\"\n },\n \"hot_score\": 0.11,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Predictive Speculative KV Replication for Bursty LLM Inference\",\n \"url\": \"https://jwlabs.vercel.app/post/biting-the-bullet\",\n \"title_zh\": \"面向突发LLM推理的预测性 KV 复制\",\n \"created_display\": \"Created: Jul 31, 2026 / 12:55 PT\",\n \"image_url\": null,\n \"summary_en\": \"Describes a technique to prefetch and speculate on KV store values to accelerate bursty LLM inference, reducing latency during spikes and edge cases.\",\n \"summary_zh\": \"介绍了一种通过预测性对键值存储进行探测与推断来加速突发式的 LLM 推理的技术，在推理高峰时降低延迟。\",\n \"hn\": {\n \"id\": 49127874,\n \"type\": \"story\",\n \"by\": \"shreybirmiwal\",\n \"score\": 35,\n \"descendants\": 4,\n \"time\": 1785527741,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127874\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"Software for One\",\n \"url\": \"https://www.ajwaxman.com/writing/software-for-one\",\n \"title_zh\": \"一人软件\",\n \"created_display\": \"Created: Jul 29, 2026 / 05:29 PT\",\n \"image_url\": \"https://www.ajwaxman.com/og/software-for-one.png\",\n \"summary_en\": \"Argues for designing software around a single user, focusing on clarity, reliability, and minimalism rather than feature creep. Focusing on one audience can yield sharper UX, simpler maintenance, and faster iteration.\",\n \"summary_zh\": \"主张以单一用户为中心来设计软件，强调清晰、可靠和极简，而非追逐功能堆砌。聚焦于一个受众群体往往能带来更出色的用户体验、更简洁的维护以及更快的迭代。\",\n \"hn\": {\n \"id\": 49096605,\n \"type\": \"story\",\n \"by\": \"awaxman11\",\n \"score\": 217,\n \"descendants\": 219,\n \"time\": 1785328160,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096605\"\n },\n \"tags\": [\n \"Design\",\n \"Programming\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Unearthing my 1996 windowed OS in machine code for Am29000 homebrew computer\",\n \"url\": \"https://nanochess.org/the_am29000_computer.html\",\n \"title_zh\": \"在 Am29000 自制计算机上 1996 年窗口化操作系统的机器码挖掘\",\n \"created_display\": \"Created: Jul 31, 2026 / 14:57 PT\",\n \"image_url\": \"https://nanochess.org/img/am29k_7.jpg\",\n \"summary_en\": \"Chronicles reverse-engineering a 1996 windowed OS for an Am29000-based homebrew computer, sharing insights into retro computing, preservation, and the joy of digging through old firmware.\",\n \"summary_zh\": \"记录一位爱好者在 Am29000 自制电脑上逆向工程 1996 年的窗口化操作系统的过程，涉及复古计算、软件保存与对早期固件的探索热情。\",\n \"hn\": {\n \"id\": 49129008,\n \"type\": \"story\",\n \"by\": \"nanochess\",\n \"score\": 23,\n \"descendants\": 2,\n \"time\": 1785535023,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49129008\"\n },\n \"hot_score\": 0.08,\n \"tags\": [\n \"Hardware\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"BitChat: When the government bans the app, but not the network\",\n \"url\": \"https://ownyourdatamp.substack.com/p/bitchat-when-the-government-bans\",\n \"title_zh\": \"BitChat：政府禁用应用但不禁用网络\",\n \"created_display\": \"Created: Aug 01, 2026 / 07:29 PT\",\n \"image_url\": null,\n \"summary_en\": \"BitChat illustrates how censorship can target an application while leaving the underlying network accessible, highlighting policy gaps and resilience of decentralized or network-level communications.\",\n \"summary_zh\": \"BitChat 展现了在不阻断底层网络的前提下，政府对应用进行封禁的现象，凸显政策漏洞与去中心化或网络层通信的韧性。文中讨论了数字权利与规避审查的政策与技术影响。\",\n \"hn\": {\n \"id\": 49134763,\n \"type\": \"story\",\n \"by\": \"marcoparisi\",\n \"score\": 3,\n \"descendants\": 0,\n \"time\": 1785594569,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134763\"\n },\n \"hot_score\": 0.07,\n \"tags\": [\n \"Privacy\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"Twenty-five years ago it was cryptography, today it's model weights\",\n \"url\": \"https://weeraman.com/because-we-can/\",\n \"title_zh\": \"二十五年前是密码学，如今是模型权重\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:31 PT\",\n \"image_url\": \"https://weeraman.com/images/because-we-can/because-we-can.jpg\",\n \"summary_en\": \"Twenty-five years after cryptography dominated discussions of secret protection, the article argues that trained model weights now function as the new, highly valuable asset. It explains how weights can leak capabilities, enable transfer learning, and complicate licensing and governance in AI ecosystems.\",\n \"summary_zh\": \"二十五年前，秘密保护的核心是密码学；如今，经过训练的模型权重成为新的高价值资产。权重可能泄露模型能力，便利迁移学习，也给许可、治理和安全带来新挑战，要求更高的可追溯性与保护措施。\",\n \"hn\": {\n \"id\": 49083599,\n \"type\": \"story\",\n \"by\": \"aweeraman\",\n \"score\": 251,\n \"descendants\": 137,\n \"time\": 1785245485,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49083599\"\n },\n \"tags\": [\n \"AI\",\n \"Data\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"Dead Software Walking: The ongoing evolution of relayd(8) and httpd(8)\",\n \"url\": \"https://rsadowski.de/posts/2026/dead-software-walking-relayd-and-httpd/\",\n \"title_zh\": \"死去的软件仍在走：relayd(8) 与 httpd(8) 的持续进化\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:03 PT\",\n \"image_url\": \"https://rsadowski.de/posts/2026/dead-software-walking-relayd-and-httpd/featured.jpg\",\n \"summary_en\": \"The piece argues that long-lived daemons like relayd(8) and httpd(8) continue to evolve, driven by security patches, new features, and compatibility constraints. It examines how maintainers balance modernization with stability in foundational networking tools.\",\n \"summary_zh\": \"本文认为像 relayd(8) 和 httpd(8) 这样的长期存在的守护进程仍在持续演进，驱动因素包括安全修补、新特性及兼容性约束。分析了维护者在现代化与稳定性之间取得平衡的过程。\",\n \"hn\": {\n \"id\": 49133675,\n \"type\": \"story\",\n \"by\": \"tylerius\",\n \"score\": 4,\n \"descendants\": 0,\n \"time\": 1785585816,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133675\"\n },\n \"hot_score\": 0.06,\n \"tags\": [\n \"Security\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"The tiny holdout building in the middle of Macy’s is back in view\",\n \"url\": \"https://ephemeralnewyork.wordpress.com/2026/07/27/hidden-by-billboards-for-over-100-years-the-tiny-holdout-building-in-the-middle-of-macys-is-back-in-view/\",\n \"title_zh\": \"梅西百货中庭的一座小隐蔽建筑重新现身\",\n \"created_display\": \"Created: Jul 28, 2026 / 16:56 PT\",\n \"image_url\": \"https://ephemeralnewyork.wordpress.com/wp-content/uploads/2026/07/macys-department-store-seen-herald-130606694-copy.jpg\",\n \"summary_en\": \"A tiny holdout building hidden by billboards near Macy’s is now visible again, revealing a slice of urban architectural history. The rediscovery prompts reflection on how signage can obscure heritage and why such relics matter in a bustling cityscape.\",\n \"summary_zh\": \"被广告牌遮蔽超过一个世纪的一座梅西百货旁的小型隐匿建筑重新现身，揭示了城市建筑史的一小段记忆。此发现凸显招牌与立面如何遮蔽遗产，并促使人们重新关注城市中的历史痕迹。\",\n \"hn\": {\n \"id\": 49091614,\n \"type\": \"story\",\n \"by\": \"donohoe\",\n \"score\": 165,\n \"descendants\": 48,\n \"time\": 1785283005,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49091614\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Manual: •.,:;…!?·\",\n \"url\": \"https://type.today/en/journal/dots\",\n \"title_zh\": \"手册：•.,:;…!?·\",\n \"created_display\": \"Created: Jul 29, 2026 / 18:05 PT\",\n \"image_url\": \"https://cdn-gc.type.today/storage/post/8/889/share_share_image_en-wbwVAykj_COVlz7KeyY9I3FD6KynTclfbA.png\",\n \"summary_en\": \"A playful manual exploring the aesthetics and usage of punctuation marks, showing how tiny symbols shape rhythm in text and code.\",\n \"summary_zh\": \"一本关于标点符号美学与用法的趣味手册，展示微小符号如何影响文本与代码的节奏感。\",\n \"hn\": {\n \"id\": 49105013,\n \"type\": \"story\",\n \"by\": \"behnamoh\",\n \"score\": 93,\n \"descendants\": 19,\n \"time\": 1785373542,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49105013\"\n },\n \"hot_score\": 0.05,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"G'mic 4.0: Squaring the Pixel, Easier\",\n \"url\": \"https://gmic.eu/gmic40/\",\n \"title_zh\": \"G'MIC 4.0：让像素处理更简单\",\n \"created_display\": \"Created: Jul 29, 2026 / 05:51 PT\",\n \"image_url\": \"https://gmic.eu/img/logo_header.jpg\",\n \"summary_en\": \"G'MIC 4.0 streamlines pixel-centric workflows, making image processing more approachable for artists and developers, with new filters and API improvements that simplify filters and pipeline integration.\",\n \"summary_zh\": \"G'MIC 4.0 让以像素为中心的工作流更易用，新增的滤镜与 API 改进降低了入门门槛，方便艺术家和开发者将处理流程整合进项目。\",\n \"hn\": {\n \"id\": 49096847,\n \"type\": \"story\",\n \"by\": \"dtschump\",\n \"score\": 76,\n \"descendants\": 4,\n \"time\": 1785329500,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096847\"\n },\n \"tags\": [\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Long Range Wi-Fi – Pushing 2.4 GHz Wi-Fi to the limits (2019)\",\n \"url\": \"https://www.phidgets.com/?view=articles&article=LongRangeWifi\",\n \"title_zh\": \"长距离 Wi‑Fi：将 2.4 GHz Wi‑Fi 推向极限（2019）\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:59 PT\",\n \"image_url\": \"https://www.phidgets.com/LongRangeWifi/html/long_range_wifi.png\",\n \"summary_en\": \"A retrospective look at 2019 experiments pushing 2.4 GHz Wi‑Fi range, detailing antenna designs, power limits, and real-world coverage tradeoffs. The piece demonstrates that while dispersion and interference remain challenges, clever engineering can still yield meaningful improvements.\",\n \"summary_zh\": \"回顾 2019 年的长距离 2.4 GHz 无线网络实验，强调天线设计、功率边界与实际覆盖的取舍。尽管干扰仍是挑战，但巧妙的工程仍能带来显著的性能提升。\",\n \"hn\": {\n \"id\": 49084005,\n \"type\": \"story\",\n \"by\": \"rzk\",\n \"score\": 74,\n \"descendants\": 44,\n \"time\": 1785247154,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49084005\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"The first transatlantic telegraph cable was a bold, beautiful failure (2019)\",\n \"url\": \"https://spectrum.ieee.org/the-first-transatlantic-telegraph-cable-was-a-bold-beautiful-failure\",\n \"title_zh\": \"第一条跨大西洋电报电缆：大胆而美丽的失败\",\n \"created_display\": \"Created: Jul 29, 2026 / 04:59 PT\",\n \"image_url\": \"https://spectrum.ieee.org/media-library/tiffany-s-transatlantic-cable-souvenir.jpg?id=25590015&width=1200&height=600&coordinates=0%2C155%2C0%2C155\",\n \"summary_en\": \"The first attempt to span the Atlantic with telegraph cables failed dramatically but catalyzed later breakthroughs. The story highlights how audacious engineering risks and incremental failures drive long-term progress in global communications.\",\n \"summary_zh\": \"首条跨大西洋电缆的尝试虽然轰然失败，却推动了后续的重大突破。故事凸显了大胆的工程风险与渐进性失败如何推动全球通讯的长期进步。\",\n \"hn\": {\n \"id\": 49096319,\n \"type\": \"story\",\n \"by\": \"sparsesignal\",\n \"score\": 51,\n \"descendants\": 17,\n \"time\": 1785326350,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096319\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Study uncovers lost 'golden age' of languages\",\n \"url\": \"https://news.yale.edu/2026/07/23/study-uncovers-lost-golden-age-languages\",\n \"title_zh\": \"研究揭示语言的失落黄金时代\",\n \"created_display\": \"Created: Jul 29, 2026 / 18:58 PT\",\n \"image_url\": \"https://news.yale.edu/sites/default/files/styles/opengraph_image/public/2026-07/Collage%20Languages.jpg?h=f0fb51a5&itok=WgwR98TP\",\n \"summary_en\": \"Linguistic research points to a historically richer, perhaps overlooked, period of language diversity, with implications for anthropology, AI linguistics, and historical narrative.\",\n \"summary_zh\": \"语言学研究指向一个历史上更丰富、易被忽视的语言多样性黄金时代，对人类学、AI 语言学和历史叙事都具有启示。\",\n \"hn\": {\n \"id\": 49105331,\n \"type\": \"story\",\n \"by\": \"gmays\",\n \"score\": 42,\n \"descendants\": 41,\n \"time\": 1785376723,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49105331\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Science\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"A past and future of trade secrets\",\n \"url\": \"https://www.cabinetmagazine.org/issues/70/kofen.php\",\n \"title_zh\": \"贸易秘密的过去与未来\",\n \"created_display\": \"Created: Jul 30, 2026 / 12:26 PT\",\n \"image_url\": \"https://cabinetmagazine.org/issues/70/cabinet_070_kofen_klara_facebook_twitter.jpg\",\n \"summary_en\": \"Explores how trade secrets evolved from traditional know-how to modern IP strategies, weighing incentives for secrecy against openness in technology, and discussing regulatory and ethical implications.\",\n \"summary_zh\": \"追溯贸易秘密的历史与未来，分析保密与开放在技术创新中的激励、法律与伦理影响，以及监管环境的演变。\",\n \"hn\": {\n \"id\": 49114527,\n \"type\": \"story\",\n \"by\": \"Hooke\",\n \"score\": 21,\n \"descendants\": 4,\n \"time\": 1785439578,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49114527\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Legal\",\n \"Business\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"Attention Decode on AMD MI450 GPUs: A Gluon Kernel Optimization Guide\",\n \"url\": \"https://rocm.blogs.amd.com/software-tools-optimization/gluon-attention-decode-mi450/README.html\",\n \"title_zh\": \"在 AMD MI450 GPU 上的 Attention Decode：Gluon 内核优化指南\",\n \"created_display\": \"Created: Jul 27, 2026 / 17:26 PT\",\n \"image_url\": \"https://rocm.blogs.amd.com/_images/software-tools-optimization-gluon-attention-decode-mi450-images-00-cover.webp\",\n \"summary_en\": \"Shows practical optimizations for attention decoding on AMD MI450 accelerators using Gluon kernels. It covers memory layout, tiling, and kernel fusion techniques to boost transformer throughput on AMD hardware.\",\n \"summary_zh\": \"展示在 AMD MI450 GPU 上使用 Gluon 内核对注意力解码进行优化的实用方法，涵盖内存布局、分块与内核融合等技巧，以提升在 AMD 硬件上的变换器工作负载吞吐量。\",\n \"hn\": {\n \"id\": 49077646,\n \"type\": \"story\",\n \"by\": \"matt_d\",\n \"score\": 62,\n \"descendants\": 7,\n \"time\": 1785198405,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49077646\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Linux on ESP32\",\n \"url\": \"https://github.com/GrieferPig/esp32-s31-linux\",\n \"title_zh\": \"在 ESP32 上运行 Linux\",\n \"created_display\": \"Created: Jul 28, 2026 / 10:52 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/6463c172adc4acd3174bd459903b4efb5d967045cd4e011bfe6e8d90f304b84c/GrieferPig/esp32-s31-linux\",\n \"summary_en\": \"A bold experiment ports a Linux kernel to the ESP32-S31 microcontroller, showing the limits of running a full OS on ultra-low-power hardware. The effort highlights the engineering hurdles—memory constraints, boot, drivers—and what it means for edge computing experiments and hobbyist hardware hacking. Not production-ready, but a milestone in expanding where Linux can run.\",\n \"summary_zh\": \"在极低功耗硬件上尝试将 Linux 内核移植到 ESP32-S31，展示了完整操作系统在此类设备上的边界与挑战。该工作揭示了记忆体约束、启动与驱动等工程难题，以及这对边缘计算实验和爱好者硬件 Black 盒的意义。虽然尚未达到生产就绪，但标志着 Linux 可运行范围的扩展。\",\n \"hn\": {\n \"id\": 49087499,\n \"type\": \"story\",\n \"by\": \"boveyking\",\n \"score\": 55,\n \"descendants\": 23,\n \"time\": 1785261120,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49087499\"\n },\n \"tags\": [\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"The First Idempotency Key\",\n \"url\": \"https://hatchet.run/blog/first-idempotency-key\",\n \"title_zh\": \"首个幂等性键\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:04 PT\",\n \"image_url\": \"https://hatchet.run/assets/og-PqKfvZWg.png\",\n \"summary_en\": \"Idempotency keys enable safe retries for API requests by ensuring repeated submissions don’t duplicate effects.\",\n \"summary_zh\": \"幂等性键通过确保重复提交不会导致重复副作用，从而实现对 API 请求的安全重试。文中探讨了如何实现和使用它们，以及这对 API 和客户端库的影响。\",\n \"hn\": {\n \"id\": 49083207,\n \"type\": \"story\",\n \"by\": \"abelanger\",\n \"score\": 31,\n \"descendants\": 5,\n \"time\": 1785243891,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49083207\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Register deprivation: spills and runtime under forced register scarcity\",\n \"url\": \"https://rjp.io/blog/2026-07-19-register-deprivation\",\n \"title_zh\": \"寄存器匮乏：被迫的寄存器稀缺导致的溢出与运行时成本\",\n \"created_display\": \"Created: Jul 30, 2026 / 05:20 PT\",\n \"image_url\": \"https://rjp.io/blog-assets/spillbench/fig1_runtime.png\",\n \"summary_en\": \"The piece explains how forced register scarcity causes spilling, degrading performance in tight loops and numeric kernels. It discusses compiler strategies and potential hardware implications to mitigate the issue.\",\n \"summary_zh\": \"文章解释了被迫的寄存器稀缺如何导致溢出，进而在密集运算中显著降低性能；讨论编译器的缓解策略及对硬件的潜在影响。\",\n \"hn\": {\n \"id\": 49109019,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 15,\n \"descendants\": 1,\n \"time\": 1785414030,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49109019\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Glyphs 4 – the leading Mac font editor\",\n \"url\": \"https://glyphsapp.com\",\n \"title_zh\": \"Glyphs 4：Mac 字体编辑器的领导者\",\n \"created_display\": \"Created: Jul 28, 2026 / 08:06 PT\",\n \"image_url\": \"https://glyphsapp.com/media/site/d052bea273-1785165125/glyphs4.png\",\n \"summary_en\": \"Glyphs 4 ships with a refreshed UI, faster workflows, and improved variable font support, reinforcing its position as the go-to Mac font editor for professional type designers.\",\n \"summary_zh\": \"Glyphs 4 发布，界面焕新、工作流更快，并增强了对可变字体的支持，进一步巩固其作为专业字体设计工具的地位。\",\n \"hn\": {\n \"id\": 49085065,\n \"type\": \"story\",\n \"by\": \"microflash\",\n \"score\": 9,\n \"descendants\": 2,\n \"time\": 1785251198,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49085065\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Design\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"When Internal Memory Fails: A No-Solder Wii U Recovery\",\n \"url\": \"https://smolnero.com/posts/when-internal-memory-fails-a-no-solder-wii-u-recovery\",\n \"title_zh\": \"内部存储失效时：无需焊接的 Wii U 恢复\",\n \"created_display\": \"Created: Jul 28, 2026 / 07:14 PT\",\n \"image_url\": \"https://smolnero.com/social_previews/posts/when-internal-memory-fails-a-no-solder-wii-u-recovery.png\",\n \"summary_en\": \"Describes a no-solder recovery method for accessing data from Wii U when internal memory fails, using external adapters and non-destructive techniques. It highlights hands-on hardware tinkering and retro console preservation.\",\n \"summary_zh\": \"介绍在 Wii U 内部存储失效时，利用无需焊接的非破坏性方法与外部适配器进行数据恢复的做法，展示硬件爱好者在老旧主机保存中的动手能力。\",\n \"hn\": {\n \"id\": 49084215,\n \"type\": \"story\",\n \"by\": \"edgar_ortega\",\n \"score\": 9,\n \"descendants\": 2,\n \"time\": 1785248056,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49084215\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Hardware\"\n ]\n }\n ]\n}"}, "ef583f1064a05992e55d5aec74011b21de474f7f": {"t": 1785772470.9194727, "n": 69153, "h": "6113ff65dc7a1971", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 65,\n \"reused_same_day\": 33,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 15,\n \"scrape_time_display\": \"08:00, August 01, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/08/01\",\n \"content_date\": \"2026-08-01\",\n \"run_time_local\": \"08:00, August 01, 2026 (PDT)\",\n \"run_time_utc\": \"2026-08-01 15:00:11 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-08-01 15:01:42 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"RipGrep musl binaries occasionally segfault during very-large searches\",\n \"url\": \"https://github.com/BurntSushi/ripgrep/issues/3494\",\n \"title_zh\": \"RipGrep 使用 musl 二进制在超大范围搜索时偶发崩溃\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:34 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/466478e38f8c4b0285ba6e7a260b0edac4bd7a3bf18187059df059b492c49ea9/BurntSushi/ripgrep/issues/3494\",\n \"summary_en\": \"RipGrep's musl-built binaries occasionally segfault during very large searches, likely due to edge-case interactions with the musl C library or memory mapping under extreme workloads. The issue highlights the fragility of high-performance search in constrained environments and suggests workarounds or future fixes in upstream. This matters for developers relying on ripgrep in containers or minimal OSes where musl is common.\",\n \"summary_zh\": \"在极大规模搜索时，使用 musl 构建的 RipGrep 二进制偶发崩溃，可能与 musl C 库的边缘情况或极端工作负载下的内存映射有关。此问题凸显了在受限环境中实现高性能搜索的脆弱性，并暗示需要 upstream 给出替代方案或修复。对于在容器或最小化操作系统中依赖 ripgrep 的开发者而言，这一问题尤为关键。\",\n \"hn\": {\n \"id\": 49133889,\n \"type\": \"story\",\n \"by\": \"throwaway2037\",\n \"score\": 112,\n \"descendants\": 57,\n \"time\": 1785587665,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133889\"\n },\n \"hot_score\": 7.54,\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ]\n },\n {\n \"title_en\": \"A Surveillance Treaty in Disguise: Canada Signs UN Cybercrime Convention\",\n \"url\": \"https://www.michaelgeist.ca/2026/07/a-surveillance-treaty-in-disguise-the-trouble-with-canadas-quiet-decision-to-sign-the-un-cybercrime-convention/\",\n \"title_zh\": \"披着监控外衣的条约：加拿大签署联合国网络犯罪公约\",\n \"created_display\": \"Created: Aug 01, 2026 / 07:19 PT\",\n \"image_url\": \"https://www.michaelgeist.ca/wp-content/uploads/2026/07/Hieu_Ngo_at_Hanoi_Convention_side_event-scaled.jpg\",\n \"summary_en\": \"Canada quietly signed the UN Cybercrime Convention, a move critics say could expand government surveillance and cross-border data cooperation. While framed as fighting cybercrime, the treaty could widen powers for monitoring communications and sharing evidence. For tech developers and privacy advocates, this signals a shift in international norms around digital rights.\",\n \"summary_zh\": \"加拿大悄然签署联合国网络犯罪公约，批评者认为这可能扩大政府监控和跨境数据协作的权限。条约表述了打击网络犯罪的法律框架，但也被指可能扩张监控能力、加强内容审查。对技术开发者和隐私倡导者而言，这标志着国际网络执法与数字权利规范的潜在转折。\",\n \"hn\": {\n \"id\": 49134694,\n \"type\": \"story\",\n \"by\": \"iamnothere\",\n \"score\": 46,\n \"descendants\": 5,\n \"time\": 1785593991,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134694\"\n },\n \"hot_score\": 7.54,\n \"tags\": [\n \"Privacy\",\n \"Politics\",\n \"Legal\"\n ]\n },\n {\n \"title_en\": \"Ten advances in mathematics and theoretical computer science\",\n \"url\": \"https://openai.com/index/ten-advances-in-mathematics/\",\n \"title_zh\": \"数学与理论计算机科学的十大进展\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:37 PT\",\n \"image_url\": \"https://images.ctfassets.net/kftzwdyauwt9/5RUlCTeEvzWYd2DDpdcNgh/f38e144bf6f5911074b1939c1528ed2b/Frame__4_.png?w=1600&h=900&fit=fill\",\n \"summary_en\": \"A curated roundup of notable advances across mathematics and theoretical computer science, illustrating how new proofs, models, and algorithms broaden what we can prove and compute. The insights span core areas like complexity theory, probabilistic methods, and mathematical foundations that influence cryptography, optimization, and AI.\",\n \"summary_zh\": \"这是一组精选，聚焦数学与理论计算机科学领域的重大突破，展示新的证明、模型和算法如何扩展我们能证明和计算的边界。相关进展跨越复杂性理论、概率方法等领域，对密码学、优化和人工智能的基础研究具有深远影响。\",\n \"hn\": {\n \"id\": 49132058,\n \"type\": \"story\",\n \"by\": \"milkshakes\",\n \"score\": 241,\n \"descendants\": 174,\n \"time\": 1785569864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132058\"\n },\n \"tags\": [\n \"Science\",\n \"AI\"\n ],\n \"hot_score\": 4.25\n },\n {\n \"title_en\": \"Elevators\",\n \"url\": \"https://john.fun/elevators\",\n \"title_zh\": \"电梯\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:17 PT\",\n \"image_url\": \"https://john.fun/metadata/elevator/twitter-card.png\",\n \"summary_en\": \"Elevators reveal how urban infrastructure adapts to growing vertical cities, highlighting safety, efficiency, and automation trends.\",\n \"summary_zh\": \"电梯揭示了城市基础设施如何适应日益垂直化的城市，突出安全、效率与自动化趋势。\",\n \"hn\": {\n \"id\": 49124218,\n \"type\": \"story\",\n \"by\": \"Jrh0203\",\n \"score\": 1459,\n \"descendants\": 364,\n \"time\": 1785511048,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124218\"\n },\n \"tags\": [\n \"Science\",\n \"DevOps\"\n ],\n \"hot_score\": 4.21\n },\n {\n \"title_en\": \"AI doesn't generate working products, that's still your job\",\n \"url\": \"https://weeraman.com/the-prototype-isnt-the-product/\",\n \"title_zh\": \"AI不能直接生成可用产品，仍需人工实现\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:52 PT\",\n \"image_url\": \"https://weeraman.com/images/the-prototype-isnt-the-product/the-prototype-isnt-the-product.jpg\",\n \"summary_en\": \"AI can help you prototype, but it won’t ship a working product by itself. The piece argues that turning a prototype into a complete, user-ready product still rests on human product design, engineering, and iterative testing.\",\n \"summary_zh\": \"AI 可以帮助生成原型，但不能直接产出可用的最终产品。文章强调将原型转化为可交付的软件仍然依赖人类的产品设计、工程实现与持续迭代测试。\",\n \"hn\": {\n \"id\": 49132130,\n \"type\": \"story\",\n \"by\": \"smckk\",\n \"score\": 221,\n \"descendants\": 217,\n \"time\": 1785570730,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132130\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 4.08\n },\n {\n \"title_en\": \"RamenHaus\",\n \"url\": \"https://ramen.haus/\",\n \"title_zh\": \"RamenHaus\",\n \"created_display\": \"Created: Aug 01, 2026 / 01:48 PT\",\n \"image_url\": \"https://ramen.haus/wp-content/uploads/kaunta-seki-social/bowl-674-d04272065680.jpg\",\n \"summary_en\": \"RamenHaus appears to be a project or site named after ramen, but details are scarce.\",\n \"summary_zh\": \"RamenHaus 似乎是一个以拉面命名的项目或站点，但目前细节有限。\",\n \"hn\": {\n \"id\": 49132460,\n \"type\": \"story\",\n \"by\": \"oler\",\n \"score\": 141,\n \"descendants\": 76,\n \"time\": 1785574138,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132460\"\n },\n \"hot_score\": 3.16,\n \"tags\": [\n \"Startups\"\n ]\n },\n {\n \"title_en\": \"Tailscale didn't stop the Hugging Face intrusion\",\n \"url\": \"https://tailscale.com/blog/hugging-face-intrusion\",\n \"title_zh\": \"Tailscale 未阻止 Hugging Face 入侵\",\n \"created_display\": \"Created: Jul 31, 2026 / 12:03 PT\",\n \"image_url\": \"https://tailscale.com/api/og-image?id=0dafcba5-55df-4373-be5e-564b368a27af\",\n \"summary_en\": \"Hugging Face disclosed a security incident in which attackers bypassed protections despite Tailscale, underscoring that zero-trust networking is not a sole defense. The post details how leaked credentials enabled access and the lessons about defense-in-depth and secret hygiene.\",\n \"summary_zh\": \"Hugging Face 公开了一起安全事件，攻击者在使用 Tailscale 的情况下仍然进入内部系统，说明零信任网络并非万用钥匙。文中描述了凭证泄露如何促成入侵，并强调需要多层防护与良好密钥管理。\",\n \"hn\": {\n \"id\": 49127306,\n \"type\": \"story\",\n \"by\": \"bluehatbrit\",\n \"score\": 573,\n \"descendants\": 211,\n \"time\": 1785524625,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127306\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\"\n ],\n \"hot_score\": 2.2\n },\n {\n \"title_en\": \"How to Spot AI Writing\",\n \"url\": \"https://www.economist.com/culture/2026/07/30/how-to-spot-ai-writing\",\n \"title_zh\": \"如何识别 AI 写作\",\n \"created_display\": \"Created: Aug 01, 2026 / 06:35 PT\",\n \"image_url\": null,\n \"summary_en\": \"AI writing detection remains imperfect even as tools proliferate. The Economist's guide outlines practical cues and methodological caveats editors and educators can use to spot AI-authored text, from stylistic fingerprints to metadata signals. As AI capabilities grow, layered human-in-the-loop checks and disclosure norms become increasingly important.\",\n \"summary_zh\": \"尽管检测工具日益增多，AI 写作检测仍不完善。本文提供可操作的线索和方法论警戒，包括风格指纹与元数据等信号。随着 AI 能力提升，分层的人机协同审核与披露规范变得越来越重要。\",\n \"hn\": {\n \"id\": 49134310,\n \"type\": \"story\",\n \"by\": \"ijidak\",\n \"score\": 21,\n \"descendants\": 24,\n \"time\": 1785591326,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134310\"\n },\n \"hot_score\": 2.17,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"qm – Multiplayer agent harness for work\",\n \"url\": \"https://github.com/yc-software/qm\",\n \"title_zh\": \"qm：面向工作场景的多人代理框架\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:04 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/6829f6872e88bca87e7d85c7d6497b3246daac80d02fc34591f8b1e055875e33/yc-software/qm\",\n \"summary_en\": \"qm is an open-source harness that coordinates multiple agents to work on tasks collaboratively. It provides orchestration, tasking, and visibility across agent-driven workflows, helping teams tackle complex problems more efficiently.\",\n \"summary_zh\": \"qm 是一个开源的多人代理协调框架，支持在工作场景中让多个代理协同完成任务。它提供编排、任务分发和对代理驱动工作流的可视化，帮助团队更高效地解决复杂问题。\",\n \"hn\": {\n \"id\": 49126604,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 609,\n \"descendants\": 136,\n \"time\": 1785521098,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126604\"\n },\n \"tags\": [\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 2.16\n },\n {\n \"title_en\": \"Ten Ways NAS Is Getting Enshitified\",\n \"url\": \"https://nascompares.com/2026/07/31/the-10-ways-nas-is-getting-enshitified/\",\n \"title_zh\": \"NAS 正在变糟的十种趋势\",\n \"created_display\": \"Created: Jul 31, 2026 / 22:38 PT\",\n \"image_url\": null,\n \"summary_en\": \"Ten trends turning NAS devices into bloated, user-hostile platforms—from bundled services and opaque firmware to vendor lock-in and cloud‑feature creep. It argues for simpler, open, or self-hosted storage to keep control and performance intact.\",\n \"summary_zh\": \"文章列出十种让 NAS 设备变得臃肿、难以使用的趋势——包括捆绑服务、固件不透明、隐私问题与厂商锁定等。作者倡导回归更简洁、开放或自托管的存储方案，以保持可用性与掌控力。\",\n \"hn\": {\n \"id\": 49131367,\n \"type\": \"story\",\n \"by\": \"giuliomagnifico\",\n \"score\": 159,\n \"descendants\": 142,\n \"time\": 1785562696,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49131367\"\n },\n \"tags\": [\n \"Hardware\",\n \"Open Source\"\n ],\n \"hot_score\": 1.98\n },\n {\n \"title_en\": \"How to Exist\",\n \"url\": \"https://www.raptitude.com/2026/07/how-to-exist/\",\n \"title_zh\": \"如何存在\",\n \"created_display\": \"Created: Jul 31, 2026 / 17:25 PT\",\n \"image_url\": \"https://www.raptitude.com/wp-content/uploads/2026/07/coffeeexist.jpg\",\n \"summary_en\": \"Offers practical guidance on living with intention and meaning in a noisy world. It highlights everyday practices—curated attention, choosing what to care about, and embracing impermanence—as routes to a more grounded existence.\",\n \"summary_zh\": \"在喧嚣的世界中，提供以有目的地生活为核心的实用建议，强调通过日常实践来培养专注、筛选关注点和接受无常，从而获得更扎实的存在感。\",\n \"hn\": {\n \"id\": 49129990,\n \"type\": \"story\",\n \"by\": \"walterbell\",\n \"score\": 285,\n \"descendants\": 165,\n \"time\": 1785543900,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49129990\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 1.81\n },\n {\n \"title_en\": \"Flint: A Visualization Language for the AI Era\",\n \"url\": \"https://microsoft.github.io/flint-chart/\",\n \"title_zh\": \"Flint：面向 AI 时代的可视化语言\",\n \"created_display\": \"Created: Jul 31, 2026 / 19:45 PT\",\n \"image_url\": null,\n \"summary_en\": \"Flint is a visualization language designed for the AI era, enabling concise declarative charts. It emphasizes interoperability with contemporary data tooling, potentially speeding up data storytelling and experimentation for developers and data scientists.\",\n \"summary_zh\": \"Flint 是为 AI 时代设计的可视化语言，采用简洁的声明式语法来构建图表。它强调与现有数据工具栈的互操作性，有望帮助开发者和数据科学家更快地进行数据讲解与实验。\",\n \"hn\": {\n \"id\": 49130604,\n \"type\": \"story\",\n \"by\": \"vinhnx\",\n \"score\": 190,\n \"descendants\": 59,\n \"time\": 1785552309,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130604\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\",\n \"AI\"\n ],\n \"hot_score\": 1.58\n },\n {\n \"title_en\": \"Morten Linderud resigning from Arch Linux development team\",\n \"url\": \"https://lists.archlinux.org/archives/list/arch-dev-public@lists.archlinux.org/thread/2AX2BCJ3EQX7G3YXSDX73BR4NCAWXXBZ/\",\n \"title_zh\": \"Morten Linderud 从 Arch Linux 开发团队辞职\",\n \"created_display\": \"Created: Aug 01, 2026 / 04:59 PT\",\n \"image_url\": \"https://lists.archlinux.org/static/hyperkitty/img/logo.png\",\n \"summary_en\": \"Morten Linderud, a longtime Arch Linux developer, resigns from the Arch development team. The move raises questions about governance, project direction, and community dynamics within Arch.\",\n \"summary_zh\": \"长期从事 Arch Linux 开发的 Morten Linderud 辞去 Arch 的开发团队。这一举动引发了关于 Arch 的治理、发展方向以及社区动态的讨论。\",\n \"hn\": {\n \"id\": 49133647,\n \"type\": \"story\",\n \"by\": \"datakan\",\n \"score\": 28,\n \"descendants\": 9,\n \"time\": 1785585585,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133647\"\n },\n \"hot_score\": 1.47,\n \"tags\": [\n \"Open Source\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"How to Do Great Work (2023)\",\n \"url\": \"https://paulgraham.com/greatwork.html\",\n \"title_zh\": \"如何做出伟大的工作（2023）\",\n \"created_display\": \"Created: Aug 01, 2026 / 01:19 PT\",\n \"image_url\": \"https://s.turbifycdn.com/aah/paulgraham/bel-7.gif\",\n \"summary_en\": \"Paul Graham argues that great work comes from choosing meaningful problems and sticking with them for the long term, even in the face of distractions. The essay offers practical guidance for makers and founders: focus on impact, iterate, and build something you’d be proud to claim as yours.\",\n \"summary_zh\": \"保罗·格兰姆认为伟大工作来自选择有意义的问题并长期坚持，即使面对诱惑与分心。文章为创作者与创始人提供实用建议：聚焦影响力、持续迭代，打造你愿意自豪展示的作品。\",\n \"hn\": {\n \"id\": 49132289,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 69,\n \"descendants\": 48,\n \"time\": 1785572384,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132289\"\n },\n \"hot_score\": 1.38,\n \"tags\": [\n \"Startups\",\n \"Career\"\n ]\n },\n {\n \"title_en\": \"DeepSeek-V4-Flash Update\",\n \"url\": \"https://api-docs.deepseek.com/updates/\",\n \"title_zh\": \"DeepSeek-V4-Flash 更新\",\n \"created_display\": \"Created: Jul 30, 2026 / 23:08 PT\",\n \"image_url\": \"https://api-docs.deepseek.com/img/deepseek-social-card.jpeg\",\n \"summary_en\": \"DeepSeek releases a firmware update for the V4 Flash platform, focusing on stability, performance, and new features for data indexing and retrieval. The update underscores ongoing optimization of flash-based search systems and developer tooling.\",\n \"summary_zh\": \"DeepSeek 为 V4 Flash 平台推出固件更新，聚焦稳定性、性能，并带来对数据索引与检索的新功能。此次更新凸显对基于闪存的搜索系统及开发工具的持续优化。\",\n \"hn\": {\n \"id\": 49119559,\n \"type\": \"story\",\n \"by\": \"dnhkng\",\n \"score\": 694,\n \"descendants\": 330,\n \"time\": 1785478116,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119559\"\n },\n \"tags\": [\n \"Hardware\",\n \"Data\"\n ],\n \"hot_score\": 1.16\n },\n {\n \"title_en\": \"The development pipeline is a production system\",\n \"url\": \"https://sundry.jerryorr.com/2026/07/31/development-pipeline-is-a-production-system\",\n \"title_zh\": \"开发流水线其实是一个生产系统\",\n \"created_display\": \"Created: Jul 31, 2026 / 20:16 PT\",\n \"image_url\": \"https://sundry.jerryorr.com/images/mastodon-icon-black.svg\",\n \"summary_en\": \"This piece argues that CI/CD pipelines deserve production-grade treatment, with reliability, observability, and change control baked in. Treating the pipeline as a live system helps teams achieve safer deployments and faster iteration.\",\n \"summary_zh\": \"本文主张将持续集成/持续交付流水线视为生产系统对待，注入可靠性、可观测性与变更控制等生产级实践。把流水线当成活态系统，有助于实现更安全的部署和更快的迭代。\",\n \"hn\": {\n \"id\": 49130726,\n \"type\": \"story\",\n \"by\": \"firefoxd\",\n \"score\": 120,\n \"descendants\": 56,\n \"time\": 1785554169,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130726\"\n },\n \"tags\": [\n \"DevOps\",\n \"Programming\"\n ],\n \"hot_score\": 1.06\n },\n {\n \"title_en\": \"DeepSeek V4 Flash 0731 Intelligence, Performance and Price Analysis\",\n \"url\": \"https://artificialanalysis.ai/models/deepseek-v4-flash\",\n \"title_zh\": \"DeepSeek V4 Flash 0731：智能、性能与性价比分析\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:59 PT\",\n \"image_url\": null,\n \"summary_en\": \"DeepSeek V4 Flash 0731 is assessed across intelligence, performance, and price, highlighting where it excels and where costs rise. The analysis helps buyers weigh value when choosing between models for inference workloads and edge deployments.\",\n \"summary_zh\": \"对DeepSeek V4 Flash 0731在智能能力、性能和性价比方面进行了评测，点出其强项与成本权衡。分析为在推理任务及边缘部署中选型提供价值判断。\",\n \"hn\": {\n \"id\": 49120299,\n \"type\": \"story\",\n \"by\": \"theanonymousone\",\n \"score\": 554,\n \"descendants\": 296,\n \"time\": 1785484751,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120299\"\n },\n \"tags\": [\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 1.02\n },\n {\n \"title_en\": \"Google fixed more Chrome bugs in June than over the past two years, thanks to AI\",\n \"url\": \"https://blog.google/security/chrome-stronger-with-every-update/\",\n \"title_zh\": \"谷歌靠 AI，在六月修复的 Chrome 漏洞数量超过过去两年总和\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:29 PT\",\n \"image_url\": \"https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Screenshot_2026-07-17_at_5.00.43PM.width-1300.png\",\n \"summary_en\": \"Google credits AI-assisted triage and patch generation for fixing more Chrome bugs in June than in the previous two years combined. This shows how AI tooling can accelerate vulnerability response and elevate browser hardening. It could foreshadow broader shifts in security workflows across software teams.\",\n \"summary_zh\": \"谷歌称借助 AI 的分流与补丁生成，六月修复的 Chrome 漏洞数量超过过去两年的总和。这显示出 AI 工具能加速漏洞响应、提升浏览器安全性。此举或预示软件团队在安全工作流程上的更广泛变革。\",\n \"hn\": {\n \"id\": 49120097,\n \"type\": \"story\",\n \"by\": \"Garbage\",\n \"score\": 542,\n \"descendants\": 564,\n \"time\": 1785482962,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120097\"\n },\n \"tags\": [\n \"AI\",\n \"Security\",\n \"Web\"\n ],\n \"hot_score\": 0.97\n },\n {\n \"title_en\": \"The End of an Era\",\n \"url\": \"https://hughhowey.com/the-end-of-an-era/\",\n \"title_zh\": \"一个时代的终结\",\n \"created_display\": \"Created: Jul 31, 2026 / 04:51 PT\",\n \"image_url\": \"https://hughhowey.com/wp-content/uploads/2026/07/Screenshot-2026-07-31-at-6.22.53-AM-1024x516.png\",\n \"summary_en\": \"Howey’s piece reflects on the end of an era in publishing, likely driven by AI, digital distribution, and changing reader behavior. It argues the industry is transitioning to a new era where authors retain more control and new business models emerge.\",\n \"summary_zh\": \"Howey 的文章声称一个时代在出版界落幕，受AI、数字发行与读者行为变化推动。作者认为行业正在向一个新纪元转变，作者掌控力增强，新商业模式正在形成。\",\n \"hn\": {\n \"id\": 49121980,\n \"type\": \"story\",\n \"by\": \"harscoat\",\n \"score\": 403,\n \"descendants\": 426,\n \"time\": 1785498706,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121980\"\n },\n \"tags\": [\n \"Culture\",\n \"Business\",\n \"AI\"\n ],\n \"hot_score\": 0.93\n },\n {\n \"title_en\": \"Solid Queue 1.6.0 now supports fiber workers\",\n \"url\": \"https://github.com/rails/solid_queue/releases/tag/v1.6.0\",\n \"title_zh\": \"Solid Queue 1.6.0 现已支持纤程工作者\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:42 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/a76c8f15f77d023fba1cb46bbf1d97ecb78b623081adc1ccdbcdcae101eea58b/rails/solid_queue/releases/tag/v1.6.0\",\n \"summary_en\": \"Solid Queue 1.6.0 adds fiber-based workers, enabling lightweight concurrency inside the queue system. This improves throughput for asynchronous workloads and reduces the need for OS threads, benefiting Ruby/Rails ecosystems and other event-driven stacks. The update makes writing scalable, non-blocking code simpler.\",\n \"summary_zh\": \"Solid Queue 1.6.0 增加了基于纤程的工作者，允许在队列系统内部实现轻量级并发。提升异步工作负载的吞吐量，减少对操作系统线程的依赖，对 Ruby/Rails 生态和其他事件驱动框架尤其有利。本次更新让编写可扩展、非阻塞代码更为简单。\",\n \"hn\": {\n \"id\": 49132083,\n \"type\": \"story\",\n \"by\": \"earcar\",\n \"score\": 53,\n \"descendants\": 11,\n \"time\": 1785570128,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132083\"\n },\n \"hot_score\": 0.93,\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ]\n },\n {\n \"title_en\": \"Severance\",\n \"url\": \"https://lcamtuf.substack.com/p/severance\",\n \"title_zh\": \"Severance（离职补偿的思考）\",\n \"created_display\": \"Created: Jul 31, 2026 / 10:15 PT\",\n \"image_url\": null,\n \"summary_en\": \"Severance explores the concept of severance from both personal and organizational perspectives, examining the implications of termination and how severance policies shape career transitions.\",\n \"summary_zh\": \"Severance 探讨“ severance ”的概念，从个人与组织角度分析解雇与离职补偿的含义及其对职业转型的影响。\",\n \"hn\": {\n \"id\": 49125971,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 241,\n \"descendants\": 78,\n \"time\": 1785518109,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49125971\"\n },\n \"tags\": [\n \"Career\"\n ],\n \"hot_score\": 0.8\n },\n {\n \"title_en\": \"Run Kimi K3 using 29 GB of RAM at 0.50 tok/s\",\n \"url\": \"https://github.com/sqliteai/waste\",\n \"title_zh\": \"用 29 GB RAM 运行 Kimi K3，吞吐约 0.5 token/s\",\n \"created_display\": \"Created: Jul 31, 2026 / 07:12 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/ac40abe893f8b3a4f335863b4b8a73a43263d5ef75a5a2cf6943702c60b14777/sqliteai/waste\",\n \"summary_en\": \"A performance-focused post demonstrates running the Kimi K3 model within 29 GB RAM, achieving around 0.5 tokens per second, highlighting the trade-offs between memory and speed on constrained hardware.\",\n \"summary_zh\": \"该文展示在 29 GB RAM 条件下运行 Kimi K3 的性能，吞吐约每秒 0.5 个 token，突显在资源受限条件下内存与速度的权衡。\",\n \"hn\": {\n \"id\": 49123386,\n \"type\": \"story\",\n \"by\": \"marcobambini\",\n \"score\": 289,\n \"descendants\": 129,\n \"time\": 1785507158,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123386\"\n },\n \"tags\": [\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 0.77\n },\n {\n \"title_en\": \"Big Food vs. the People\",\n \"url\": \"https://www.lighthousereports.com/investigation/big-food-vs-the-people/\",\n \"title_zh\": \"大食品与公众的博弈\",\n \"created_display\": \"Created: Jul 31, 2026 / 09:04 PT\",\n \"image_url\": \"https://www.lighthousereports.com/wp-content/uploads/2026/07/Website-Illustration.jpg\",\n \"summary_en\": \"An investigative report reveals how powerful food companies influence policy, research, and public trust. It details tactics like lobbying, funding favorable studies, and shaping regulatory debates, with implications for labeling, safety standards, and consumer prices.\",\n \"summary_zh\": \"这是一项关于大型食品公司如何影响政策、研究与公众信任的深入调查。文中揭示了游说、资助有利研究，以及对监管辩论的影响，对标签、安全标准和消费者价格具有重要影响。\",\n \"hn\": {\n \"id\": 49124858,\n \"type\": \"story\",\n \"by\": \"jruohonen\",\n \"score\": 251,\n \"descendants\": 155,\n \"time\": 1785513872,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124858\"\n },\n \"tags\": [\n \"Politics\",\n \"Business\"\n ],\n \"hot_score\": 0.76\n },\n {\n \"title_en\": \"Getting 25 Gbps Thunderbolt Ethernet on My Mac Studio\",\n \"url\": \"https://www.jeffgeerling.com/blog/2026/getting-25g-ethernet-mac-thunderbolt/\",\n \"title_zh\": \"在 Mac Studio 上实现 25 Gbps Thunderbolt 以太网\",\n \"created_display\": \"Created: Jul 31, 2026 / 09:15 PT\",\n \"image_url\": \"https://www.jeffgeerling.com/blog/2026/getting-25g-ethernet-mac-thunderbolt/mac-studio-ports-full-back-ethernet.jpg\",\n \"summary_en\": \"A guide showing how to achieve 25 Gbps Ethernet on a Mac Studio using a Thunderbolt adapter and a 25G NIC, including setup steps and real-world throughput observations.\",\n \"summary_zh\": \"展示如何通过 Thunderbolt 适配器和 25G NIC，在 Mac Studio 上实现 25 Gbps 以太网，以及相应的设置与实际吞吐表现。\",\n \"hn\": {\n \"id\": 49125034,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 210,\n \"descendants\": 106,\n \"time\": 1785514531,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49125034\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.65\n },\n {\n \"title_en\": \"June in Servo: real world compat, media queries, SharedWorker, and more\",\n \"url\": \"https://servo.org/blog/2026/07/31/june-in-servo/\",\n \"title_zh\": \"Servo 的六月更新：真实世界兼容性、媒体查询、SharedWorker 等\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:17 PT\",\n \"image_url\": \"https://servo.org/svg/servo-color-positive.svg\",\n \"summary_en\": \"June in Servo covers real-world compatibility work, media query support, SharedWorker improvements, and other performance and API enhancements that affect web app compatibility and developer ergonomics.\",\n \"summary_zh\": \"Servo 项目在六月更新中聚焦实际兼容性工作、媒体查询支持、SharedWorker 改进以及其他提升性能与 API 的改进，影响开发者工作流与网页兼容性。\",\n \"hn\": {\n \"id\": 49126765,\n \"type\": \"story\",\n \"by\": \"iamnothere\",\n \"score\": 176,\n \"descendants\": 52,\n \"time\": 1785521872,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126765\"\n },\n \"tags\": [\n \"Web\",\n \"Open Source\"\n ],\n \"hot_score\": 0.63\n },\n {\n \"title_en\": \"Golang proposal: container/: generic collection types\",\n \"url\": \"https://github.com/golang/go/issues/80590\",\n \"title_zh\": \"Go 提案：container/ 包中的泛型集合类型\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:39 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/becc3e0a8052df490394f2e47ebbb9ab388705ba082586322e41183adc4301bf/golang/go/issues/80590\",\n \"summary_en\": \"Go proposal to introduce generic collection types in the container/: package aims to provide type-safe, reusable data structures while preserving Go's simplicity.\",\n \"summary_zh\": \"Go 社区提出在 container/ 包中引入泛型集合类型的提案，目标是在保持简洁的前提下提供类型安全、可重用的数据结构。\",\n \"hn\": {\n \"id\": 49127031,\n \"type\": \"story\",\n \"by\": \"jabits\",\n \"score\": 170,\n \"descendants\": 149,\n \"time\": 1785523187,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127031\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.63\n },\n {\n \"title_en\": \"Astro Loop\",\n \"url\": \"https://pubdeer.com/\",\n \"title_zh\": \"Astro Loop\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:17 PT\",\n \"image_url\": null,\n \"summary_en\": \"Astro Loop appears to be a project or concept named Astro Loop, with few details available.\",\n \"summary_zh\": \"Astro Loop 看起来是一个名为 Astro Loop 的项目或概念，但目前细节很少。\",\n \"hn\": {\n \"id\": 49133777,\n \"type\": \"story\",\n \"by\": \"BaseBaal\",\n \"score\": 11,\n \"descendants\": 0,\n \"time\": 1785586668,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133777\"\n },\n \"hot_score\": 0.61,\n \"tags\": [\n \"Open Source\"\n ]\n },\n {\n \"title_en\": \"The most official water costs $120k a gallon\",\n \"url\": \"https://signoregalilei.com/2026/07/26/the-most-official-water-costs-120000-a-gallon/\",\n \"title_zh\": \"官方水成本最高到每加仑 12 万美元\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:00 PT\",\n \"image_url\": \"https://signoregalilei.com/wp-content/uploads/2026/07/SMOW-1_VSMOW_original_container.png\",\n \"summary_en\": \"A quirky investigation into ultra-pure water used for sensitive experiments reveals prices that can reach six figures per gallon due to purification, certification, and scarcity. The post explains why certain water specs matter for labs and tech manufacturing, and what that implies for sourcing and budgets.\",\n \"summary_zh\": \"关于超纯水在高精度实验中的应用成本，单加仑价格竟高达 12 万美元，背后是纯化、认证与稀缺性。文章解释为何某些用水规格对实验和制造至关重要，以及采购与预算的影响。\",\n \"hn\": {\n \"id\": 49124042,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 212,\n \"descendants\": 167,\n \"time\": 1785510015,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124042\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.6\n },\n {\n \"title_en\": \"The Art of 64-bit Assembly\",\n \"url\": \"https://nostarch.com/art-64-bit-assembly-v2\",\n \"title_zh\": \"64 位汇编的艺术\",\n \"created_display\": \"Created: Aug 01, 2026 / 07:09 PT\",\n \"image_url\": \"https://nostarch.com/sites/default/files/art-of-64-bit-assembly-v2_frontcover.jpg\",\n \"summary_en\": \"A book-length treatment of 64-bit assembly language, focusing on modern x86-64 instruction sets, conventions, and optimization techniques. It digs into low-level programming practices that underpin compilers, runtimes, and performance-critical software, helping developers reason about machine code. A valuable read for advanced systems programmers and hardware-curious engineers.\",\n \"summary_zh\": \"一本关于 64 位汇编语言的长篇著作，聚焦现代 x86-64 指令集、约定与优化技巧。内容深入低级编程实践，揭示支撑编译器、运行时与高性能软件的底层原理，帮助开发者理解机器码。对于高级系统程序员与对硬件感兴趣的工程师而言，是值得一读的资料。\",\n \"hn\": {\n \"id\": 49134599,\n \"type\": \"story\",\n \"by\": \"0x54MUR41\",\n \"score\": 5,\n \"descendants\": 0,\n \"time\": 1785593340,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134599\"\n },\n \"hot_score\": 0.6,\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Show HN: I worked on a new browser for 2 years, today it passed Acid 3\",\n \"url\": \"https://code.intellios.ai/cwbrowser/\",\n \"title_zh\": \"Show HN：我花两年开发的新浏览器，现已通过 Acid3 测试\",\n \"created_display\": \"Created: Jul 31, 2026 / 14:39 PT\",\n \"image_url\": \"https://code.intellios.ai/cwbrowser/screenshot.png\",\n \"summary_en\": \"After years of work, the browser hits Acid3, marking a milestone in standards conformance. It offers a case study in building a fresh browser engine from scratch and the hardware- and software-related challenges involved.\",\n \"summary_zh\": \"经过数年的努力，新浏览器终于通过 Acid3，标志着对网页标准的重大符合性。该项目提供了从零开始构建浏览器引擎的实践案例，以及相关的软硬件挑战。\",\n \"hn\": {\n \"id\": 49128826,\n \"type\": \"story\",\n \"by\": \"coolwulf\",\n \"score\": 117,\n \"descendants\": 34,\n \"time\": 1785533992,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49128826\"\n },\n \"tags\": [\n \"Show HN\",\n \"Programming\",\n \"Hardware\",\n \"Web\"\n ],\n \"hot_score\": 0.56\n },\n {\n \"title_en\": \"Is AI reasoning right for the wrong reasons?\",\n \"url\": \"https://www.quantamagazine.org/is-ai-reasoning-right-for-the-wrong-reasons-20260731/\",\n \"title_zh\": \"AI 推理是否用错了理由？\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:29 PT\",\n \"image_url\": \"https://www.quantamagazine.org/wp-content/uploads/2026/07/AI-Reasoning-cr.Celsius-Pictor-Social.jpg\",\n \"summary_en\": \"AI reasoning often yields correct outputs for the right reasons, but recent work suggests it can arrive at the right answers for the wrong reasons, challenging interpretability.\",\n \"summary_zh\": \"AI 推理并不总是基于正确的内部理由而得出正确答案，近期研究指出可能因错误原因而“对”出结果，这对可解释性带来挑战。本文探讨模型如何形成内部推理，以及这对实际部署中的可靠性、安全性与评估意味着什么。\",\n \"hn\": {\n \"id\": 49124358,\n \"type\": \"story\",\n \"by\": \"retupmoc01\",\n \"score\": 179,\n \"descendants\": 209,\n \"time\": 1785511779,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124358\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.52\n },\n {\n \"title_en\": \"Legendary Mountaineer Nirmal Purja Killed in Broad Peak Avalanche in Pakistan\",\n \"url\": \"https://www.theguardian.com/world/2026/aug/01/top-mountaineer-nirmal-purja-confirmed-dead-after-11-hit-by-avalanche-in-pakistan\",\n \"title_zh\": \"传奇登山家 Nirmal Purja 在巴基斯坦 Broad Peak 雪崩中丧生\",\n \"created_display\": \"Created: Aug 01, 2026 / 06:45 PT\",\n \"image_url\": \"https://i.guim.co.uk/img/media/23d4fb6445541007a1263767def85e76a634fc40/348_0_1889_1511/master/1889.jpg?width=1200&height=630&quality=85&auto=format&fit=crop&precrop=40:21,offset-x50,offset-y0&overlay-align=bottom%2Cleft&overlay-width=100p&overlay-base64=L2ltZy9zdGF0aWMvb3ZlcmxheXMvdGctZGVmYXVsdC5wbmc&enable=upscale&s=f78e8262919ab1c4f439e32643a7a6f4\",\n \"summary_en\": \"Nirmal Purja, famed mountaineer known for speed ascents, has died after an avalanche on Broad Peak in Pakistan. The loss robs the climbing world of a record-breaking climber and humanitarian advocate; tributes revolve around his accomplishments.\",\n \"summary_zh\": \"以冲峰纪录闻名的传奇登山家尼玛尔·普尔贾在巴基斯坦 Broad Peak 的雪崩中罹难。此次离世让攀岩界损失了一位打破纪录的攀登者和人道主义倡导者，全球对他的成就致以悼念。\",\n \"hn\": {\n \"id\": 49134399,\n \"type\": \"story\",\n \"by\": \"karakoram\",\n \"score\": 5,\n \"descendants\": 0,\n \"time\": 1785591929,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134399\"\n },\n \"hot_score\": 0.47,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Dubious research tied to Red Bull has shaped energy drink policy\",\n \"url\": \"https://www.theexamination.org/articles/red-bull-funded-research-energy-drinks-alcohol\",\n \"title_zh\": \"与红牛相关的可疑研究影响了能量饮料政策\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:58 PT\",\n \"image_url\": \"https://www.theexamination.org/api/ogimage?image=https%3A%2F%2Fa.storyblok.com%2Ff%2F212662%2F1920x1080%2Fccac55414b%2Fbeverages_story-1_top-art.jpg&title=Is+it+safe+to+drink+Red+Bull+and+vodka%3F+Dubious+research+tied+to+the+company+has+shaped+energy+drink+policy.&theme=blue&date=2026-07-30T04%3A00%3A02.086Z\",\n \"summary_en\": \"Reports on dubious research funded by Red Bull that influenced energy drink policy, raising questions about conflicts of interest and the integrity of policy advice.\",\n \"summary_zh\": \"报道指出红牛资助的可疑研究曾影响能量饮料政策，引发对利益冲突与政策建议可信度的质疑。\",\n \"hn\": {\n \"id\": 49124738,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 148,\n \"descendants\": 222,\n \"time\": 1785513495,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124738\"\n },\n \"tags\": [\n \"Politics\",\n \"Energy\"\n ],\n \"hot_score\": 0.45\n },\n {\n \"title_en\": \"Everyone is building LLM routers, we deprecated ours\",\n \"url\": \"https://manifest.build/blog/why-we-deprecated-our-llm-router/\",\n \"title_zh\": \"人人都在构建 LLM 路由器，我们放弃了自己的\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:06 PT\",\n \"image_url\": \"https://manifest.build/images/blog/why-we-deprecated-our-llm-router.png\",\n \"summary_en\": \"A startup explains why they deprecated their own LLM router after watching others adopt similar approaches, citing diminishing returns, complexity, or security concerns. The takeaway: manage infrastructure debt when tooling around LLMs to avoid fragmentation.\",\n \"summary_zh\": \"看到越来越多的 LLM 路由器，但作者表示放弃了自己的实现，原因包括收益递减、系统复杂性与安全性顾虑。强调在围绕 LLM 的基础设施上要控制债务与碎片化。\",\n \"hn\": {\n \"id\": 49126630,\n \"type\": \"story\",\n \"by\": \"brunaxLorax\",\n \"score\": 124,\n \"descendants\": 77,\n \"time\": 1785521199,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126630\"\n },\n \"tags\": [\n \"Programming\",\n \"DevOps\",\n \"AI\",\n \"Security\",\n \"Startups\"\n ],\n \"hot_score\": 0.44\n },\n {\n \"title_en\": \"A week in Matrix\",\n \"url\": \"https://piegames.de/dumps/a-week-in-matrix/\",\n \"title_zh\": \"Matrix 一周观察\",\n \"created_display\": \"Created: Jul 31, 2026 / 18:35 PT\",\n \"image_url\": \"https://piegames.de/moon.svg\",\n \"summary_en\": \"Offers a snapshot of recent activity in the Matrix ecosystem, from client updates to federation tweaks and community projects. It underscores Matrix as a live case study in open, federated communication and data sovereignty.\",\n \"summary_zh\": \"Matrix 一周观察汇总了最近一周在去中心化通信协议中的动态，如客户端更新、联邦改进和社区项目的进展。Matrix 作为开放式、跨机构通信的实践案例，展示了去中心化协作的机遇与挑战。\",\n \"hn\": {\n \"id\": 49130295,\n \"type\": \"story\",\n \"by\": \"Kesseki\",\n \"score\": 57,\n \"descendants\": 32,\n \"time\": 1785548153,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130295\"\n },\n \"hot_score\": 0.41,\n \"tags\": [\n \"Open Source\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"BitChat: When the government bans the app, but not the network\",\n \"url\": \"https://ownyourdatamp.substack.com/p/bitchat-when-the-government-bans\",\n \"title_zh\": \"BitChat：政府禁用应用但不禁用网络\",\n \"created_display\": \"Created: Aug 01, 2026 / 07:29 PT\",\n \"image_url\": null,\n \"summary_en\": \"BitChat illustrates how censorship can target an application while leaving the underlying network accessible, highlighting policy gaps and resilience of decentralized or network-level communications.\",\n \"summary_zh\": \"BitChat 展现了在不阻断底层网络的前提下，政府对应用进行封禁的现象，凸显政策漏洞与去中心化或网络层通信的韧性。文中讨论了数字权利与规避审查的政策与技术影响。\",\n \"hn\": {\n \"id\": 49134763,\n \"type\": \"story\",\n \"by\": \"marcoparisi\",\n \"score\": 3,\n \"descendants\": 0,\n \"time\": 1785594569,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49134763\"\n },\n \"hot_score\": 0.37,\n \"tags\": [\n \"Politics\",\n \"Privacy\"\n ]\n },\n {\n \"title_en\": \"Progressive Web Components\",\n \"url\": \"https://arielsalminen.com/2026/progressive-web-components/\",\n \"title_zh\": \"渐进式网页组件\",\n \"created_display\": \"Created: Jul 31, 2026 / 03:04 PT\",\n \"image_url\": \"https://arielsalminen.com/img/social/2026-progressive-web-components-preview.jpeg\",\n \"summary_en\": \"The piece surveys Progressive Web Components as a way to build reusable, platform-agnostic UI components for modern web apps. It highlights how combining web components with service workers and offline capabilities can deliver reliable, fast experiences, while noting remaining standards and tooling gaps.\",\n \"summary_zh\": \"本文概述渐进式网页组件在现代网页应用中作为可重用、跨平台 UI 组件的实践。将 Web 组件与服务工作者和离线能力结合，可带来可靠且快速的体验，同时也指出标准与工具链尚存的空缺。\",\n \"hn\": {\n \"id\": 49121196,\n \"type\": \"story\",\n \"by\": \"hosteur\",\n \"score\": 175,\n \"descendants\": 42,\n \"time\": 1785492280,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121196\"\n },\n \"tags\": [\n \"Web\",\n \"Design\"\n ],\n \"hot_score\": 0.36\n },\n {\n \"title_en\": \"Algorithms on billion-scale graph using 10GB RAM: I love DataFusion\",\n \"url\": \"https://semyonsinchenko.github.io/ssinchenko/post/datafusion-graphs-cc-2/\",\n \"title_zh\": \"在 10GB RAM 下对十亿规模图进行算法计算：我爱 DataFusion\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:53 PT\",\n \"image_url\": \"https://semyonsinchenko.github.io/ssinchenko/images/Internet_map_1024.jpg\",\n \"summary_en\": \"A technical write-up demonstrates how to run graph algorithms on billion-edge graphs within a modest 10GB RAM using DataFusion, showing memory-efficient strategies and data fusion techniques. It showcases how open-source data processing stacks can handle huge graphs with practical hardware.\",\n \"summary_zh\": \"利用 DataFusion，在仅 10GB RAM 的条件下对十亿规模图进行算法处理，展示内存友好型的数据处理方法。展示开源数据处理栈在普通硬件上的可行性。\",\n \"hn\": {\n \"id\": 49124658,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 117,\n \"descendants\": 32,\n \"time\": 1785513217,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124658\"\n },\n \"tags\": [\n \"Data\",\n \"Open Source\",\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.35\n },\n {\n \"title_en\": \"Danube's record low levels force shutdown of Hungary's only nuclear plant\",\n \"url\": \"https://www.bbc.com/news/articles/cn0nqv05g0do\",\n \"title_zh\": \"多瑙河纪录低位迫使匈牙利唯一核电厂停运\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:33 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/b843/live/97441f30-8c37-11f1-b2ab-0dd01740f9f6.jpg\",\n \"summary_en\": \"Record-low Danube water levels forced Hungary to shut down its only nuclear plant for safety, highlighting climate variability risks to critical energy infrastructure and cross-border energy implications.\",\n \"summary_zh\": \"多瑙河水位创纪录低点，迫使匈牙利出于安全考虑停运其唯一核电厂，凸显气候波动对关键能源基础设施的风险及跨境能源影响。\",\n \"hn\": {\n \"id\": 49120120,\n \"type\": \"story\",\n \"by\": \"vrganj\",\n \"score\": 162,\n \"descendants\": 180,\n \"time\": 1785483190,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120120\"\n },\n \"tags\": [\n \"Energy\",\n \"DevOps\"\n ],\n \"hot_score\": 0.29\n },\n {\n \"title_en\": \"Increasing the lifespan of a bulb makes it worse in every other way\",\n \"url\": \"https://maurycyz.com/misc/tungsten/\",\n \"title_zh\": \"延长灯泡寿命在其他方面反而更糟\",\n \"created_display\": \"Created: Jul 31, 2026 / 04:34 PT\",\n \"image_url\": \"https://maurycyz.com/misc/tungsten/centenial2.jpg\",\n \"summary_en\": \"Examines how extending the lifespan of a bulb can have unintended downsides, such as reduced efficiency, higher material use, or environmental impact, especially for tungsten-based bulbs. It argues for balanced optimization that weighs durability against energy use and lifecycle concerns.\",\n \"summary_zh\": \"探讨延长灯泡寿命可能带来的副作用，如效率下降、材料成本增加或环境影响，特别是针对钨丝灯泡。强调在追求耐用性的同时，也要兼顾能效与生命周期问题。\",\n \"hn\": {\n \"id\": 49121849,\n \"type\": \"story\",\n \"by\": \"tonyg\",\n \"score\": 130,\n \"descendants\": 140,\n \"time\": 1785497664,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121849\"\n },\n \"tags\": [\n \"Energy\"\n ],\n \"hot_score\": 0.29\n },\n {\n \"title_en\": \"Using the railway network as a flatbed scanner [video]\",\n \"url\": \"https://media.ccc.de/v/emf2026-74-1-using-the-railway-network-as-a-flatbed-scanner\",\n \"title_zh\": \"把铁路网络当作平板扫描仪使用（视频）\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:30 PT\",\n \"image_url\": \"https://static.media.ccc.de/media/events/emf/2026/7401-a5fdc3db-2879-551b-80b1-fd11f5a1ae73_preview.jpg\",\n \"summary_en\": \"Showcases a video about turning the railway network into a sensors-based scanning platform, leveraging ambient signals to gather environmental or infrastructure data.\",\n \"summary_zh\": \"展示了将铁路网络用作传感式扫描平台的视频，利用环境信号来收集环境或基础设施数据。\",\n \"hn\": {\n \"id\": 49126919,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 79,\n \"descendants\": 32,\n \"time\": 1785522644,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126919\"\n },\n \"tags\": [\n \"Science\",\n \"DevOps\"\n ],\n \"hot_score\": 0.29\n },\n {\n \"title_en\": \"Investigating three real-world incidents in our cybersecurity evaluations\",\n \"url\": \"https://www.anthropic.com/news/investigating-incidents-cybersecurity-evals\",\n \"title_zh\": \"我们在网络安全评估中对三起真实事件进行调查\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:00 PT\",\n \"image_url\": \"https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Lock&backgroundColor=heather\",\n \"summary_en\": \"Anthropic reviews three real-world cybersecurity incidents to probe the robustness of AI safety evaluations. The incidents reveal practical gaps in threat modeling, incident response, and governance that researchers must address to keep systems secure.\",\n \"summary_zh\": \"Anthropic 对三起现实世界的网络安全事件进行评估，揭示 AI 安全评估在真实环境中的不足。研究强调威胁建模、事件响应与治理等方面需要改进。\",\n \"hn\": {\n \"id\": 49116922,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 235,\n \"descendants\": 191,\n \"time\": 1785452451,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49116922\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"Demystifying DRAM Read Disturbance: RowHammer and RowPress Phenomena\",\n \"url\": \"https://arxiv.org/abs/2607.28233\",\n \"title_zh\": \"破解 DRAM 读取干扰：RowHammer 与 RowPress\",\n \"created_display\": \"Created: Jul 31, 2026 / 13:44 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"Explains how DRAM can suffer read disturbance, notably RowHammer and RowPress phenomena, where repeated reads can flip nearby bits. It surveys susceptibility across memory types, historical mitigations (ECC, target refresh), and implications for security and reliability in data centers.\",\n \"summary_zh\": \"本文解释了 DRAM 读取干扰现象，特别是 RowHammer 与 RowPress，重复读取可能导致相邻位翻转。它回顾了对不同内存类型的脆弱性、历史上的缓解措施（ECC、定点刷新）及对数据中心安全与可靠性的影响。\",\n \"hn\": {\n \"id\": 49128323,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 57,\n \"descendants\": 35,\n \"time\": 1785530669,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49128323\"\n },\n \"tags\": [\n \"Hardware\",\n \"Security\"\n ],\n \"hot_score\": 0.25\n },\n {\n \"title_en\": \"Authorize, don't authenticate\",\n \"url\": \"https://blog.marcua.net/2026/07/31/authorize-dont-authenticate.html\",\n \"title_zh\": \"授权，而非认证\",\n \"created_display\": \"Created: Jul 31, 2026 / 07:17 PT\",\n \"image_url\": \"https://blog.marcua.net/assets/images/og/authorize-dont-authenticate.png\",\n \"summary_en\": \"Argues for focusing on authorization over authentication in design and security, arguing that verifying who you are is less important than enforcing what they can do. It advocates for fine-grained, resource-based access controls to scale across services.\",\n \"summary_zh\": \"主张在设计与安全中优先授权而非认证，强调对资源的访问控制比逐一验证身份更重要。倡导在服务间实现细粒度、基于资源的访问控制以实现可扩展性。\",\n \"hn\": {\n \"id\": 49123468,\n \"type\": \"story\",\n \"by\": \"marcua\",\n \"score\": 85,\n \"descendants\": 32,\n \"time\": 1785507463,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123468\"\n },\n \"tags\": [\n \"Security\",\n \"Design\"\n ],\n \"hot_score\": 0.23\n },\n {\n \"title_en\": \"Termixer (TUI DJ Mixer)\",\n \"url\": \"https://github.com/l00sed/termixer\",\n \"title_zh\": \"Termixer（基于文本界面的 DJ 混音器）\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:28 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/720b9bd7f81f95f256070097ccaa186bca14a43875ccb2f13b6ebced304af062/l00sed/termixer\",\n \"summary_en\": \"Termixer is a terminal-based DJ mixer UI built with a TUI framework, enabling live mixing in a console environment. It demonstrates how creative CLI tools can replace GUI workflows and offer lightweight, scriptable audio control.\",\n \"summary_zh\": \"Termixer 是一个在终端运行的 DJ 混音器界面，演示了如何在无 GUI 的环境中进行现场混音。它凸显了 CLI 工具在音频工作流中的创新用途，以及轻量化、可脚本化的控制方式。\",\n \"hn\": {\n \"id\": 49126883,\n \"type\": \"story\",\n \"by\": \"l00sed\",\n \"score\": 63,\n \"descendants\": 40,\n \"time\": 1785522488,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126883\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.23\n },\n {\n \"title_en\": \"The Absurdity of Albert Camus\",\n \"url\": \"https://www.historytoday.com/archive/portrait-author-historian/absurdity-albert-camus\",\n \"title_zh\": \"阿尔贝·加缪的荒诞性\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:21 PT\",\n \"image_url\": null,\n \"summary_en\": \"Examines Camus's notion of the absurd and why it remains influential in contemporary culture. The piece ties the philosophy to questions of meaning, ethics, and resilience in the face of uncertainty.\",\n \"summary_zh\": \"探讨加缪荒诞哲学的要义及其在当代文化中的持续影响。文章将这一思想与关于意义、伦理和在不确定性中保持韧性的议题联系起来。\",\n \"hn\": {\n \"id\": 49117089,\n \"type\": \"story\",\n \"by\": \"apollinaire\",\n \"score\": 155,\n \"descendants\": 70,\n \"time\": 1785453677,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49117089\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.19\n },\n {\n \"title_en\": \"Let's make the worst Htmx\",\n \"url\": \"https://zserge.com/posts/worst-htmx-ever/\",\n \"title_zh\": \"让我们把 Htmx 弄成最糟糕的用法\",\n \"created_display\": \"Created: Jul 30, 2026 / 22:16 PT\",\n \"image_url\": \"https://zserge.com/logo.png\",\n \"summary_en\": \"The author playfully experiments with deliberately bad Htmx usage to surface common anti-patterns and UX pitfalls. The takeaway is that careful design and clear progressive enhancement strategies matter for robust web apps.\",\n \"summary_zh\": \"作者通过故意糟糕的 Htmx 用法，揭示了常见的反模式与用户体验陷阱。核心观点是，谨慎的设计和清晰的渐进增强策略对构建稳健的网页应用至关重要。\",\n \"hn\": {\n \"id\": 49119270,\n \"type\": \"story\",\n \"by\": \"RebelPotato\",\n \"score\": 120,\n \"descendants\": 46,\n \"time\": 1785475005,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119270\"\n },\n \"tags\": [\n \"Web\",\n \"Design\"\n ],\n \"hot_score\": 0.19\n },\n {\n \"title_en\": \"Anti-fraud tools can't keep pace with robocall scammers\",\n \"url\": \"https://broadbandbreakfast.com/how-to-fight-back-against-fraudulent-robocalls/\",\n \"title_zh\": \"防诈骗工具难以跟上机器人电话骗子的步伐\",\n \"created_display\": \"Created: Jul 31, 2026 / 06:28 PT\",\n \"image_url\": \"https://storage.ghost.io/c/29/97/29976d9d-89ea-4c77-8c0b-0e8a0eafed35/content/images/2026/07/photo-1740479049014-274a2c756317.jpeg\",\n \"summary_en\": \"A critique of current anti-fraud tools notes that robocall scammers adapt faster than defenses, calling for stronger authentication, better reporting, and user education.\",\n \"summary_zh\": \"对当前防欺诈工具在对抗机器人电话诈骗方面的有效性提出批评，指出骗子的适应性强于防御措施，呼吁加强认证、报告与用户教育。\",\n \"hn\": {\n \"id\": 49122882,\n \"type\": \"story\",\n \"by\": \"dredmorbius\",\n \"score\": 76,\n \"descendants\": 112,\n \"time\": 1785504485,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49122882\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\",\n \"Education\"\n ],\n \"hot_score\": 0.19\n },\n {\n \"title_en\": \"Show HN: What should the GUI for AI agents look like?\",\n \"url\": \"https://marbleos.com/demo\",\n \"title_zh\": \"Show HN：AI 代理的 GUI 应该长成什么样？\",\n \"created_display\": \"Created: Jul 30, 2026 / 22:17 PT\",\n \"image_url\": \"https://marbleos.com/hn-og.png\",\n \"summary_en\": \"Show HN explores what a GUI for AI agents should look like, highlighting interface ideas for control, transparency, and collaboration with autonomous tools.\",\n \"summary_zh\": \"Show HN 探讨 AI 代理的图形界面应如何设计，提出用于控制、透明度与协同的界面思路。\",\n \"hn\": {\n \"id\": 49119274,\n \"type\": \"story\",\n \"by\": \"akbabu\",\n \"score\": 115,\n \"descendants\": 65,\n \"time\": 1785475049,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119274\"\n },\n \"tags\": [\n \"Show HN\",\n \"AI\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"Clockwise/Spiral Rule (1994)\",\n \"url\": \"https://c-faq.com/decl/spiral.anderson.html\",\n \"title_zh\": \"1994 年的顺时针/螺旋规则\",\n \"created_display\": \"Created: Jul 31, 2026 / 06:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"Explains the Clockwise/Spiral Rule from 1994, likely a programming or math puzzle about spiral patterns or methods.\",\n \"summary_zh\": \"介绍1994年的顺时针/螺旋规则，展示关于螺旋模式的简单启发式方法及其应用。\",\n \"hn\": {\n \"id\": 49123199,\n \"type\": \"story\",\n \"by\": \"etrvic\",\n \"score\": 65,\n \"descendants\": 48,\n \"time\": 1785506191,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123199\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"Dead Software Walking: The ongoing evolution of relayd(8) and httpd(8)\",\n \"url\": \"https://rsadowski.de/posts/2026/dead-software-walking-relayd-and-httpd/\",\n \"title_zh\": \"死去的软件仍在走：relayd(8) 与 httpd(8) 的持续进化\",\n \"created_display\": \"Created: Aug 01, 2026 / 05:03 PT\",\n \"image_url\": \"https://rsadowski.de/posts/2026/dead-software-walking-relayd-and-httpd/featured.jpg\",\n \"summary_en\": \"The piece argues that long-lived daemons like relayd(8) and httpd(8) continue to evolve, driven by security patches, new features, and compatibility constraints. It examines how maintainers balance modernization with stability in foundational networking tools.\",\n \"summary_zh\": \"本文认为像 relayd(8) 和 httpd(8) 这样的长期存在的守护进程仍在持续演进，驱动因素包括安全修补、新特性及兼容性约束。分析了维护者在现代化与稳定性之间取得平衡的过程。\",\n \"hn\": {\n \"id\": 49133675,\n \"type\": \"story\",\n \"by\": \"tylerius\",\n \"score\": 4,\n \"descendants\": 0,\n \"time\": 1785585816,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49133675\"\n },\n \"hot_score\": 0.17,\n \"tags\": [\n \"Programming\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Predictive Speculative KV Replication for Bursty LLM Inference\",\n \"url\": \"https://jwlabs.vercel.app/post/biting-the-bullet\",\n \"title_zh\": \"面向突发LLM推理的预测性 KV 复制\",\n \"created_display\": \"Created: Jul 31, 2026 / 12:55 PT\",\n \"image_url\": null,\n \"summary_en\": \"Describes a technique to prefetch and speculate on KV store values to accelerate bursty LLM inference, reducing latency during spikes and edge cases.\",\n \"summary_zh\": \"介绍了一种通过预测性对键值存储进行探测与推断来加速突发式的 LLM 推理的技术，在推理高峰时降低延迟。\",\n \"hn\": {\n \"id\": 49127874,\n \"type\": \"story\",\n \"by\": \"shreybirmiwal\",\n \"score\": 35,\n \"descendants\": 4,\n \"time\": 1785527741,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127874\"\n },\n \"tags\": [\n \"AI\",\n \"Data\"\n ],\n \"hot_score\": 0.14\n },\n {\n \"title_en\": \"Unearthing my 1996 windowed OS in machine code for Am29000 homebrew computer\",\n \"url\": \"https://nanochess.org/the_am29000_computer.html\",\n \"title_zh\": \"在 Am29000 自制计算机上 1996 年窗口化操作系统的机器码挖掘\",\n \"created_display\": \"Created: Jul 31, 2026 / 14:57 PT\",\n \"image_url\": \"https://nanochess.org/img/am29k_7.jpg\",\n \"summary_en\": \"Chronicles reverse-engineering a 1996 windowed OS for an Am29000-based homebrew computer, sharing insights into retro computing, preservation, and the joy of digging through old firmware.\",\n \"summary_zh\": \"记录一位爱好者在 Am29000 自制电脑上逆向工程 1996 年的窗口化操作系统的过程，涉及复古计算、软件保存与对早期固件的探索热情。\",\n \"hn\": {\n \"id\": 49129008,\n \"type\": \"story\",\n \"by\": \"nanochess\",\n \"score\": 23,\n \"descendants\": 2,\n \"time\": 1785535023,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49129008\"\n },\n \"hot_score\": 0.11,\n \"tags\": [\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Software for One\",\n \"url\": \"https://www.ajwaxman.com/writing/software-for-one\",\n \"title_zh\": \"一人软件\",\n \"created_display\": \"Created: Jul 29, 2026 / 05:29 PT\",\n \"image_url\": \"https://www.ajwaxman.com/og/software-for-one.png\",\n \"summary_en\": \"Argues for designing software around a single user, focusing on clarity, reliability, and minimalism rather than feature creep. Focusing on one audience can yield sharper UX, simpler maintenance, and faster iteration.\",\n \"summary_zh\": \"主张以单一用户为中心来设计软件，强调清晰、可靠和极简，而非追逐功能堆砌。聚焦于一个受众群体往往能带来更出色的用户体验、更简洁的维护以及更快的迭代。\",\n \"hn\": {\n \"id\": 49096605,\n \"type\": \"story\",\n \"by\": \"awaxman11\",\n \"score\": 170,\n \"descendants\": 170,\n \"time\": 1785328160,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096605\"\n },\n \"tags\": [\n \"Design\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"Twenty-five years ago it was cryptography, today it's model weights\",\n \"url\": \"https://weeraman.com/because-we-can/\",\n \"title_zh\": \"二十五年前是密码学，如今是模型权重\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:31 PT\",\n \"image_url\": \"https://weeraman.com/images/because-we-can/because-we-can.jpg\",\n \"summary_en\": \"Twenty-five years after cryptography dominated discussions of secret protection, the article argues that trained model weights now function as the new, highly valuable asset. It explains how weights can leak capabilities, enable transfer learning, and complicate licensing and governance in AI ecosystems.\",\n \"summary_zh\": \"二十五年前，秘密保护的核心是密码学；如今，经过训练的模型权重成为新的高价值资产。权重可能泄露模型能力，便利迁移学习，也给许可、治理和安全带来新挑战，要求更高的可追溯性与保护措施。\",\n \"hn\": {\n \"id\": 49083599,\n \"type\": \"story\",\n \"by\": \"aweeraman\",\n \"score\": 251,\n \"descendants\": 137,\n \"time\": 1785245485,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49083599\"\n },\n \"tags\": [\n \"AI\",\n \"Legal\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"Manual: •.,:;?·\",\n \"url\": \"https://type.today/en/journal/dots\",\n \"title_zh\": \"手册：•.,:;?·\",\n \"created_display\": \"Created: Jul 29, 2026 / 18:05 PT\",\n \"image_url\": \"https://cdn-gc.type.today/storage/post/8/889/share_share_image_en-wbwVAykj_COVlz7KeyY9I3FD6KynTclfbA.png\",\n \"summary_en\": \"A compact manual on punctuation examines how to use marks like dot, comma, colon, semicolon, question mark, and the interpunct to influence readability and tone. It highlights subtle typographic choices that matter as much as grammar. The lessons are practical for writers and designers aiming for clear, expressive text.\",\n \"summary_zh\": \"这本精炼的排版手册聚焦点、逗号、冒号、分号、问号和中点等标点的用法与语气表达，强调排版中的微妙选择同语法一样重要。内容帮助作者与设计师在提高文本可读性与表达力方面做出更实用的选择。\",\n \"hn\": {\n \"id\": 49105013,\n \"type\": \"story\",\n \"by\": \"behnamoh\",\n \"score\": 66,\n \"descendants\": 10,\n \"time\": 1785373542,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49105013\"\n },\n \"hot_score\": 0.04,\n \"tags\": [\n \"Design\",\n \"Education\"\n ]\n },\n {\n \"title_en\": \"A tiny holdout building in the middle of Macy’s is back in view\",\n \"url\": \"https://ephemeralnewyork.wordpress.com/2026/07/27/hidden-by-billboards-for-over-100-years-the-tiny-holdout-building-in-the-middle-of-macys-is-back-in-view/\",\n \"title_zh\": \"梅西百货中庭的一座小隐蔽建筑重新现身\",\n \"created_display\": \"Created: Jul 28, 2026 / 16:56 PT\",\n \"image_url\": \"https://ephemeralnewyork.wordpress.com/wp-content/uploads/2026/07/macys-department-store-seen-herald-130606694-copy.jpg\",\n \"summary_en\": \"A tiny holdout building hidden by billboards near Macy’s is now visible again, revealing a slice of urban architectural history. The rediscovery prompts reflection on how signage can obscure heritage and why such relics matter in a bustling cityscape.\",\n \"summary_zh\": \"被广告牌遮蔽超过一个世纪的一座梅西百货旁的小型隐匿建筑重新现身，揭示了城市建筑史的一小段记忆。此发现凸显招牌与立面如何遮蔽遗产，并促使人们重新关注城市中的历史痕迹。\",\n \"hn\": {\n \"id\": 49091614,\n \"type\": \"story\",\n \"by\": \"donohoe\",\n \"score\": 111,\n \"descendants\": 26,\n \"time\": 1785283005,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49091614\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Long Range Wi-Fi – Pushing 2.4 GHz Wi-Fi to the limits (2019)\",\n \"url\": \"https://www.phidgets.com/?view=articles&article=LongRangeWifi\",\n \"title_zh\": \"长距离 Wi‑Fi：将 2.4 GHz Wi‑Fi 推向极限（2019）\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:59 PT\",\n \"image_url\": \"https://www.phidgets.com/LongRangeWifi/html/long_range_wifi.png\",\n \"summary_en\": \"A retrospective look at 2019 experiments pushing 2.4 GHz Wi‑Fi range, detailing antenna designs, power limits, and real-world coverage tradeoffs. The piece demonstrates that while dispersion and interference remain challenges, clever engineering can still yield meaningful improvements.\",\n \"summary_zh\": \"回顾 2019 年的长距离 2.4 GHz 无线网络实验，强调天线设计、功率边界与实际覆盖的取舍。尽管干扰仍是挑战，但巧妙的工程仍能带来显著的性能提升。\",\n \"hn\": {\n \"id\": 49084005,\n \"type\": \"story\",\n \"by\": \"rzk\",\n \"score\": 74,\n \"descendants\": 44,\n \"time\": 1785247154,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49084005\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"G'mic 4.0: Squaring the Pixel, Easier\",\n \"url\": \"https://gmic.eu/gmic40/\",\n \"title_zh\": \"G'MIC 4.0：让像素处理更简单\",\n \"created_display\": \"Created: Jul 29, 2026 / 05:51 PT\",\n \"image_url\": \"https://gmic.eu/img/logo_header.jpg\",\n \"summary_en\": \"G'MIC 4.0 streamlines pixel-centric workflows, making image processing more approachable for artists and developers, with new filters and API improvements that simplify filters and pipeline integration.\",\n \"summary_zh\": \"G'MIC 4.0 让以像素为中心的工作流更易用，新增的滤镜与 API 改进降低了入门门槛，方便艺术家和开发者将处理流程整合进项目。\",\n \"hn\": {\n \"id\": 49096847,\n \"type\": \"story\",\n \"by\": \"dtschump\",\n \"score\": 54,\n \"descendants\": 2,\n \"time\": 1785329500,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096847\"\n },\n \"tags\": [\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"The first transatlantic telegraph cable was a bold, beautiful failure (2019)\",\n \"url\": \"https://spectrum.ieee.org/the-first-transatlantic-telegraph-cable-was-a-bold-beautiful-failure\",\n \"title_zh\": \"第一条跨大西洋电报电缆：大胆而美丽的失败\",\n \"created_display\": \"Created: Jul 29, 2026 / 04:59 PT\",\n \"image_url\": \"https://spectrum.ieee.org/media-library/tiffany-s-transatlantic-cable-souvenir.jpg?id=25590015&width=1200&height=600&coordinates=0%2C155%2C0%2C155\",\n \"summary_en\": \"The first attempt to span the Atlantic with telegraph cables failed dramatically but catalyzed later breakthroughs. The story highlights how audacious engineering risks and incremental failures drive long-term progress in global communications.\",\n \"summary_zh\": \"首条跨大西洋电缆的尝试虽然轰然失败，却推动了后续的重大突破。故事凸显了大胆的工程风险与渐进性失败如何推动全球通讯的长期进步。\",\n \"hn\": {\n \"id\": 49096319,\n \"type\": \"story\",\n \"by\": \"sparsesignal\",\n \"score\": 51,\n \"descendants\": 17,\n \"time\": 1785326350,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096319\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"A past and future of trade secrets\",\n \"url\": \"https://www.cabinetmagazine.org/issues/70/kofen.php\",\n \"title_zh\": \"贸易秘密的过去与未来\",\n \"created_display\": \"Created: Jul 30, 2026 / 12:26 PT\",\n \"image_url\": \"https://cabinetmagazine.org/issues/70/cabinet_070_kofen_klara_facebook_twitter.jpg\",\n \"summary_en\": \"Explores how trade secrets evolved from traditional know-how to modern IP strategies, weighing incentives for secrecy against openness in technology, and discussing regulatory and ethical implications.\",\n \"summary_zh\": \"追溯贸易秘密的历史与未来，分析保密与开放在技术创新中的激励、法律与伦理影响，以及监管环境的演变。\",\n \"hn\": {\n \"id\": 49114527,\n \"type\": \"story\",\n \"by\": \"Hooke\",\n \"score\": 21,\n \"descendants\": 4,\n \"time\": 1785439578,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49114527\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Legal\",\n \"Business\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"Attention Decode on AMD MI450 GPUs: A Gluon Kernel Optimization Guide\",\n \"url\": \"https://rocm.blogs.amd.com/software-tools-optimization/gluon-attention-decode-mi450/README.html\",\n \"title_zh\": \"在 AMD MI450 GPU 上的 Attention Decode：Gluon 内核优化指南\",\n \"created_display\": \"Created: Jul 27, 2026 / 17:26 PT\",\n \"image_url\": \"https://rocm.blogs.amd.com/_images/software-tools-optimization-gluon-attention-decode-mi450-images-00-cover.webp\",\n \"summary_en\": \"Shows practical optimizations for attention decoding on AMD MI450 accelerators using Gluon kernels. It covers memory layout, tiling, and kernel fusion techniques to boost transformer throughput on AMD hardware.\",\n \"summary_zh\": \"展示在 AMD MI450 GPU 上使用 Gluon 内核对注意力解码进行优化的实用方法，涵盖内存布局、分块与内核融合等技巧，以提升在 AMD 硬件上的变换器工作负载吞吐量。\",\n \"hn\": {\n \"id\": 49077646,\n \"type\": \"story\",\n \"by\": \"matt_d\",\n \"score\": 55,\n \"descendants\": 5,\n \"time\": 1785198405,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49077646\"\n },\n \"tags\": [\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Linux on ESP32\",\n \"url\": \"https://github.com/GrieferPig/esp32-s31-linux\",\n \"title_zh\": \"在 ESP32 上运行 Linux\",\n \"created_display\": \"Created: Jul 28, 2026 / 10:52 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/6463c172adc4acd3174bd459903b4efb5d967045cd4e011bfe6e8d90f304b84c/GrieferPig/esp32-s31-linux\",\n \"summary_en\": \"A bold experiment ports a Linux kernel to the ESP32-S31 microcontroller, showing the limits of running a full OS on ultra-low-power hardware. The effort highlights the engineering hurdles—memory constraints, boot, drivers—and what it means for edge computing experiments and hobbyist hardware hacking. Not production-ready, but a milestone in expanding where Linux can run.\",\n \"summary_zh\": \"在极低功耗硬件上尝试将 Linux 内核移植到 ESP32-S31，展示了完整操作系统在此类设备上的边界与挑战。该工作揭示了记忆体约束、启动与驱动等工程难题，以及这对边缘计算实验和爱好者硬件 Black 盒的意义。虽然尚未达到生产就绪，但标志着 Linux 可运行范围的扩展。\",\n \"hn\": {\n \"id\": 49087499,\n \"type\": \"story\",\n \"by\": \"boveyking\",\n \"score\": 15,\n \"descendants\": 5,\n \"time\": 1785261120,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49087499\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Hardware\",\n \"Open Source\"\n ]\n },\n {\n \"title_en\": \"The First Idempotency Key\",\n \"url\": \"https://hatchet.run/blog/first-idempotency-key\",\n \"title_zh\": \"首个幂等性键\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:04 PT\",\n \"image_url\": \"https://hatchet.run/assets/og-PqKfvZWg.png\",\n \"summary_en\": \"Idempotency keys enable safe retries for API requests by ensuring repeated submissions don’t duplicate effects.\",\n \"summary_zh\": \"幂等性键通过确保重复提交不会导致重复副作用，从而实现对 API 请求的安全重试。文中探讨了如何实现和使用它们，以及这对 API 和客户端库的影响。\",\n \"hn\": {\n \"id\": 49083207,\n \"type\": \"story\",\n \"by\": \"abelanger\",\n \"score\": 14,\n \"descendants\": 3,\n \"time\": 1785243891,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49083207\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"When Internal Memory Fails: A No-Solder Wii U Recovery\",\n \"url\": \"https://smolnero.com/posts/when-internal-memory-fails-a-no-solder-wii-u-recovery\",\n \"title_zh\": \"内部存储失效时：无需焊接的 Wii U 恢复\",\n \"created_display\": \"Created: Jul 28, 2026 / 07:14 PT\",\n \"image_url\": \"https://smolnero.com/social_previews/posts/when-internal-memory-fails-a-no-solder-wii-u-recovery.png\",\n \"summary_en\": \"Describes a no-solder recovery method for accessing data from Wii U when internal memory fails, using external adapters and non-destructive techniques. It highlights hands-on hardware tinkering and retro console preservation.\",\n \"summary_zh\": \"介绍在 Wii U 内部存储失效时，利用无需焊接的非破坏性方法与外部适配器进行数据恢复的做法，展示硬件爱好者在老旧主机保存中的动手能力。\",\n \"hn\": {\n \"id\": 49084215,\n \"type\": \"story\",\n \"by\": \"edgar_ortega\",\n \"score\": 9,\n \"descendants\": 2,\n \"time\": 1785248056,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49084215\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Hardware\"\n ]\n }\n ]\n}"}, "02d93b3e60b3443115ef9eed883c4652f7ef1d07": {"t": 1785772472.9194114, "n": 51416, "h": "161f0e6bc8dab90c", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 49,\n \"reused_same_day\": 0,\n \"reused_cross_day\": 38,\n \"new_llm_enriched\": 11,\n \"scrape_time_display\": \"01:28, August 01, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/08/01\",\n \"content_date\": \"2026-08-01\",\n \"run_time_local\": \"01:28, August 01, 2026 (PDT)\",\n \"run_time_utc\": \"2026-08-01 08:28:29 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-08-01 08:30:41 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Ten advances in mathematics and theoretical computer science\",\n \"url\": \"https://openai.com/index/ten-advances-in-mathematics/\",\n \"title_zh\": \"数学与理论计算机科学的十大进展\",\n \"created_display\": \"Created: Aug 01, 2026 / 00:37 PT\",\n \"image_url\": \"https://images.ctfassets.net/kftzwdyauwt9/5RUlCTeEvzWYd2DDpdcNgh/f38e144bf6f5911074b1939c1528ed2b/Frame__4_.png?w=1600&h=900&fit=fill\",\n \"summary_en\": \"A curated roundup of notable advances across mathematics and theoretical computer science, illustrating how new proofs, models, and algorithms broaden what we can prove and compute. The insights span core areas like complexity theory, probabilistic methods, and mathematical foundations that influence cryptography, optimization, and AI.\",\n \"summary_zh\": \"这是一组精选，聚焦数学与理论计算机科学领域的重大突破，展示新的证明、模型和算法如何扩展我们能证明和计算的边界。相关进展跨越复杂性理论、概率方法等领域，对密码学、优化和人工智能的基础研究具有深远影响。\",\n \"hn\": {\n \"id\": 49132058,\n \"type\": \"story\",\n \"by\": \"milkshakes\",\n \"score\": 51,\n \"descendants\": 25,\n \"time\": 1785569864,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49132058\"\n },\n \"hot_score\": 7.44,\n \"tags\": [\n \"Science\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Elevators\",\n \"url\": \"https://john.fun/elevators\",\n \"title_zh\": \"电梯\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:17 PT\",\n \"image_url\": \"https://john.fun/metadata/elevator/twitter-card.png\",\n \"summary_en\": \"Elevators reveal how urban infrastructure adapts to growing vertical cities, highlighting safety, efficiency, and automation trends.\",\n \"summary_zh\": \"电梯揭示了城市基础设施如何适应日益垂直化的城市，突出安全、效率与自动化趋势。\",\n \"hn\": {\n \"id\": 49124218,\n \"type\": \"story\",\n \"by\": \"Jrh0203\",\n \"score\": 1242,\n \"descendants\": 297,\n \"time\": 1785511048,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124218\"\n },\n \"tags\": [\n \"Science\",\n \"DevOps\"\n ],\n \"hot_score\": 6.07\n },\n {\n \"title_en\": \"Tailscale didn't stop the Hugging Face intrusion\",\n \"url\": \"https://tailscale.com/blog/hugging-face-intrusion\",\n \"title_zh\": \"Tailscale 未阻止 Hugging Face 入侵\",\n \"created_display\": \"Created: Jul 31, 2026 / 12:03 PT\",\n \"image_url\": \"https://tailscale.com/api/og-image?id=0dafcba5-55df-4373-be5e-564b368a27af\",\n \"summary_en\": \"Hugging Face disclosed a security incident in which attackers bypassed protections despite Tailscale, underscoring that zero-trust networking is not a sole defense. The post details how leaked credentials enabled access and the lessons about defense-in-depth and secret hygiene.\",\n \"summary_zh\": \"Hugging Face 公开了一起安全事件，攻击者在使用 Tailscale 的情况下仍然进入内部系统，说明零信任网络并非万用钥匙。文中描述了凭证泄露如何促成入侵，并强调需要多层防护与良好密钥管理。\",\n \"hn\": {\n \"id\": 49127306,\n \"type\": \"story\",\n \"by\": \"bluehatbrit\",\n \"score\": 540,\n \"descendants\": 201,\n \"time\": 1785524625,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127306\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\"\n ],\n \"hot_score\": 3.9\n },\n {\n \"title_en\": \"qm – Multiplayer agent harness for work\",\n \"url\": \"https://github.com/yc-software/qm\",\n \"title_zh\": \"qm：面向工作场景的多人代理框架\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:04 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/6829f6872e88bca87e7d85c7d6497b3246daac80d02fc34591f8b1e055875e33/yc-software/qm\",\n \"summary_en\": \"qm is an open-source harness that coordinates multiple agents to work on tasks collaboratively. It provides orchestration, tasking, and visibility across agent-driven workflows, helping teams tackle complex problems more efficiently.\",\n \"summary_zh\": \"qm 是一个开源的多人代理协调框架，支持在工作场景中让多个代理协同完成任务。它提供编排、任务分发和对代理驱动工作流的可视化，帮助团队更高效地解决复杂问题。\",\n \"hn\": {\n \"id\": 49126604,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 551,\n \"descendants\": 113,\n \"time\": 1785521098,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126604\"\n },\n \"tags\": [\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 3.57\n },\n {\n \"title_en\": \"Ten Ways NAS Is Getting Enshitified\",\n \"url\": \"https://nascompares.com/2026/07/31/the-10-ways-nas-is-getting-enshitified/\",\n \"title_zh\": \"NAS 正在变糟的十种趋势\",\n \"created_display\": \"Created: Jul 31, 2026 / 22:38 PT\",\n \"image_url\": null,\n \"summary_en\": \"Ten trends turning NAS devices into bloated, user-hostile platforms—from bundled services and opaque firmware to vendor lock-in and cloud‑feature creep. It argues for simpler, open, or self-hosted storage to keep control and performance intact.\",\n \"summary_zh\": \"文章列出十种让 NAS 设备变得臃肿、难以使用的趋势——包括捆绑服务、固件不透明、隐私问题与厂商锁定等。作者倡导回归更简洁、开放或自托管的存储方案，以保持可用性与掌控力。\",\n \"hn\": {\n \"id\": 49131367,\n \"type\": \"story\",\n \"by\": \"giuliomagnifico\",\n \"score\": 55,\n \"descendants\": 46,\n \"time\": 1785562696,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49131367\"\n },\n \"hot_score\": 3.12,\n \"tags\": [\n \"Open Source\"\n ]\n },\n {\n \"title_en\": \"How to Exist\",\n \"url\": \"https://www.raptitude.com/2026/07/how-to-exist/\",\n \"title_zh\": \"如何存在\",\n \"created_display\": \"Created: Jul 31, 2026 / 17:25 PT\",\n \"image_url\": \"https://www.raptitude.com/wp-content/uploads/2026/07/coffeeexist.jpg\",\n \"summary_en\": \"Offers practical guidance on living with intention and meaning in a noisy world. It highlights everyday practices—curated attention, choosing what to care about, and embracing impermanence—as routes to a more grounded existence.\",\n \"summary_zh\": \"在喧嚣的世界中，提供以有目的地生活为核心的实用建议，强调通过日常实践来培养专注、筛选关注点和接受无常，从而获得更扎实的存在感。\",\n \"hn\": {\n \"id\": 49129990,\n \"type\": \"story\",\n \"by\": \"walterbell\",\n \"score\": 172,\n \"descendants\": 94,\n \"time\": 1785543900,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49129990\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 2.66\n },\n {\n \"title_en\": \"Flint: A Visualization Language for the AI Era\",\n \"url\": \"https://microsoft.github.io/flint-chart/\",\n \"title_zh\": \"Flint：面向 AI 时代的可视化语言\",\n \"created_display\": \"Created: Jul 31, 2026 / 19:45 PT\",\n \"image_url\": null,\n \"summary_en\": \"Flint is a visualization language designed for the AI era, enabling concise declarative charts. It emphasizes interoperability with contemporary data tooling, potentially speeding up data storytelling and experimentation for developers and data scientists.\",\n \"summary_zh\": \"Flint 是为 AI 时代设计的可视化语言，采用简洁的声明式语法来构建图表。它强调与现有数据工具栈的互操作性，有望帮助开发者和数据科学家更快地进行数据讲解与实验。\",\n \"hn\": {\n \"id\": 49130604,\n \"type\": \"story\",\n \"by\": \"vinhnx\",\n \"score\": 98,\n \"descendants\": 31,\n \"time\": 1785552309,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130604\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 2.43\n },\n {\n \"title_en\": \"The development pipeline is a production system\",\n \"url\": \"https://sundry.jerryorr.com/2026/07/31/development-pipeline-is-a-production-system\",\n \"title_zh\": \"开发流水线其实是一个生产系统\",\n \"created_display\": \"Created: Jul 31, 2026 / 20:16 PT\",\n \"image_url\": \"https://sundry.jerryorr.com/images/mastodon-icon-black.svg\",\n \"summary_en\": \"This piece argues that CI/CD pipelines deserve production-grade treatment, with reliability, observability, and change control baked in. Treating the pipeline as a live system helps teams achieve safer deployments and faster iteration.\",\n \"summary_zh\": \"本文主张将持续集成/持续交付流水线视为生产系统对待，注入可靠性、可观测性与变更控制等生产级实践。把流水线当成活态系统，有助于实现更安全的部署和更快的迭代。\",\n \"hn\": {\n \"id\": 49130726,\n \"type\": \"story\",\n \"by\": \"firefoxd\",\n \"score\": 70,\n \"descendants\": 23,\n \"time\": 1785554169,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130726\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 1.95\n },\n {\n \"title_en\": \"DeepSeek-V4-Flash Update\",\n \"url\": \"https://api-docs.deepseek.com/updates/\",\n \"title_zh\": \"DeepSeek-V4-Flash 更新\",\n \"created_display\": \"Created: Jul 30, 2026 / 23:08 PT\",\n \"image_url\": \"https://api-docs.deepseek.com/img/deepseek-social-card.jpeg\",\n \"summary_en\": \"DeepSeek releases a firmware update for the V4 Flash platform, focusing on stability, performance, and new features for data indexing and retrieval. The update underscores ongoing optimization of flash-based search systems and developer tooling.\",\n \"summary_zh\": \"DeepSeek 为 V4 Flash 平台推出固件更新，聚焦稳定性、性能，并带来对数据索引与检索的新功能。此次更新凸显对基于闪存的搜索系统及开发工具的持续优化。\",\n \"hn\": {\n \"id\": 49119559,\n \"type\": \"story\",\n \"by\": \"dnhkng\",\n \"score\": 694,\n \"descendants\": 330,\n \"time\": 1785478116,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119559\"\n },\n \"tags\": [\n \"Hardware\",\n \"Data\"\n ],\n \"hot_score\": 1.68\n },\n {\n \"title_en\": \"DeepSeek V4 Flash 0731 Intelligence, Performance and Price Analysis\",\n \"url\": \"https://artificialanalysis.ai/models/deepseek-v4-flash\",\n \"title_zh\": \"DeepSeek V4 Flash 0731：智能、性能与性价比分析\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:59 PT\",\n \"image_url\": null,\n \"summary_en\": \"DeepSeek V4 Flash 0731 is assessed across intelligence, performance, and price, highlighting where it excels and where costs rise. The analysis helps buyers weigh value when choosing between models for inference workloads and edge deployments.\",\n \"summary_zh\": \"对DeepSeek V4 Flash 0731在智能能力、性能和性价比方面进行了评测，点出其强项与成本权衡。分析为在推理任务及边缘部署中选型提供价值判断。\",\n \"hn\": {\n \"id\": 49120299,\n \"type\": \"story\",\n \"by\": \"theanonymousone\",\n \"score\": 554,\n \"descendants\": 296,\n \"time\": 1785484751,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120299\"\n },\n \"tags\": [\n \"AI\",\n \"Business\"\n ],\n \"hot_score\": 1.51\n },\n {\n \"title_en\": \"The End of an Era\",\n \"url\": \"https://hughhowey.com/the-end-of-an-era/\",\n \"title_zh\": \"一个时代的终结\",\n \"created_display\": \"Created: Jul 31, 2026 / 04:51 PT\",\n \"image_url\": \"https://hughhowey.com/wp-content/uploads/2026/07/Screenshot-2026-07-31-at-6.22.53-AM-1024x516.png\",\n \"summary_en\": \"Howey’s piece reflects on the end of an era in publishing, likely driven by AI, digital distribution, and changing reader behavior. It argues the industry is transitioning to a new era where authors retain more control and new business models emerge.\",\n \"summary_zh\": \"Howey 的文章声称一个时代在出版界落幕，受AI、数字发行与读者行为变化推动。作者认为行业正在向一个新纪元转变，作者掌控力增强，新商业模式正在形成。\",\n \"hn\": {\n \"id\": 49121980,\n \"type\": \"story\",\n \"by\": \"harscoat\",\n \"score\": 403,\n \"descendants\": 426,\n \"time\": 1785498706,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121980\"\n },\n \"tags\": [\n \"Business\",\n \"Culture\",\n \"AI\"\n ],\n \"hot_score\": 1.46\n },\n {\n \"title_en\": \"Severance\",\n \"url\": \"https://lcamtuf.substack.com/p/severance\",\n \"title_zh\": \"Severance（离职补偿的思考）\",\n \"created_display\": \"Created: Jul 31, 2026 / 10:15 PT\",\n \"image_url\": null,\n \"summary_en\": \"Severance explores the concept of severance from both personal and organizational perspectives, examining the implications of termination and how severance policies shape career transitions.\",\n \"summary_zh\": \"Severance 探讨“ severance ”的概念，从个人与组织角度分析解雇与离职补偿的含义及其对职业转型的影响。\",\n \"hn\": {\n \"id\": 49125971,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 241,\n \"descendants\": 78,\n \"time\": 1785518109,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49125971\"\n },\n \"tags\": [\n \"Career\",\n \"Legal\"\n ],\n \"hot_score\": 1.42\n },\n {\n \"title_en\": \"Google fixed more Chrome bugs in June than over the past two years, thanks to AI\",\n \"url\": \"https://blog.google/security/chrome-stronger-with-every-update/\",\n \"title_zh\": \"谷歌靠 AI，在六月修复的 Chrome 漏洞数量超过过去两年总和\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:29 PT\",\n \"image_url\": \"https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Screenshot_2026-07-17_at_5.00.43PM.width-1300.png\",\n \"summary_en\": \"Google credits AI-assisted triage and patch generation for fixing more Chrome bugs in June than in the previous two years combined. This shows how AI tooling can accelerate vulnerability response and elevate browser hardening. It could foreshadow broader shifts in security workflows across software teams.\",\n \"summary_zh\": \"谷歌称借助 AI 的分流与补丁生成，六月修复的 Chrome 漏洞数量超过过去两年的总和。这显示出 AI 工具能加速漏洞响应、提升浏览器安全性。此举或预示软件团队在安全工作流程上的更广泛变革。\",\n \"hn\": {\n \"id\": 49120097,\n \"type\": \"story\",\n \"by\": \"Garbage\",\n \"score\": 503,\n \"descendants\": 519,\n \"time\": 1785482962,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120097\"\n },\n \"tags\": [\n \"AI\",\n \"Security\",\n \"Web\"\n ],\n \"hot_score\": 1.33\n },\n {\n \"title_en\": \"Big Food vs. the People\",\n \"url\": \"https://www.lighthousereports.com/investigation/big-food-vs-the-people/\",\n \"title_zh\": \"大食品与公众的博弈\",\n \"created_display\": \"Created: Jul 31, 2026 / 09:04 PT\",\n \"image_url\": \"https://www.lighthousereports.com/wp-content/uploads/2026/07/Website-Illustration.jpg\",\n \"summary_en\": \"An investigative report reveals how powerful food companies influence policy, research, and public trust. It details tactics like lobbying, funding favorable studies, and shaping regulatory debates, with implications for labeling, safety standards, and consumer prices.\",\n \"summary_zh\": \"这是一项关于大型食品公司如何影响政策、研究与公众信任的深入调查。文中揭示了游说、资助有利研究，以及对监管辩论的影响，对标签、安全标准和消费者价格具有重要影响。\",\n \"hn\": {\n \"id\": 49124858,\n \"type\": \"story\",\n \"by\": \"jruohonen\",\n \"score\": 226,\n \"descendants\": 143,\n \"time\": 1785513872,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124858\"\n },\n \"tags\": [\n \"Politics\",\n \"Business\"\n ],\n \"hot_score\": 1.19\n },\n {\n \"title_en\": \"Show HN: I worked on a new browser for 2 years, today it passed Acid 3\",\n \"url\": \"https://code.intellios.ai/cwbrowser/\",\n \"title_zh\": \"Show HN：我花两年开发的新浏览器，现已通过 Acid3 测试\",\n \"created_display\": \"Created: Jul 31, 2026 / 14:39 PT\",\n \"image_url\": \"https://code.intellios.ai/cwbrowser/screenshot.png\",\n \"summary_en\": \"After years of work, the browser hits Acid3, marking a milestone in standards conformance. It offers a case study in building a fresh browser engine from scratch and the hardware- and software-related challenges involved.\",\n \"summary_zh\": \"经过数年的努力，新浏览器终于通过 Acid3，标志着对网页标准的重大符合性。该项目提供了从零开始构建浏览器引擎的实践案例，以及相关的软硬件挑战。\",\n \"hn\": {\n \"id\": 49128826,\n \"type\": \"story\",\n \"by\": \"coolwulf\",\n \"score\": 117,\n \"descendants\": 34,\n \"time\": 1785533992,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49128826\"\n },\n \"tags\": [\n \"Show HN\",\n \"Programming\",\n \"Hardware\",\n \"Web\"\n ],\n \"hot_score\": 1.17\n },\n {\n \"title_en\": \"A week in Matrix\",\n \"url\": \"https://piegames.de/dumps/a-week-in-matrix/\",\n \"title_zh\": \"Matrix 一周观察\",\n \"created_display\": \"Created: Jul 31, 2026 / 18:35 PT\",\n \"image_url\": \"https://piegames.de/moon.svg\",\n \"summary_en\": \"Offers a snapshot of recent activity in the Matrix ecosystem, from client updates to federation tweaks and community projects. It underscores Matrix as a live case study in open, federated communication and data sovereignty.\",\n \"summary_zh\": \"Matrix 一周观察汇总了最近一周在去中心化通信协议中的动态，如客户端更新、联邦改进和社区项目的进展。Matrix 作为开放式、跨机构通信的实践案例，展示了去中心化协作的机遇与挑战。\",\n \"hn\": {\n \"id\": 49130295,\n \"type\": \"story\",\n \"by\": \"Kesseki\",\n \"score\": 57,\n \"descendants\": 32,\n \"time\": 1785548153,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49130295\"\n },\n \"hot_score\": 1.09,\n \"tags\": [\n \"Open Source\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"Run Kimi K3 using 29 GB of RAM at 0.50 tok/s\",\n \"url\": \"https://github.com/sqliteai/waste\",\n \"title_zh\": \"用 29 GB RAM 运行 Kimi K3，吞吐约 0.5 token/s\",\n \"created_display\": \"Created: Jul 31, 2026 / 07:12 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/ac40abe893f8b3a4f335863b4b8a73a43263d5ef75a5a2cf6943702c60b14777/sqliteai/waste\",\n \"summary_en\": \"A performance-focused post demonstrates running the Kimi K3 model within 29 GB RAM, achieving around 0.5 tokens per second, highlighting the trade-offs between memory and speed on constrained hardware.\",\n \"summary_zh\": \"该文展示在 29 GB RAM 条件下运行 Kimi K3 的性能，吞吐约每秒 0.5 个 token，突显在资源受限条件下内存与速度的权衡。\",\n \"hn\": {\n \"id\": 49123386,\n \"type\": \"story\",\n \"by\": \"marcobambini\",\n \"score\": 238,\n \"descendants\": 96,\n \"time\": 1785507158,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123386\"\n },\n \"tags\": [\n \"AI\",\n \"Hardware\"\n ],\n \"hot_score\": 1.05\n },\n {\n \"title_en\": \"Golang proposal: container/: generic collection types\",\n \"url\": \"https://github.com/golang/go/issues/80590\",\n \"title_zh\": \"Go 提案：container/ 包中的泛型集合类型\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:39 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/becc3e0a8052df490394f2e47ebbb9ab388705ba082586322e41183adc4301bf/golang/go/issues/80590\",\n \"summary_en\": \"Go proposal to introduce generic collection types in the container/: package aims to provide type-safe, reusable data structures while preserving Go's simplicity.\",\n \"summary_zh\": \"Go 社区提出在 container/ 包中引入泛型集合类型的提案，目标是在保持简洁的前提下提供类型安全、可重用的数据结构。\",\n \"hn\": {\n \"id\": 49127031,\n \"type\": \"story\",\n \"by\": \"jabits\",\n \"score\": 148,\n \"descendants\": 116,\n \"time\": 1785523187,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127031\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 1.02\n },\n {\n \"title_en\": \"Getting 25 Gbps Thunderbolt Ethernet on My Mac Studio\",\n \"url\": \"https://www.jeffgeerling.com/blog/2026/getting-25g-ethernet-mac-thunderbolt/\",\n \"title_zh\": \"在 Mac Studio 上实现 25 Gbps Thunderbolt 以太网\",\n \"created_display\": \"Created: Jul 31, 2026 / 09:15 PT\",\n \"image_url\": \"https://www.jeffgeerling.com/blog/2026/getting-25g-ethernet-mac-thunderbolt/mac-studio-ports-full-back-ethernet.jpg\",\n \"summary_en\": \"A guide showing how to achieve 25 Gbps Ethernet on a Mac Studio using a Thunderbolt adapter and a 25G NIC, including setup steps and real-world throughput observations.\",\n \"summary_zh\": \"展示如何通过 Thunderbolt 适配器和 25G NIC，在 Mac Studio 上实现 25 Gbps 以太网，以及相应的设置与实际吞吐表现。\",\n \"hn\": {\n \"id\": 49125034,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 186,\n \"descendants\": 95,\n \"time\": 1785514531,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49125034\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.99\n },\n {\n \"title_en\": \"June in Servo: real world compat, media queries, SharedWorker, and more\",\n \"url\": \"https://servo.org/blog/2026/07/31/june-in-servo/\",\n \"title_zh\": \"Servo 的六月更新：真实世界兼容性、媒体查询、SharedWorker 等\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:17 PT\",\n \"image_url\": \"https://servo.org/svg/servo-color-positive.svg\",\n \"summary_en\": \"June in Servo covers real-world compatibility work, media query support, SharedWorker improvements, and other performance and API enhancements that affect web app compatibility and developer ergonomics.\",\n \"summary_zh\": \"Servo 项目在六月更新中聚焦实际兼容性工作、媒体查询支持、SharedWorker 改进以及其他提升性能与 API 的改进，影响开发者工作流与网页兼容性。\",\n \"hn\": {\n \"id\": 49126765,\n \"type\": \"story\",\n \"by\": \"iamnothere\",\n \"score\": 140,\n \"descendants\": 47,\n \"time\": 1785521872,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126765\"\n },\n \"tags\": [\n \"Open Source\",\n \"Web\"\n ],\n \"hot_score\": 0.92\n },\n {\n \"title_en\": \"The most official water costs $120k a gallon\",\n \"url\": \"https://signoregalilei.com/2026/07/26/the-most-official-water-costs-120000-a-gallon/\",\n \"title_zh\": \"官方水成本最高到每加仑 12 万美元\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:00 PT\",\n \"image_url\": \"https://signoregalilei.com/wp-content/uploads/2026/07/SMOW-1_VSMOW_original_container.png\",\n \"summary_en\": \"A quirky investigation into ultra-pure water used for sensitive experiments reveals prices that can reach six figures per gallon due to purification, certification, and scarcity. The post explains why certain water specs matter for labs and tech manufacturing, and what that implies for sourcing and budgets.\",\n \"summary_zh\": \"关于超纯水在高精度实验中的应用成本，单加仑价格竟高达 12 万美元，背后是纯化、认证与稀缺性。文章解释为何某些用水规格对实验和制造至关重要，以及采购与预算的影响。\",\n \"hn\": {\n \"id\": 49124042,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 178,\n \"descendants\": 145,\n \"time\": 1785510015,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124042\"\n },\n \"tags\": [\n \"Science\",\n \"Business\"\n ],\n \"hot_score\": 0.84\n },\n {\n \"title_en\": \"Is AI reasoning right for the wrong reasons?\",\n \"url\": \"https://www.quantamagazine.org/is-ai-reasoning-right-for-the-wrong-reasons-20260731/\",\n \"title_zh\": \"AI 推理是否用错了理由？\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:29 PT\",\n \"image_url\": \"https://www.quantamagazine.org/wp-content/uploads/2026/07/AI-Reasoning-cr.Celsius-Pictor-Social.jpg\",\n \"summary_en\": \"AI reasoning often yields correct outputs for the right reasons, but recent work suggests it can arrive at the right answers for the wrong reasons, challenging interpretability.\",\n \"summary_zh\": \"AI 推理并不总是基于正确的内部理由而得出正确答案，近期研究指出可能因错误原因而“对”出结果，这对可解释性带来挑战。本文探讨模型如何形成内部推理，以及这对实际部署中的可靠性、安全性与评估意味着什么。\",\n \"hn\": {\n \"id\": 49124358,\n \"type\": \"story\",\n \"by\": \"retupmoc01\",\n \"score\": 159,\n \"descendants\": 182,\n \"time\": 1785511779,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124358\"\n },\n \"tags\": [\n \"AI\",\n \"Science\"\n ],\n \"hot_score\": 0.79\n },\n {\n \"title_en\": \"Everyone is building LLM routers, we deprecated ours\",\n \"url\": \"https://manifest.build/blog/why-we-deprecated-our-llm-router/\",\n \"title_zh\": \"人人都在构建 LLM 路由器，我们放弃了自己的\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:06 PT\",\n \"image_url\": \"https://manifest.build/images/blog/why-we-deprecated-our-llm-router.png\",\n \"summary_en\": \"A startup explains why they deprecated their own LLM router after watching others adopt similar approaches, citing diminishing returns, complexity, or security concerns. The takeaway: manage infrastructure debt when tooling around LLMs to avoid fragmentation.\",\n \"summary_zh\": \"看到越来越多的 LLM 路由器，但作者表示放弃了自己的实现，原因包括收益递减、系统复杂性与安全性顾虑。强调在围绕 LLM 的基础设施上要控制债务与碎片化。\",\n \"hn\": {\n \"id\": 49126630,\n \"type\": \"story\",\n \"by\": \"brunaxLorax\",\n \"score\": 117,\n \"descendants\": 72,\n \"time\": 1785521199,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126630\"\n },\n \"tags\": [\n \"Startups\",\n \"Programming\",\n \"AI\",\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 0.75\n },\n {\n \"title_en\": \"Dubious research tied to Red Bull has shaped energy drink policy\",\n \"url\": \"https://www.theexamination.org/articles/red-bull-funded-research-energy-drinks-alcohol\",\n \"title_zh\": \"与红牛相关的可疑研究影响了能量饮料政策\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:58 PT\",\n \"image_url\": \"https://www.theexamination.org/api/ogimage?image=https%3A%2F%2Fa.storyblok.com%2Ff%2F212662%2F1920x1080%2Fccac55414b%2Fbeverages_story-1_top-art.jpg&title=Is+it+safe+to+drink+Red+Bull+and+vodka%3F+Dubious+research+tied+to+the+company+has+shaped+energy+drink+policy.&theme=blue&date=2026-07-30T04%3A00%3A02.086Z\",\n \"summary_en\": \"Reports on dubious research funded by Red Bull that influenced energy drink policy, raising questions about conflicts of interest and the integrity of policy advice.\",\n \"summary_zh\": \"报道指出红牛资助的可疑研究曾影响能量饮料政策，引发对利益冲突与政策建议可信度的质疑。\",\n \"hn\": {\n \"id\": 49124738,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 136,\n \"descendants\": 204,\n \"time\": 1785513495,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124738\"\n },\n \"tags\": [\n \"Politics\",\n \"Business\",\n \"Energy\"\n ],\n \"hot_score\": 0.7\n },\n {\n \"title_en\": \"Algorithms on billion-scale graph using 10GB RAM: I love DataFusion\",\n \"url\": \"https://semyonsinchenko.github.io/ssinchenko/post/datafusion-graphs-cc-2/\",\n \"title_zh\": \"在 10GB RAM 下对十亿规模图进行算法计算：我爱 DataFusion\",\n \"created_display\": \"Created: Jul 31, 2026 / 08:53 PT\",\n \"image_url\": \"https://semyonsinchenko.github.io/ssinchenko/images/Internet_map_1024.jpg\",\n \"summary_en\": \"A technical write-up demonstrates how to run graph algorithms on billion-edge graphs within a modest 10GB RAM using DataFusion, showing memory-efficient strategies and data fusion techniques. It showcases how open-source data processing stacks can handle huge graphs with practical hardware.\",\n \"summary_zh\": \"利用 DataFusion，在仅 10GB RAM 的条件下对十亿规模图进行算法处理，展示内存友好型的数据处理方法。展示开源数据处理栈在普通硬件上的可行性。\",\n \"hn\": {\n \"id\": 49124658,\n \"type\": \"story\",\n \"by\": \"speckx\",\n \"score\": 117,\n \"descendants\": 32,\n \"time\": 1785513217,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49124658\"\n },\n \"tags\": [\n \"Data\",\n \"Open Source\",\n \"Hardware\"\n ],\n \"hot_score\": 0.6\n },\n {\n \"title_en\": \"Using the railway network as a flatbed scanner [video]\",\n \"url\": \"https://media.ccc.de/v/emf2026-74-1-using-the-railway-network-as-a-flatbed-scanner\",\n \"title_zh\": \"把铁路网络当作平板扫描仪使用（视频）\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:30 PT\",\n \"image_url\": \"https://static.media.ccc.de/media/events/emf/2026/7401-a5fdc3db-2879-551b-80b1-fd11f5a1ae73_preview.jpg\",\n \"summary_en\": \"Showcases a video about turning the railway network into a sensors-based scanning platform, leveraging ambient signals to gather environmental or infrastructure data.\",\n \"summary_zh\": \"展示了将铁路网络用作传感式扫描平台的视频，利用环境信号来收集环境或基础设施数据。\",\n \"hn\": {\n \"id\": 49126919,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 73,\n \"descendants\": 31,\n \"time\": 1785522644,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126919\"\n },\n \"tags\": [\n \"Science\",\n \"DevOps\"\n ],\n \"hot_score\": 0.49\n },\n {\n \"title_en\": \"Progressive Web Components\",\n \"url\": \"https://arielsalminen.com/2026/progressive-web-components/\",\n \"title_zh\": \"渐进式网页组件\",\n \"created_display\": \"Created: Jul 31, 2026 / 03:04 PT\",\n \"image_url\": \"https://arielsalminen.com/img/social/2026-progressive-web-components-preview.jpeg\",\n \"summary_en\": \"The piece surveys Progressive Web Components as a way to build reusable, platform-agnostic UI components for modern web apps. It highlights how combining web components with service workers and offline capabilities can deliver reliable, fast experiences, while noting remaining standards and tooling gaps.\",\n \"summary_zh\": \"本文概述渐进式网页组件在现代网页应用中作为可重用、跨平台 UI 组件的实践。将 Web 组件与服务工作者和离线能力结合，可带来可靠且快速的体验，同时也指出标准与工具链尚存的空缺。\",\n \"hn\": {\n \"id\": 49121196,\n \"type\": \"story\",\n \"by\": \"hosteur\",\n \"score\": 147,\n \"descendants\": 27,\n \"time\": 1785492280,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121196\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.46\n },\n {\n \"title_en\": \"Demystifying DRAM Read Disturbance: RowHammer and RowPress Phenomena\",\n \"url\": \"https://arxiv.org/abs/2607.28233\",\n \"title_zh\": \"破解 DRAM 读取干扰：RowHammer 与 RowPress\",\n \"created_display\": \"Created: Jul 31, 2026 / 13:44 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"Explains how DRAM can suffer read disturbance, notably RowHammer and RowPress phenomena, where repeated reads can flip nearby bits. It surveys susceptibility across memory types, historical mitigations (ECC, target refresh), and implications for security and reliability in data centers.\",\n \"summary_zh\": \"本文解释了 DRAM 读取干扰现象，特别是 RowHammer 与 RowPress，重复读取可能导致相邻位翻转。它回顾了对不同内存类型的脆弱性、历史上的缓解措施（ECC、定点刷新）及对数据中心安全与可靠性的影响。\",\n \"hn\": {\n \"id\": 49128323,\n \"type\": \"story\",\n \"by\": \"Jimmc414\",\n \"score\": 49,\n \"descendants\": 26,\n \"time\": 1785530669,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49128323\"\n },\n \"tags\": [\n \"Hardware\",\n \"Security\"\n ],\n \"hot_score\": 0.43\n },\n {\n \"title_en\": \"Termixer (TUI DJ Mixer)\",\n \"url\": \"https://github.com/l00sed/termixer\",\n \"title_zh\": \"Termixer（基于文本界面的 DJ 混音器）\",\n \"created_display\": \"Created: Jul 31, 2026 / 11:28 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/720b9bd7f81f95f256070097ccaa186bca14a43875ccb2f13b6ebced304af062/l00sed/termixer\",\n \"summary_en\": \"Termixer is a terminal-based DJ mixer UI built with a TUI framework, enabling live mixing in a console environment. It demonstrates how creative CLI tools can replace GUI workflows and offer lightweight, scriptable audio control.\",\n \"summary_zh\": \"Termixer 是一个在终端运行的 DJ 混音器界面，演示了如何在无 GUI 的环境中进行现场混音。它凸显了 CLI 工具在音频工作流中的创新用途，以及轻量化、可脚本化的控制方式。\",\n \"hn\": {\n \"id\": 49126883,\n \"type\": \"story\",\n \"by\": \"l00sed\",\n \"score\": 63,\n \"descendants\": 40,\n \"time\": 1785522488,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49126883\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.42\n },\n {\n \"title_en\": \"Danube's record low levels force shutdown of Hungary's only nuclear plant\",\n \"url\": \"https://www.bbc.com/news/articles/cn0nqv05g0do\",\n \"title_zh\": \"多瑙河纪录低位迫使匈牙利唯一核电厂停运\",\n \"created_display\": \"Created: Jul 31, 2026 / 00:33 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/b843/live/97441f30-8c37-11f1-b2ab-0dd01740f9f6.jpg\",\n \"summary_en\": \"Record-low Danube water levels forced Hungary to shut down its only nuclear plant for safety, highlighting climate variability risks to critical energy infrastructure and cross-border energy implications.\",\n \"summary_zh\": \"多瑙河水位创纪录低点，迫使匈牙利出于安全考虑停运其唯一核电厂，凸显气候波动对关键能源基础设施的风险及跨境能源影响。\",\n \"hn\": {\n \"id\": 49120120,\n \"type\": \"story\",\n \"by\": \"vrganj\",\n \"score\": 147,\n \"descendants\": 155,\n \"time\": 1785483190,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49120120\"\n },\n \"tags\": [\n \"Energy\",\n \"DevOps\"\n ],\n \"hot_score\": 0.39\n },\n {\n \"title_en\": \"Investigating three real-world incidents in our cybersecurity evaluations\",\n \"url\": \"https://www.anthropic.com/news/investigating-incidents-cybersecurity-evals\",\n \"title_zh\": \"我们在网络安全评估中对三起真实事件进行调查\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:00 PT\",\n \"image_url\": \"https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Lock&backgroundColor=heather\",\n \"summary_en\": \"Anthropic reviews three real-world cybersecurity incidents to probe the robustness of AI safety evaluations. The incidents reveal practical gaps in threat modeling, incident response, and governance that researchers must address to keep systems secure.\",\n \"summary_zh\": \"Anthropic 对三起现实世界的网络安全事件进行评估，揭示 AI 安全评估在真实环境中的不足。研究强调威胁建模、事件响应与治理等方面需要改进。\",\n \"hn\": {\n \"id\": 49116922,\n \"type\": \"story\",\n \"by\": \"surprisetalk\",\n \"score\": 229,\n \"descendants\": 184,\n \"time\": 1785452451,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49116922\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.37\n },\n {\n \"title_en\": \"Authorize, don't authenticate\",\n \"url\": \"https://blog.marcua.net/2026/07/31/authorize-dont-authenticate.html\",\n \"title_zh\": \"授权，而非认证\",\n \"created_display\": \"Created: Jul 31, 2026 / 07:17 PT\",\n \"image_url\": \"https://blog.marcua.net/assets/images/og/authorize-dont-authenticate.png\",\n \"summary_en\": \"Argues for focusing on authorization over authentication in design and security, arguing that verifying who you are is less important than enforcing what they can do. It advocates for fine-grained, resource-based access controls to scale across services.\",\n \"summary_zh\": \"主张在设计与安全中优先授权而非认证，强调对资源的访问控制比逐一验证身份更重要。倡导在服务间实现细粒度、基于资源的访问控制以实现可扩展性。\",\n \"hn\": {\n \"id\": 49123468,\n \"type\": \"story\",\n \"by\": \"marcua\",\n \"score\": 85,\n \"descendants\": 32,\n \"time\": 1785507463,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123468\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.37\n },\n {\n \"title_en\": \"Anti-fraud tools can't keep pace with robocall scammers\",\n \"url\": \"https://broadbandbreakfast.com/how-to-fight-back-against-fraudulent-robocalls/\",\n \"title_zh\": \"防诈骗工具难以跟上机器人电话骗子的步伐\",\n \"created_display\": \"Created: Jul 31, 2026 / 06:28 PT\",\n \"image_url\": \"https://storage.ghost.io/c/29/97/29976d9d-89ea-4c77-8c0b-0e8a0eafed35/content/images/2026/07/photo-1740479049014-274a2c756317.jpeg\",\n \"summary_en\": \"A critique of current anti-fraud tools notes that robocall scammers adapt faster than defenses, calling for stronger authentication, better reporting, and user education.\",\n \"summary_zh\": \"对当前防欺诈工具在对抗机器人电话诈骗方面的有效性提出批评，指出骗子的适应性强于防御措施，呼吁加强认证、报告与用户教育。\",\n \"hn\": {\n \"id\": 49122882,\n \"type\": \"story\",\n \"by\": \"dredmorbius\",\n \"score\": 76,\n \"descendants\": 112,\n \"time\": 1785504485,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49122882\"\n },\n \"tags\": [\n \"Security\",\n \"Education\"\n ],\n \"hot_score\": 0.31\n },\n {\n \"title_en\": \"Clockwise/Spiral Rule (1994)\",\n \"url\": \"https://c-faq.com/decl/spiral.anderson.html\",\n \"title_zh\": \"1994 年的顺时针/螺旋规则\",\n \"created_display\": \"Created: Jul 31, 2026 / 06:56 PT\",\n \"image_url\": null,\n \"summary_en\": \"Explains the Clockwise/Spiral Rule from 1994, likely a programming or math puzzle about spiral patterns or methods.\",\n \"summary_zh\": \"介绍1994年的顺时针/螺旋规则，展示关于螺旋模式的简单启发式方法及其应用。\",\n \"hn\": {\n \"id\": 49123199,\n \"type\": \"story\",\n \"by\": \"etrvic\",\n \"score\": 65,\n \"descendants\": 48,\n \"time\": 1785506191,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49123199\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"Increasing the lifespan of a bulb makes it worse in every other way\",\n \"url\": \"https://maurycyz.com/misc/tungsten/\",\n \"title_zh\": \"延长灯泡寿命在其他方面反而更糟\",\n \"created_display\": \"Created: Jul 31, 2026 / 04:34 PT\",\n \"image_url\": \"https://maurycyz.com/misc/tungsten/centenial2.jpg\",\n \"summary_en\": \"Examines how extending the lifespan of a bulb can have unintended downsides, such as reduced efficiency, higher material use, or environmental impact, especially for tungsten-based bulbs. It argues for balanced optimization that weighs durability against energy use and lifecycle concerns.\",\n \"summary_zh\": \"探讨延长灯泡寿命可能带来的副作用，如效率下降、材料成本增加或环境影响，特别是针对钨丝灯泡。强调在追求耐用性的同时，也要兼顾能效与生命周期问题。\",\n \"hn\": {\n \"id\": 49121849,\n \"type\": \"story\",\n \"by\": \"tonyg\",\n \"score\": 76,\n \"descendants\": 73,\n \"time\": 1785497664,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49121849\"\n },\n \"hot_score\": 0.27,\n \"tags\": [\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"Predictive Speculative KV Replication for Bursty LLM Inference\",\n \"url\": \"https://jwlabs.vercel.app/post/biting-the-bullet\",\n \"title_zh\": \"面向突发LLM推理的预测性 KV 复制\",\n \"created_display\": \"Created: Jul 31, 2026 / 12:55 PT\",\n \"image_url\": null,\n \"summary_en\": \"Describes a technique to prefetch and speculate on KV store values to accelerate bursty LLM inference, reducing latency during spikes and edge cases.\",\n \"summary_zh\": \"介绍了一种通过预测性对键值存储进行探测与推断来加速突发式的 LLM 推理的技术，在推理高峰时降低延迟。\",\n \"hn\": {\n \"id\": 49127874,\n \"type\": \"story\",\n \"by\": \"shreybirmiwal\",\n \"score\": 35,\n \"descendants\": 4,\n \"time\": 1785527741,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49127874\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.27\n },\n {\n \"title_en\": \"Show HN: What should the GUI for AI agents look like?\",\n \"url\": \"https://marbleos.com/demo\",\n \"title_zh\": \"Show HN：AI 代理的 GUI 应该长成什么样？\",\n \"created_display\": \"Created: Jul 30, 2026 / 22:17 PT\",\n \"image_url\": \"https://marbleos.com/hn-og.png\",\n \"summary_en\": \"Show HN explores what a GUI for AI agents should look like, highlighting interface ideas for control, transparency, and collaboration with autonomous tools.\",\n \"summary_zh\": \"Show HN 探讨 AI 代理的图形界面应如何设计，提出用于控制、透明度与协同的界面思路。\",\n \"hn\": {\n \"id\": 49119274,\n \"type\": \"story\",\n \"by\": \"akbabu\",\n \"score\": 115,\n \"descendants\": 65,\n \"time\": 1785475049,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119274\"\n },\n \"tags\": [\n \"Show HN\",\n \"AI\"\n ],\n \"hot_score\": 0.26\n },\n {\n \"title_en\": \"Unearthing my 1996 windowed OS in machine code for Am29000 homebrew computer\",\n \"url\": \"https://nanochess.org/the_am29000_computer.html\",\n \"title_zh\": \"在 Am29000 自制计算机上 1996 年窗口化操作系统的机器码挖掘\",\n \"created_display\": \"Created: Jul 31, 2026 / 14:57 PT\",\n \"image_url\": \"https://nanochess.org/img/am29k_7.jpg\",\n \"summary_en\": \"Chronicles reverse-engineering a 1996 windowed OS for an Am29000-based homebrew computer, sharing insights into retro computing, preservation, and the joy of digging through old firmware.\",\n \"summary_zh\": \"记录一位爱好者在 Am29000 自制电脑上逆向工程 1996 年的窗口化操作系统的过程，涉及复古计算、软件保存与对早期固件的探索热情。\",\n \"hn\": {\n \"id\": 49129008,\n \"type\": \"story\",\n \"by\": \"nanochess\",\n \"score\": 23,\n \"descendants\": 2,\n \"time\": 1785535023,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49129008\"\n },\n \"hot_score\": 0.23,\n \"tags\": [\n \"Hardware\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Let's make the worst Htmx\",\n \"url\": \"https://zserge.com/posts/worst-htmx-ever/\",\n \"title_zh\": \"让我们把 Htmx 弄成最糟糕的用法\",\n \"created_display\": \"Created: Jul 30, 2026 / 22:16 PT\",\n \"image_url\": \"https://zserge.com/logo.png\",\n \"summary_en\": \"The author playfully experiments with deliberately bad Htmx usage to surface common anti-patterns and UX pitfalls. The takeaway is that careful design and clear progressive enhancement strategies matter for robust web apps.\",\n \"summary_zh\": \"作者通过故意糟糕的 Htmx 用法，揭示了常见的反模式与用户体验陷阱。核心观点是，谨慎的设计和清晰的渐进增强策略对构建稳健的网页应用至关重要。\",\n \"hn\": {\n \"id\": 49119270,\n \"type\": \"story\",\n \"by\": \"RebelPotato\",\n \"score\": 96,\n \"descendants\": 31,\n \"time\": 1785475005,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49119270\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.22\n },\n {\n \"title_en\": \"The Absurdity of Albert Camus\",\n \"url\": \"https://www.historytoday.com/archive/portrait-author-historian/absurdity-albert-camus\",\n \"title_zh\": \"阿尔贝·加缪的荒诞性\",\n \"created_display\": \"Created: Jul 30, 2026 / 16:21 PT\",\n \"image_url\": null,\n \"summary_en\": \"Examines Camus's notion of the absurd and why it remains influential in contemporary culture. The piece ties the philosophy to questions of meaning, ethics, and resilience in the face of uncertainty.\",\n \"summary_zh\": \"探讨加缪荒诞哲学的要义及其在当代文化中的持续影响。文章将这一思想与关于意义、伦理和在不确定性中保持韧性的议题联系起来。\",\n \"hn\": {\n \"id\": 49117089,\n \"type\": \"story\",\n \"by\": \"apollinaire\",\n \"score\": 107,\n \"descendants\": 53,\n \"time\": 1785453677,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49117089\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"Twenty-five years ago it was cryptography, today it's model weights\",\n \"url\": \"https://weeraman.com/because-we-can/\",\n \"title_zh\": \"二十五年前是密码学，如今是模型权重\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:31 PT\",\n \"image_url\": \"https://weeraman.com/images/because-we-can/because-we-can.jpg\",\n \"summary_en\": \"Twenty-five years after cryptography dominated discussions of secret protection, the article argues that trained model weights now function as the new, highly valuable asset. It explains how weights can leak capabilities, enable transfer learning, and complicate licensing and governance in AI ecosystems.\",\n \"summary_zh\": \"二十五年前，秘密保护的核心是密码学；如今，经过训练的模型权重成为新的高价值资产。权重可能泄露模型能力，便利迁移学习，也给许可、治理和安全带来新挑战，要求更高的可追溯性与保护措施。\",\n \"hn\": {\n \"id\": 49083599,\n \"type\": \"story\",\n \"by\": \"aweeraman\",\n \"score\": 237,\n \"descendants\": 120,\n \"time\": 1785245485,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49083599\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"Software for One\",\n \"url\": \"https://www.ajwaxman.com/writing/software-for-one\",\n \"title_zh\": \"一人软件\",\n \"created_display\": \"Created: Jul 29, 2026 / 05:29 PT\",\n \"image_url\": \"https://www.ajwaxman.com/og/software-for-one.png\",\n \"summary_en\": \"Argues for designing software around a single user, focusing on clarity, reliability, and minimalism rather than feature creep. Focusing on one audience can yield sharper UX, simpler maintenance, and faster iteration.\",\n \"summary_zh\": \"主张以单一用户为中心来设计软件，强调清晰、可靠和极简，而非追逐功能堆砌。聚焦于一个受众群体往往能带来更出色的用户体验、更简洁的维护以及更快的迭代。\",\n \"hn\": {\n \"id\": 49096605,\n \"type\": \"story\",\n \"by\": \"awaxman11\",\n \"score\": 95,\n \"descendants\": 77,\n \"time\": 1785328160,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096605\"\n },\n \"tags\": [\n \"Design\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"A past and future of trade secrets\",\n \"url\": \"https://www.cabinetmagazine.org/issues/70/kofen.php\",\n \"title_zh\": \"贸易秘密的过去与未来\",\n \"created_display\": \"Created: Jul 30, 2026 / 12:26 PT\",\n \"image_url\": \"https://cabinetmagazine.org/issues/70/cabinet_070_kofen_klara_facebook_twitter.jpg\",\n \"summary_en\": \"Explores how trade secrets evolved from traditional know-how to modern IP strategies, weighing incentives for secrecy against openness in technology, and discussing regulatory and ethical implications.\",\n \"summary_zh\": \"追溯贸易秘密的历史与未来，分析保密与开放在技术创新中的激励、法律与伦理影响，以及监管环境的演变。\",\n \"hn\": {\n \"id\": 49114527,\n \"type\": \"story\",\n \"by\": \"Hooke\",\n \"score\": 21,\n \"descendants\": 4,\n \"time\": 1785439578,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49114527\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Legal\",\n \"Business\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"The first transatlantic telegraph cable was a bold, beautiful failure (2019)\",\n \"url\": \"https://spectrum.ieee.org/the-first-transatlantic-telegraph-cable-was-a-bold-beautiful-failure\",\n \"title_zh\": \"第一条跨大西洋电报电缆：大胆而美丽的失败\",\n \"created_display\": \"Created: Jul 29, 2026 / 04:59 PT\",\n \"image_url\": \"https://spectrum.ieee.org/media-library/tiffany-s-transatlantic-cable-souvenir.jpg?id=25590015&width=1200&height=600&coordinates=0%2C155%2C0%2C155\",\n \"summary_en\": \"The first attempt to span the Atlantic with telegraph cables failed dramatically but catalyzed later breakthroughs. The story highlights how audacious engineering risks and incremental failures drive long-term progress in global communications.\",\n \"summary_zh\": \"首条跨大西洋电缆的尝试虽然轰然失败，却推动了后续的重大突破。故事凸显了大胆的工程风险与渐进性失败如何推动全球通讯的长期进步。\",\n \"hn\": {\n \"id\": 49096319,\n \"type\": \"story\",\n \"by\": \"sparsesignal\",\n \"score\": 41,\n \"descendants\": 17,\n \"time\": 1785326350,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096319\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Long Range Wi-Fi – Pushing 2.4 GHz Wi-Fi to the limits (2019)\",\n \"url\": \"https://www.phidgets.com/?view=articles&article=LongRangeWifi\",\n \"title_zh\": \"长距离 Wi‑Fi：将 2.4 GHz Wi‑Fi 推向极限（2019）\",\n \"created_display\": \"Created: Jul 28, 2026 / 06:59 PT\",\n \"image_url\": \"https://www.phidgets.com/LongRangeWifi/html/long_range_wifi.png\",\n \"summary_en\": \"A retrospective look at 2019 experiments pushing 2.4 GHz Wi‑Fi range, detailing antenna designs, power limits, and real-world coverage tradeoffs. The piece demonstrates that while dispersion and interference remain challenges, clever engineering can still yield meaningful improvements.\",\n \"summary_zh\": \"回顾 2019 年的长距离 2.4 GHz 无线网络实验，强调天线设计、功率边界与实际覆盖的取舍。尽管干扰仍是挑战，但巧妙的工程仍能带来显著的性能提升。\",\n \"hn\": {\n \"id\": 49084005,\n \"type\": \"story\",\n \"by\": \"rzk\",\n \"score\": 50,\n \"descendants\": 31,\n \"time\": 1785247154,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49084005\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Attention Decode on AMD MI450 GPUs: A Gluon Kernel Optimization Guide\",\n \"url\": \"https://rocm.blogs.amd.com/software-tools-optimization/gluon-attention-decode-mi450/README.html\",\n \"title_zh\": \"在 AMD MI450 GPU 上的 Attention Decode：Gluon 内核优化指南\",\n \"created_display\": \"Created: Jul 27, 2026 / 17:26 PT\",\n \"image_url\": \"https://rocm.blogs.amd.com/_images/software-tools-optimization-gluon-attention-decode-mi450-images-00-cover.webp\",\n \"summary_en\": \"Shows practical optimizations for attention decoding on AMD MI450 accelerators using Gluon kernels. It covers memory layout, tiling, and kernel fusion techniques to boost transformer throughput on AMD hardware.\",\n \"summary_zh\": \"展示在 AMD MI450 GPU 上使用 Gluon 内核对注意力解码进行优化的实用方法，涵盖内存布局、分块与内核融合等技巧，以提升在 AMD 硬件上的变换器工作负载吞吐量。\",\n \"hn\": {\n \"id\": 49077646,\n \"type\": \"story\",\n \"by\": \"matt_d\",\n \"score\": 24,\n \"descendants\": 0,\n \"time\": 1785198405,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49077646\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"A tiny holdout building in the middle of Macy’s is back in view\",\n \"url\": \"https://ephemeralnewyork.wordpress.com/2026/07/27/hidden-by-billboards-for-over-100-years-the-tiny-holdout-building-in-the-middle-of-macys-is-back-in-view/\",\n \"title_zh\": \"梅西百货中庭的一座小隐蔽建筑重新现身\",\n \"created_display\": \"Created: Jul 28, 2026 / 16:56 PT\",\n \"image_url\": \"https://ephemeralnewyork.wordpress.com/wp-content/uploads/2026/07/macys-department-store-seen-herald-130606694-copy.jpg\",\n \"summary_en\": \"A tiny holdout building hidden by billboards near Macy’s is now visible again, revealing a slice of urban architectural history. The rediscovery prompts reflection on how signage can obscure heritage and why such relics matter in a bustling cityscape.\",\n \"summary_zh\": \"被广告牌遮蔽超过一个世纪的一座梅西百货旁的小型隐匿建筑重新现身，揭示了城市建筑史的一小段记忆。此发现凸显招牌与立面如何遮蔽遗产，并促使人们重新关注城市中的历史痕迹。\",\n \"hn\": {\n \"id\": 49091614,\n \"type\": \"story\",\n \"by\": \"donohoe\",\n \"score\": 17,\n \"descendants\": 4,\n \"time\": 1785283005,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49091614\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"When Internal Memory Fails: A No-Solder Wii U Recovery\",\n \"url\": \"https://smolnero.com/posts/when-internal-memory-fails-a-no-solder-wii-u-recovery\",\n \"title_zh\": \"内部存储失效时：无需焊接的 Wii U 恢复\",\n \"created_display\": \"Created: Jul 28, 2026 / 07:14 PT\",\n \"image_url\": \"https://smolnero.com/social_previews/posts/when-internal-memory-fails-a-no-solder-wii-u-recovery.png\",\n \"summary_en\": \"Describes a no-solder recovery method for accessing data from Wii U when internal memory fails, using external adapters and non-destructive techniques. It highlights hands-on hardware tinkering and retro console preservation.\",\n \"summary_zh\": \"介绍在 Wii U 内部存储失效时，利用无需焊接的非破坏性方法与外部适配器进行数据恢复的做法，展示硬件爱好者在老旧主机保存中的动手能力。\",\n \"hn\": {\n \"id\": 49084215,\n \"type\": \"story\",\n \"by\": \"edgar_ortega\",\n \"score\": 9,\n \"descendants\": 2,\n \"time\": 1785248056,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49084215\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"G'mic 4.0: Squaring the Pixel, Easier\",\n \"url\": \"https://gmic.eu/gmic40/\",\n \"title_zh\": \"G'MIC 4.0：让像素处理更简单\",\n \"created_display\": \"Created: Jul 29, 2026 / 05:51 PT\",\n \"image_url\": \"https://gmic.eu/img/logo_header.jpg\",\n \"summary_en\": \"G'MIC 4.0 streamlines pixel-centric workflows, making image processing more approachable for artists and developers, with new filters and API improvements that simplify filters and pipeline integration.\",\n \"summary_zh\": \"G'MIC 4.0 让以像素为中心的工作流更易用，新增的滤镜与 API 改进降低了入门门槛，方便艺术家和开发者将处理流程整合进项目。\",\n \"hn\": {\n \"id\": 49096847,\n \"type\": \"story\",\n \"by\": \"dtschump\",\n \"score\": 5,\n \"descendants\": 1,\n \"time\": 1785329500,\n \"comments_url\": \"https://news.ycombinator.com/item?id=49096847\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ]\n }\n ]\n}"}}, "hackernews/2026/05/01/top_stories_05012026.md": {"ec5b2372893f9aac10bc95fa6fc0e5679fe7a86a": {"t": 1785747331.8492842, "n": 157311, "h": "54956fcf42dfb0de", "c": "---\nlayout: hn\ntitle: \"Hacker News — Trending (2026-05-01)\"\n---\n<h1 class='hn-h1'>Hacker News Daily — 2026-05-01 <span class='hn-mode-badge hn-mode-top'>Trending</span></h1>\n<div class='hn-nav'><a class='hn-nav-btn hn-prev' href='/hackernews/2026/04/30/top_stories_04302026'>‹ Prev day</a><a class='hn-nav-btn hn-nav-index' href='/hackernews/'>← Index</a><a class='hn-nav-btn hn-next' href='/hackernews/2026/05/02/top_stories_05022026'>Next day ›</a></div>\n<p class='hn-subtitle'>Scraped at 21:54, May 01, 2026 (PDT)</p>\n<hr class='hn-rule'/>\n<div class='hn-list'>\n<div class='hn-card' id='story-47983226' data-tags='Business,AI' data-hn-time='1777695155' data-hn-score='69' data-hot-score='11.27'>\n<div class='hn-body'>\n<p class='hn-title'>(1) <a href='https://www.ask.com/' target='_blank' rel='noopener noreferrer'>Ask Jeeves Shut Down</a></p>\n<p class='hn-meta'>Ask Jeeves 关闭</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 21:12 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47983226' target='_blank' rel='noopener noreferrer'>▲ 69</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47983226' target='_blank' rel='noopener noreferrer'>💬 35</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://www.ask.com/site-logo.svg' data-full='https://www.ask.com/site-logo.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Ask Jeeves, the early question-driven search engine, has shut down, marking the end of an era in consumer search. Its evolution into Ask.com and eventual sunset illustrates how search UX and branding have consolidated around streamlined keyword search and ranking, with older brands rarely surviving into the AI era.</p>\n<p class='hn-text-zh'>Ask Jeeves 作为早期以问答为导向的搜索引擎宣布关闭，标志着一个时代的结束。它从 Jeeves 到 Ask.com 的演变，以及最终的日落，凸显了搜索用户体验和品牌在AI时代的整合趋势，以及老品牌的生命周期。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47979583' data-tags='Hardware,Education' data-hn-time='1777666019' data-hn-score='383' data-hot-score='5.26'>\n<div class='hn-body'>\n<p class='hn-title'>(2) <a href='https://education.ti.com/en/products/calculators/graphing-calculators/ti-84-evo' target='_blank' rel='noopener noreferrer'>Ti-84 Evo</a></p>\n<p class='hn-meta'>Ti-84 Evo 图形计算器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 13:06 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47979583' target='_blank' rel='noopener noreferrer'>▲ 383</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47979583' target='_blank' rel='noopener noreferrer'>💬 340</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span></div>\n<img class='hn-img' src='https://education.ti.com/-/media/ti/education/images/global-images/logos/ti-edtech-og-social-400x.png?rev=ec2fd198-6664-4265-951e-8d68e29d91b5' data-full='https://education.ti.com/-/media/ti/education/images/global-images/logos/ti-edtech-og-social-400x.png?rev=ec2fd198-6664-4265-951e-8d68e29d91b5' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Texas Instruments unveils the TI-84 Evo, a refreshed TI-84 graphing calculator aimed at students. It aims to deliver a snappier experience and better usability to keep calculators relevant in a classroom with modern devices. The update signals continued refinement of educational hardware rather than a switch to entirely different devices.</p>\n<p class='hn-text-zh'>德州仪器推出 TI-84 Evo，作为 TI-84 图形计算器系列的更新版本，瞄准学生市场。新机型力求提升运行体验和可用性，使在使用笔记本和平板的课堂环境中，计算器仍具相关性。此次更新体现了教育硬件的持续改进，而非转向完全依赖其他设备。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977134' data-tags='Security,AI,Programming' data-hn-time='1777654775' data-hn-score='446' data-hot-score='3.88'>\n<div class='hn-body'>\n<p class='hn-title'>(3) <a href='https://github.com/Exocija/ZetaLib/blob/main/The%20Gay%20Jailbreak/The%20Gay%20Jailbreak.md' target='_blank' rel='noopener noreferrer'>The gay jailbreak technique (2025)</a></p>\n<p class='hn-meta'>The Gay Jailbreak 技术</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:59 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977134' target='_blank' rel='noopener noreferrer'>▲ 446</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977134' target='_blank' rel='noopener noreferrer'>💬 180</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/f7084640ae7a3c235f00955e7babf67d7e28d5eba98b1996ad46784aaf2e0370/Exocija/ZetaLib' data-full='https://opengraph.githubassets.com/f7084640ae7a3c235f00955e7babf67d7e28d5eba98b1996ad46784aaf2e0370/Exocija/ZetaLib' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A GitHub doc exposes a jailbreak technique named 'The Gay Jailbreak' that demonstrates prompt-injection and safety bypass methods for large language models. It underscores the ongoing arms race between researchers strengthening AI safety and attackers probing guardrails, with implications for defense and policy.</p>\n<p class='hn-text-zh'>一份 GitHub 文档披露了名为“The Gay Jailbreak”的越狱技术，展示了通过提示注入绕过大型语言模型安全机制的方法。它凸显了AI 安全研究与对抗之间的博弈，以及对防御与政策的持续影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978370' data-tags='Privacy' data-hn-time='1777660667' data-hn-score='351' data-hot-score='3.82'>\n<div class='hn-body'>\n<p class='hn-title'>(4) <a href='https://www.404media.co/city-learns-flock-accessed-cameras-in-childrens-gymnastics-room-as-a-sales-pitch-demo-renews-contract-anyway/' target='_blank' rel='noopener noreferrer'>City Learns Flock Accessed Cameras in Children's Gymnastics Room as a Sales Demo</a></p>\n<p class='hn-meta'>市政府发现 Flock 摄像头在儿童体操房被用作销售演示时访问摄像头</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 11:37 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978370' target='_blank' rel='noopener noreferrer'>▲ 351</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978370' target='_blank' rel='noopener noreferrer'>💬 97</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://storage.ghost.io/c/0f/76/0f76b548-bc58-4f25-abc3-3f5ebca07da4/content/images/size/w1200/2026/04/CleanShot-2026-04-30-at-06.17.39@2x.png' data-full='https://storage.ghost.io/c/0f/76/0f76b548-bc58-4f25-abc3-3f5ebca07da4/content/images/size/w1200/2026/04/CleanShot-2026-04-30-at-06.17.39@2x.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>City learned that Flock cameras accessed cameras in a children's gymnastics room as a sales demo, raising privacy and governance concerns for surveillance tech vendors.</p>\n<p class='hn-text-zh'>市政府发现 Flock 摄像头在儿童体操房被用作销售演示时访问摄像头，引发对监控技术供应商隐私与治理的担忧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977383' data-tags='AI,Energy' data-hn-time='1777655938' data-hn-score='363' data-hot-score='3.3'>\n<div class='hn-body'>\n<p class='hn-title'>(5) <a href='https://californiawaterblog.com/2026/04/26/ai-water-use-distractions-and-lessons-for-california/' target='_blank' rel='noopener noreferrer'>AI uses less water than the public thinks</a></p>\n<p class='hn-meta'>人工智能用水量低于公众预期</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:18 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977383' target='_blank' rel='noopener noreferrer'>▲ 363</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977383' target='_blank' rel='noopener noreferrer'>💬 327</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span></div>\n<img class='hn-img' src='https://i0.wp.com/californiawaterblog.com/wp-content/uploads/2026/01/Christine-ICON-circle-WaterBlog-Profile.png?fit=1625%2C1850&ssl=1' data-full='https://i0.wp.com/californiawaterblog.com/wp-content/uploads/2026/01/Christine-ICON-circle-WaterBlog-Profile.png?fit=1625%2C1850&ssl=1' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A California Water Blog post argues AI water use is smaller than common perception, despite AI's energy footprint. It dives into cooling practices, water recycling, and regional policy implications for water-scarce states, urging nuance in water-footprint accounting as AI expands.</p>\n<p class='hn-text-zh'>加州水资源博客指出，尽管 AI 能耗很高，人工智能的数据中心用水量往往低于公众想象。文章探讨制冷方法、水循环再利用以及对水资源紧张地区的政策影响，强调在 AI 规模扩大时需要更精细的用水足迹核算。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47979839' data-tags='Security' data-hn-time='1777667184' data-hn-score='210' data-hot-score='3.04'>\n<div class='hn-body'>\n<p class='hn-title'>(6) <a href='https://metin.nextc.org/posts/Credit_Cards_Are_Vulnerable_To_Brute_Force_Kind_Attacks.html' target='_blank' rel='noopener noreferrer'>Credit cards are vulnerable to brute force kind attacks</a></p>\n<p class='hn-meta'>信用卡易受暴力破解攻击</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 13:26 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47979839' target='_blank' rel='noopener noreferrer'>▲ 210</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47979839' target='_blank' rel='noopener noreferrer'>💬 172</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://metin.nextc.org/static/5/receipt.jpg' data-full='https://metin.nextc.org/static/5/receipt.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A security analysis shows that some card-processing setups can be exploited via offline brute-forcing of card numbers, enabling attackers to test large candidate pools until a valid number is found. The finding underscores the need for strong rate limiting, tokenization, and robust verification to prevent fraud in both card-present and online contexts.</p>\n<p class='hn-text-zh'>安全分析显示，某些信用卡处理流程在离线环境下可能被暴力穷举卡号，攻击者可测试大量候选号码直至找到有效卡。这一发现凸显对速率限制、令牌化和强健验证的需求，以防止实体和在线交易中的欺诈。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977748' data-tags='Science,Education' data-hn-time='1777657662' data-hn-score='289' data-hot-score='2.8'>\n<div class='hn-body'>\n<p class='hn-title'>(7) <a href='https://www.newyorker.com/culture/annals-of-inquiry/its-possible-to-learn-in-our-sleep-should-we' target='_blank' rel='noopener noreferrer'>New research suggests people can communicate and practice skills while dreaming</a></p>\n<p class='hn-meta'>新研究表明人们在梦中也能交流并练习技能</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:47 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977748' target='_blank' rel='noopener noreferrer'>▲ 289</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977748' target='_blank' rel='noopener noreferrer'>💬 161</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span></div>\n<img class='hn-img' src='https://media.newyorker.com/photos/69f38c2c92c2d134aec145ec/16:9/w_1280,c_limit/image2%20(4).jpeg' data-full='https://media.newyorker.com/photos/69f38c2c92c2d134aec145ec/16:9/w_1280,c_limit/image2%20(4).jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>New research finds that people may practice skills and even engage in brief communication while dreaming, suggesting sleep can support learning in ways previously underestimated. The results raise questions about how to harness dream-based rehearsal and what it means for education and memory consolidation.</p>\n<p class='hn-text-zh'>新研究发现，人在做梦时可能练习技能、甚至与梦中人物短暂交流，说明睡眠也能以意想不到的方式促进学习。研究结果提出如何利用梦境中的演练来提升教育效果与记忆巩固的问题。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47981995' data-tags='Programming' data-hn-time='1777680873' data-hn-score='82' data-hot-score='2.65'>\n<div class='hn-body'>\n<p class='hn-title'>(8) <a href='https://evilgeniuslabs.ca/blog/good-developers-learn-to-program-not-a-language' target='_blank' rel='noopener noreferrer'>Good developers learn to program. Most courses teach a language</a></p>\n<p class='hn-meta'>优秀开发者学会编程，而非仅学语言</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 17:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47981995' target='_blank' rel='noopener noreferrer'>▲ 82</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47981995' target='_blank' rel='noopener noreferrer'>💬 48</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://evilgeniuslabs.ca/img/og-default.png' data-full='https://evilgeniuslabs.ca/img/og-default.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The post argues that good developers focus on learning programming fundamentals—algorithms, data structures, problem solving—rather than chasing a specific language. It champions transferable skills that outlive language evolutions.</p>\n<p class='hn-text-zh'>文章主张优秀开发者应以学习编程基础为重，而非只学习某种语言。强调可迁移的核心技能，如算法、数据结构和问题求解，能随语言更新而持续受用。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47976415' data-tags='Business,AI' data-hn-time='1777651733' data-hn-score='321' data-hot-score='2.51'>\n<div class='hn-body'>\n<p class='hn-title'>(9) <a href='https://www.briefs.co/news/uber-torches-entire-2026-ai-budget-on-claude-code-in-four-months/' target='_blank' rel='noopener noreferrer'>Uber Torches 2026 AI Budget on Claude Code in Four Months</a></p>\n<p class='hn-meta'>Uber 四个月内把 2026 年 AI 预算全花在 Claude 代码上</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47976415' target='_blank' rel='noopener noreferrer'>▲ 321</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47976415' target='_blank' rel='noopener noreferrer'>💬 342</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://www.briefs.co/wp-content/uploads/2026/04/uber-torches-entire-2026-ai-budget-on-claude-code-in-four-months.png' data-full='https://www.briefs.co/wp-content/uploads/2026/04/uber-torches-entire-2026-ai-budget-on-claude-code-in-four-months.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Uber reportedly burned through its entire 2026 AI budget on Claude-based code in four months, signaling a rapid vendor consolidation strategy. The move illustrates enterprise appetite for single-vendor AI stacks to accelerate product work, but raises concerns about cost control and vendor lock-in. It also hints at how quickly AI budgets can be exhausted when ambitious plans scale up.</p>\n<p class='hn-text-zh'>据称 Uber 在四个月内用尽了 2026 年的 AI 预算用于 Claude 相关代码，显示出向单一供应商工具栈快速集中的一种策略。此举揭示企业为加速 AI 驱动的产品开发而追随单一平台的趋势，同时引发对成本控制与供应商锁定的担忧，亦反映在高强度计划下预算的快速消耗。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47982512' data-tags='Career,AI' data-hn-time='1777686384' data-hn-score='45' data-hot-score='2.3'>\n<div class='hn-body'>\n<p class='hn-title'>(10) <a href='https://www.citadelsecurities.com/news-and-insights/2026-global-intelligence-crisis/' target='_blank' rel='noopener noreferrer'>Job Postings for Software Engineers Are Rapidly Rising</a></p>\n<p class='hn-meta'>软件工程师职位需求快速上升</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 18:46 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47982512' target='_blank' rel='noopener noreferrer'>▲ 45</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47982512' target='_blank' rel='noopener noreferrer'>💬 11</a> <span class='hn-tag hn-tag--sky' data-tag='Career'>Career</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<p class='hn-text-en'>Global demand for software engineers is climbing as companies accelerate digitization and AI integration, driving more postings and competition for talent. The momentum suggests both higher salaries and greater scrutiny of candidates' portfolios and practical impact.</p>\n<p class='hn-text-zh'>随着企业加快数字化转型与人工智能落地，对软件工程师的需求持续上升，招聘数量增加，行业竞争加剧。这一趋势往往伴随更高薪资与对实际能力的更严格评估。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47976856' data-tags='AI' data-hn-time='1777653761' data-hn-score='226' data-hot-score='1.89'>\n<div class='hn-body'>\n<p class='hn-title'>(11) <a href='https://www.bbc.com/news/articles/c5yerr4m1yno' target='_blank' rel='noopener noreferrer'>Spotify adds 'Verified' badges to distinguish human artists from AI</a></p>\n<p class='hn-meta'>Spotify 增加 Verified 徽章以区分真人艺人与 AI 创作</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47976856' target='_blank' rel='noopener noreferrer'>▲ 226</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47976856' target='_blank' rel='noopener noreferrer'>💬 250</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://ichef.bbci.co.uk/news/1024/branded_news/d379/live/9f35a8f0-4545-11f1-8ea3-630273c214ab.jpg' data-full='https://ichef.bbci.co.uk/news/1024/branded_news/d379/live/9f35a8f0-4545-11f1-8ea3-630273c214ab.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Spotify adds Verified badges to differentiate human artists from AI-generated content, signaling a move toward transparency in streaming metadata and potential new monetization rules.</p>\n<p class='hn-text-zh'>Spotify 推出 Verified 徽章以区分真人艺人与 AI 生成内容，表明在流媒体元数据透明度方面向前迈出一步，并可能引入新的货币化规则。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972511' data-tags='Show HN,Programming,Hardware' data-hn-time='1777625025' data-hn-score='460' data-hot-score='1.73'>\n<div class='hn-body'>\n<p class='hn-title'>(12) <a href='https://github.com/darrylmorley/whatcable' target='_blank' rel='noopener noreferrer'>Show HN: WhatCable, a tiny menu bar app for inspecting USB-C cables</a></p>\n<p class='hn-meta'>Show HN：WhatCable——用于查看 USB-C 电缆的小型菜单栏应用</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972511' target='_blank' rel='noopener noreferrer'>▲ 460</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972511' target='_blank' rel='noopener noreferrer'>💬 133</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://repository-images.githubusercontent.com/1226286910/faabb9c8-772f-43d0-8643-57d90b45f5b2' data-full='https://repository-images.githubusercontent.com/1226286910/faabb9c8-772f-43d0-8643-57d90b45f5b2' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>WhatCable is a tiny macOS menu-bar app that inspects USB-C cables to report capabilities like power delivery and alt-mode support. It demonstrates how lightweight utilities can help developers verify hardware compatibility.</p>\n<p class='hn-text-zh'>WhatCable 是一个极简的 macOS 菜单栏应用，可检查 USB-C 电缆的供电、替代模式等能力，帮助开发者快速核对硬件兼容性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963204' data-tags='AI' data-hn-time='1777559818' data-hn-score='1296' data-hot-score='1.67'>\n<div class='hn-body'>\n<p class='hn-title'>(13) <a href='https://twitter.com/theo/status/2049645973350363168' target='_blank' rel='noopener noreferrer'>Claude Code refuses requests or charges extra if your commits mention \"OpenClaw\"</a></p>\n<p class='hn-meta'>Claude Code 对提及 OpenClaw 的提交拒绝请求，甚至额外收费</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 07:36 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963204' target='_blank' rel='noopener noreferrer'>▲ 1296</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963204' target='_blank' rel='noopener noreferrer'>💬 698</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://pbs.twimg.com/media/HHHOBgQaYAAV1gG.jpg:large' data-full='https://pbs.twimg.com/media/HHHOBgQaYAAV1gG.jpg:large' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Claude Code reportedly refuses or incurs extra charges for requests tied to the phrase OpenClaw, illustrating guardrails around prompts and naming in coding assistants. The detail reflects how policy constraints and pricing are implemented in AI development tools.</p>\n<p class='hn-text-zh'>报道称 Claude Code 对提及 OpenClaw 的提交拒绝请求，甚至额外收费，体现对特定提示的安全与定价策略在编码助手中的应用。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975571' data-tags='Career' data-hn-time='1777647607' data-hn-score='241' data-hot-score='1.65'>\n<div class='hn-body'>\n<p class='hn-title'>(14) <a href='https://news.ycombinator.com/item?id=47975571' target='_blank' rel='noopener noreferrer'>Ask HN: Who is hiring? (May 2026)</a></p>\n<p class='hn-meta'>Ask HN：五月 2026 的招聘信息</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:00 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975571' target='_blank' rel='noopener noreferrer'>▲ 241</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975571' target='_blank' rel='noopener noreferrer'>💬 262</a> <span class='hn-tag hn-tag--sky' data-tag='Career'>Career</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A Hacker News community-sourced roundup of open roles for May 2026. Expect startups and tech firms listing software, data, and engineering roles, with an emphasis on remote work and competitive compensation.</p>\n<p class='hn-text-zh'>这是 Hacker News 社区整理的五月 2026 年开放岗位汇总，覆盖初创公司与科技企业的软件、数据与工程类职位，重点关注远程工作与有竞争力的薪酬。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975785' data-tags='Open Source,Health,Security' data-hn-time='1777648536' data-hn-score='228' data-hot-score='1.6'>\n<div class='hn-body'>\n<p class='hn-title'>(15) <a href='https://keepthingsopen.com' target='_blank' rel='noopener noreferrer'>An open letter asking NHS England to keep its code open</a></p>\n<p class='hn-meta'>公开信：请英格兰国民保健署保持代码开源</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:15 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975785' target='_blank' rel='noopener noreferrer'>▲ 228</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975785' target='_blank' rel='noopener noreferrer'>💬 13</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--emerald' data-tag='Health'>Health</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://keepthingsopen.com/og.png' data-full='https://keepthingsopen.com/og.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An open letter urging NHS England to keep its software open-source, arguing openness improves security, interoperability, and accountability in health tech.</p>\n<p class='hn-text-zh'>公开信呼吁 NHS England 保持代码开源，主张开放性可提升安全性、互操作性和对健康科技开发者及患者的问责性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973378' data-tags='Security,Privacy,AI' data-hn-time='1777633712' data-hn-score='342' data-hot-score='1.58'>\n<div class='hn-body'>\n<p class='hn-title'>(16) <a href='https://x.com/aaronp613/status/2049986504617820551' target='_blank' rel='noopener noreferrer'>Apple accidentally left Claude.md files Apple Support app</a></p>\n<p class='hn-meta'>苹果意外在 Apple Support 应用中暴露 Claude.md 文件</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973378' target='_blank' rel='noopener noreferrer'>▲ 342</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973378' target='_blank' rel='noopener noreferrer'>💬 278</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://pbs.twimg.com/media/HHMDhzqXEAATAX9.jpg' data-full='https://pbs.twimg.com/media/HHMDhzqXEAATAX9.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Apple left Claude.md files exposed in the Apple Support app, risking exposure of internal docs. The incident points to misconfigurations in asset hosting and the importance of strict access controls in software packaging.</p>\n<p class='hn-text-zh'>苹果支持应用中意外暴露了内部 Claude.md 文件，可能暴露敏感文档。此事件凸显资源配置失误可能带来的信息泄露，以及在应用打包中加强访问控制的必要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972447' data-tags='AI' data-hn-time='1777624171' data-hn-score='369' data-hot-score='1.36'>\n<div class='hn-body'>\n<p class='hn-title'>(17) <a href='https://docs.x.ai/developers/models/grok-4.3' target='_blank' rel='noopener noreferrer'>Grok 4.3</a></p>\n<p class='hn-meta'>Grok 4.3</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:29 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972447' target='_blank' rel='noopener noreferrer'>▲ 369</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972447' target='_blank' rel='noopener noreferrer'>💬 492</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://docs.x.ai/api/og?t=eyJ0aXRsZSI6Ikdyb2sgNC4zIiwidiI6IjMiLCJzY29wZSI6ImRldmVsb3BlcnMiLCJzZWN0aW9uIjoiTW9kZWxzIGFuZCBQcmljaW5nIn0.SMidkHaGudRzuawDgM_H4n4Y3WQgd7xcEmaQjlFarcw' data-full='https://docs.x.ai/api/og?t=eyJ0aXRsZSI6Ikdyb2sgNC4zIiwidiI6IjMiLCJzY29wZSI6ImRldmVsb3BlcnMiLCJzZWN0aW9uIjoiTW9kZWxzIGFuZCBQcmljaW5nIn0.SMidkHaGudRzuawDgM_H4n4Y3WQgd7xcEmaQjlFarcw' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Grok 4.3 is the latest release of the Grok model family, offering updates to its model API and capabilities for developers building on the platform.</p>\n<p class='hn-text-zh'>Grok 4.3 是 Grok 模型家族的最新版本，为在该平台上构建应用的开发者带来 API 与能力的更新。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977583' data-tags='Culture,Entertainment' data-hn-time='1777656889' data-hn-score='144' data-hot-score='1.35'>\n<div class='hn-body'>\n<p class='hn-title'>(18) <a href='https://midnightmurmurations.substack.com/p/the-x-files-has-made-me-nostalgic' target='_blank' rel='noopener noreferrer'>The X-Files has made me nostalgic for a time I never experienced</a></p>\n<p class='hn-meta'>《X档案》让我对一个我从未经历过的时代感到怀旧</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977583' target='_blank' rel='noopener noreferrer'>▲ 144</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977583' target='_blank' rel='noopener noreferrer'>💬 137</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span> <span class='hn-tag hn-tag--purple' data-tag='Entertainment'>Entertainment</span></div>\n<p class='hn-text-en'>The X-Files nostalgia piece examines how a 90s sci-fi series shapes contemporary tech anxieties and cultural memory, even for generations who didn't live through the era.</p>\n<p class='hn-text-zh'>本文讨论《X档案》如何让人对未曾经历的时代产生怀旧，反映出90年代科幻在当代科技焦虑与文化记忆中的影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978892' data-tags='Security,Open Source,DevOps' data-hn-time='1777662881' data-hn-score='113' data-hot-score='1.34'>\n<div class='hn-body'>\n<p class='hn-title'>(19) <a href='https://arstechnica.com/security/2026/05/ubuntu-infrastructure-has-been-down-for-more-than-a-day/' target='_blank' rel='noopener noreferrer'>Ubuntu servers taken offline by \"sustained, cross-border attack\"</a></p>\n<p class='hn-meta'>Ubuntu 服务器因持续的跨境攻击而离线</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 12:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978892' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978892' target='_blank' rel='noopener noreferrer'>💬 21</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://cdn.arstechnica.net/wp-content/uploads/2022/11/error-503-1000x648.jpg' data-full='https://cdn.arstechnica.net/wp-content/uploads/2022/11/error-503-1000x648.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Ubuntu infrastructure suffered a sustained cross-border attack causing network outages and downtime, highlighting the fragility of open-source service ecosystems and the need for resilient incident response.</p>\n<p class='hn-text-zh'>Ubuntu 基础设施遭遇持续性的跨境攻击，导致服务离线并停机。事件凸显开源服务生态系统的脆弱性以及对更强韧的事件响应能力的需求。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978834' data-tags='Programming,Security' data-hn-time='1777662656' data-hn-score='108' data-hot-score='1.27'>\n<div class='hn-body'>\n<p class='hn-title'>(20) <a href='https://github.com/microsoft/lib0xc' target='_blank' rel='noopener noreferrer'>Lib0xc: A set of C standard library-adjacent APIs for safer systems programming</a></p>\n<p class='hn-meta'>Lib0xc：一组更安全的 C 标准库相关 API，面向更安全的系统编程</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 12:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978834' target='_blank' rel='noopener noreferrer'>▲ 108</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978834' target='_blank' rel='noopener noreferrer'>💬 37</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/5889945d833f61e1ccc2e73f9097e22e4da7d283735bc510aa07893833d19da4/microsoft/lib0xc' data-full='https://opengraph.githubassets.com/5889945d833f61e1ccc2e73f9097e22e4da7d283735bc510aa07893833d19da4/microsoft/lib0xc' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Lib0xc provides a set of C standard library-adjacent APIs that emphasize safety for systems programming, with bounds-checked routines and safer defaults to reduce memory-safety risks while staying compatible with existing C code.</p>\n<p class='hn-text-zh'>Lib0xc 提供一组接近 C 标准库的更安全 API，聚焦在边界检查和更安全的默认行为，帮助降低系统编程中的内存安全风险，同时尽量保持与现有代码的兼容性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47967786' data-tags='Privacy' data-hn-time='1777580842' data-hn-score='719' data-hot-score='1.23'>\n<div class='hn-body'>\n<p class='hn-title'>(21) <a href='https://rivian.com/support/article/can-i-disable-all-data-collection-from-my-vehicle' target='_blank' rel='noopener noreferrer'>Can I disable all data collection from my vehicle?</a></p>\n<p class='hn-meta'>我能否完全禁用车辆的数据收集？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 13:27 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47967786' target='_blank' rel='noopener noreferrer'>▲ 719</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47967786' target='_blank' rel='noopener noreferrer'>💬 327</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://media.rivian.com/image/upload/f_auto,q_auto/v1695930282/rivian-com/default-riv-com-sharing-image_gjg8mw.jpg' data-full='https://media.rivian.com/image/upload/f_auto,q_auto/v1695930282/rivian-com/default-riv-com-sharing-image_gjg8mw.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Car makers generally allow opting out of some data collection, but completely disabling telemetry is often not possible due to safety, features, and updates. The Rivian guidance illustrates what can be turned off and what remains required for core functions like safety and navigation.</p>\n<p class='hn-text-zh'>多数车企允许关闭某些数据收集，但完全禁用遥测往往因安全性、功能性和更新需求而受限。Rivian 的指南显示哪些数据可以关闭、哪些仍然被收集用于安全与导航等核心功能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47981669' data-tags='Open Source,Health' data-hn-time='1777677850' data-hn-score='47' data-hot-score='1.22'>\n<div class='hn-body'>\n<p class='hn-title'>(22) <a href='https://mirandaheath.website/static/oss_burnout_report_mh_25.pdf' target='_blank' rel='noopener noreferrer'>A Report on Burnout in Open Source Software Communities (2025) [pdf]</a></p>\n<p class='hn-meta'>关于开源软件社群倦怠的报告（2025）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 16:24 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47981669' target='_blank' rel='noopener noreferrer'>▲ 47</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47981669' target='_blank' rel='noopener noreferrer'>💬 12</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--emerald' data-tag='Health'>Health</span></div>\n<p class='hn-text-en'>The 2025 OSS burnout report documents contributor fatigue, burnout drivers like maintenance burdens and governance. It highlights strategies for healthier communities, such as maintainers rotating responsibilities, funding, and mental health considerations.</p>\n<p class='hn-text-zh'>2025 年的开源软件倦怠报告揭示了贡献者的疲惫与维护负担、治理压力等因素。报告提出改进社区健康的做法，包括工作分担轮换、资金支持以及对心理健康的关注。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977450' data-tags='Privacy,Security,AI' data-hn-time='1777656336' data-hn-score='129' data-hot-score='1.18'>\n<div class='hn-body'>\n<p class='hn-title'>(23) <a href='https://www.youtube.com/watch?v=nHwxV0Sd9V8' target='_blank' rel='noopener noreferrer'>Flock cameras keep telling police a man who doesn't have a warrant has a warrant</a></p>\n<p class='hn-meta'>Flock 摄像头在无授权情况下向警察告警，称有搜查令</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:25 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977450' target='_blank' rel='noopener noreferrer'>▲ 129</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977450' target='_blank' rel='noopener noreferrer'>💬 94</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<p class='hn-text-en'>A city found that Flock cameras repeatedly flagged a man as having a warrant, prompting scrutiny of surveillance accuracy and due process. The incident adds to concerns about AI-enabled policing and warrants-based alerts.</p>\n<p class='hn-text-zh'>市政府发现 Flock 摄像头多次向警察报告一名男子有逮捕令，引发对监控准确性与程序正义的质疑。此事加剧了对以 AI 驱动的执法与基于逮捕令警报的担忧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949027' data-tags='Programming' data-hn-time='1777473259' data-hn-score='2094' data-hot-score='1.16'>\n<div class='hn-body'>\n<p class='hn-title'>(24) <a href='https://zed.dev/blog/zed-1-0' target='_blank' rel='noopener noreferrer'>Zed 1.0</a></p>\n<p class='hn-meta'>Zed 1.0 发布</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 07:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949027' target='_blank' rel='noopener noreferrer'>▲ 2094</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949027' target='_blank' rel='noopener noreferrer'>💬 677</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://zed.dev/img/post/one-point-zero/thumbnail.webp' data-full='https://zed.dev/img/post/one-point-zero/thumbnail.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Zed 1.0 marks the first stable release of the Zed language, accompanied by its tooling and documentation. The release signals readiness for broader adoption in systems programming and showcases a focus on safe, expressive syntax and productive tooling.</p>\n<p class='hn-text-zh'>Zed 1.0 标志着 Zed 语言的首个稳定版本及其工具链的发布。此举表明该语言准备迎接更广泛的应用，强调安全、可读性强的语法和高效的开发工具。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973376' data-tags='Design' data-hn-time='1777633700' data-hn-score='247' data-hot-score='1.14'>\n<div class='hn-body'>\n<p class='hn-title'>(25) <a href='https://websmith.studio/blog/your-website-is-not-for-you/' target='_blank' rel='noopener noreferrer'>Your website is not for you</a></p>\n<p class='hn-meta'>你的网站不是为你自己设计的</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973376' target='_blank' rel='noopener noreferrer'>▲ 247</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973376' target='_blank' rel='noopener noreferrer'>💬 177</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<p class='hn-text-en'>Design decisions should serve users, not the creator. The piece emphasizes user-centered UX, urging clear content, accessible navigation, and task-focused flows, with practical cues to measure success from a user’s point of view.</p>\n<p class='hn-text-zh'>设计决策应以用户为中心，而非以设计者为中心。文章强调提升可用性、清晰信息结构和以用户任务为导向的体验，并给出从用户角度评估成效的实用建议。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47976566' data-tags='Science,Data' data-hn-time='1777652483' data-hn-score='141' data-hot-score='1.13'>\n<div class='hn-body'>\n<p class='hn-title'>(26) <a href='https://ews.kylemcdonald.net/' target='_blank' rel='noopener noreferrer'>Apocalypse Early Warning System</a></p>\n<p class='hn-meta'>末日预警系统</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:21 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47976566' target='_blank' rel='noopener noreferrer'>▲ 141</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47976566' target='_blank' rel='noopener noreferrer'>💬 78</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<p class='hn-text-en'>A project for real-time, global catastrophe early warning using data fusion and alerting; discusses how citizens and systems should respond to existential threats.</p>\n<p class='hn-text-zh'>一个基于数据融合的全球实时灾难预警系统，探讨公民与系统应对严重威胁的方式与治理。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977470' data-tags='AI' data-hn-time='1777656423' data-hn-score='119' data-hot-score='1.09'>\n<div class='hn-body'>\n<p class='hn-title'>(27) <a href='https://github.com/Lum1104/Understand-Anything' target='_blank' rel='noopener noreferrer'>Understand Anything</a></p>\n<p class='hn-meta'>Understand Anything 项目</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:27 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977470' target='_blank' rel='noopener noreferrer'>▲ 119</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977470' target='_blank' rel='noopener noreferrer'>💬 37</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/a5eac5e3ff091b6da9e53f0e8fa09af183e11499fbfddd2bbe224fd314a429cf/Lum1104/Understand-Anything' data-full='https://opengraph.githubassets.com/a5eac5e3ff091b6da9e53f0e8fa09af183e11499fbfddd2bbe224fd314a429cf/Lum1104/Understand-Anything' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Understand Anything is a project aiming to build a broad reasoning interface to demystify complex concepts and code across domains. It explores universal explainability tooling and cross-domain collaboration.</p>\n<p class='hn-text-zh'>Understand Anything 项目旨在构建一个广域推理界面，以跨领域解释复杂概念与代码。它探索普适的可解释性工具以及跨领域协作的可能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977498' data-tags='Business' data-hn-time='1777656525' data-hn-score='113' data-hot-score='1.04'>\n<div class='hn-body'>\n<p class='hn-title'>(28) <a href='https://arstechnica.com/gadgets/2026/05/amazon-stuck-with-months-of-repairs-after-drone-strikes-on-data-centers/' target='_blank' rel='noopener noreferrer'>AWS stops billing Middle East cloud customers as repairs to war damage drag on</a></p>\n<p class='hn-meta'>AWS 暂停向中东地区云客户计费</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977498' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977498' target='_blank' rel='noopener noreferrer'>💬 45</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://cdn.arstechnica.net/wp-content/uploads/2026/05/GettyImages-2264958756-1024x648.jpg' data-full='https://cdn.arstechnica.net/wp-content/uploads/2026/05/GettyImages-2264958756-1024x648.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>AWS paused billing for Middle East cloud customers as repairs to war-damaged data centers drag on, highlighting ongoing resilience challenges for regional cloud users.</p>\n<p class='hn-text-zh'>AWS 暂停向中东地区云客户计费，原因是对战争破坏的数据中心进行的修复拖延，凸显区域云服务在韧性与持续运营方面的挑战。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47979190' data-tags='Education,Web' data-hn-time='1777664139' data-hn-score='82' data-hot-score='1.03'>\n<div class='hn-body'>\n<p class='hn-title'>(29) <a href='https://courses.joshwcomeau.com/wham/open-house/00-introduction' target='_blank' rel='noopener noreferrer'>Whimsical Animations Course Open House</a></p>\n<p class='hn-meta'>Whimsical Animations 课程开放日</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 12:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47979190' target='_blank' rel='noopener noreferrer'>▲ 82</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47979190' target='_blank' rel='noopener noreferrer'>💬 9</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://courses.joshwcomeau.com/open-house/og-open-house.png' data-full='https://courses.joshwcomeau.com/open-house/og-open-house.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Josh Comeau's Whimsical Animations course opens its doors for an open house, inviting developers to preview the curriculum and see practical animation techniques. It emphasizes practical, performant animation patterns for the web.</p>\n<p class='hn-text-zh'>Josh Comeau 的《Whimsical Animations》课程开放日邀请开发者预览课程大纲，了解实用的网页动画技巧。课程强调在保持性能的前提下实现富有趣味性的动画。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975676' data-tags='Legal,Startups' data-hn-time='1777648022' data-hn-score='143' data-hot-score='0.99'>\n<div class='hn-body'>\n<p class='hn-title'>(30) <a href='https://news.ycombinator.com/item?id=47975676' target='_blank' rel='noopener noreferrer'>I'm Peter Roberts, immigration attorney who does work for YC and startups. AMA</a></p>\n<p class='hn-meta'>我是 Peter Roberts，一位为 YC 与初创公司提供移民法律服务的律师</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:07 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975676' target='_blank' rel='noopener noreferrer'>▲ 143</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975676' target='_blank' rel='noopener noreferrer'>💬 202</a> <span class='hn-tag hn-tag--orange' data-tag='Legal'>Legal</span> <span class='hn-tag hn-tag--amber' data-tag='Startups'>Startups</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Peter Roberts, an immigration attorney who works with YC and startups, hosts an AMA about visas, sponsorship pipelines, and global hiring realities for startups.</p>\n<p class='hn-text-zh'>Peter Roberts 这位为 YC 与初创公司提供移民法律服务的律师开启 AMA，解答签证选项、赞助流程及全球招聘中的现实挑战。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47961319' data-tags='Energy,Politics,Security' data-hn-time='1777551434' data-hn-score='839' data-hot-score='0.98'>\n<div class='hn-body'>\n<p class='hn-title'>(31) <a href='https://dpa-international.com/general-news/urn:newsml:dpa.com:20090101:260430-930-14717/' target='_blank' rel='noopener noreferrer'>Belgium stops decommissioning nuclear power plants</a></p>\n<p class='hn-meta'>比利时暂停核电站退役计划</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 05:17 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47961319' target='_blank' rel='noopener noreferrer'>▲ 839</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47961319' target='_blank' rel='noopener noreferrer'>💬 902</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://dpa-international.com/img/logo-dpa-international.svg' data-full='https://dpa-international.com/img/logo-dpa-international.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Belgium has paused its plan to decommission certain nuclear power plants, citing energy security and potential gaps in supply. The move illustrates the tension between decarbonization goals and reliable power, and could influence regional energy policy.</p>\n<p class='hn-text-zh'>比利时宣布暂停核电站退役计划，强调保障能源供应的现实需要。此举揭示了在实现低碳目标与确保电力稳定之间的权衡，可能影响区域能源治理与政策走向。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978386' data-tags='Politics' data-hn-time='1777660735' data-hn-score='87' data-hot-score='0.94'>\n<div class='hn-body'>\n<p class='hn-title'>(32) <a href='https://www.rightscon.org/rc26-statement/' target='_blank' rel='noopener noreferrer'>A statement about why RightsCon 2026 will not take place in Zambia</a></p>\n<p class='hn-meta'>RightsCon 2026 不在赞比亚举行的声明</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 11:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978386' target='_blank' rel='noopener noreferrer'>▲ 87</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978386' target='_blank' rel='noopener noreferrer'>💬 37</a> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://www.rightscon.org/cms/assets/uploads/2026/05/Blog-header-Statement-RC-Zambia-01-IC-1.jpg' data-full='https://www.rightscon.org/cms/assets/uploads/2026/05/Blog-header-Statement-RC-Zambia-01-IC-1.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>RightsCon 2026 will not be hosted in Zambia, according to an official statement from the conference organizers. The note outlines the reasons behind the decision and hints at alternate plans, signaling where the event will land next. The move underscores how political and logistical factors shape global digital rights gatherings.</p>\n<p class='hn-text-zh'>RightsCon 2026 不在赞比亚举行的官方声明揭示了决定背后的原因，并暗示将有替代安排，指向下一步的举办地点。此举反映了政治与后勤因素如何影响全球数字权利大会的安排。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965060' data-tags='Privacy,Legal' data-hn-time='1777567260' data-hn-score='655' data-hot-score='0.93'>\n<div class='hn-body'>\n<p class='hn-title'>(33) <a href='https://thereader.mitpress.mit.edu/the-whistleblower-who-uncovered-the-nsas-big-brother-machine/' target='_blank' rel='noopener noreferrer'>How Mark Klein told the EFF about Room 641A [book excerpt]</a></p>\n<p class='hn-meta'>马克·克莱因向 EFF 披露641A室内幕的书摘</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:41 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965060' target='_blank' rel='noopener noreferrer'>▲ 655</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965060' target='_blank' rel='noopener noreferrer'>💬 217</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--orange' data-tag='Legal'>Legal</span></div>\n<p class='hn-text-en'>Mark Klein, a former AT&T technician, disclosed to the EFF the existence of Room 641A, a secret facility where fiber-optic lines were allegedly tapped for mass surveillance. The excerpt presents his firsthand account and the ensuing controversy, showing how insider disclosures can catalyze public scrutiny and policy debate around surveillance. It underscores the lasting impact whistleblowers have on privacy advocacy and reform efforts.</p>\n<p class='hn-text-zh'>前 AT&T 技术员 Mark Klein 向电子前哨基金会披露了“641A 室”的存在，据称在那里对光纤线路进行了大规模监控拦截。书摘给出他的第一手叙述及随后的争议，展示了内部披露如何点燃公众关注并推动 surveillance 相关的政策辩论。此事凸显举报人在隐私倡议与改革中的长期影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975592' data-tags='Programming,Open Source' data-hn-time='1777647668' data-hn-score='134' data-hot-score='0.91'>\n<div class='hn-body'>\n<p class='hn-title'>(34) <a href='https://github.com/whohas/whohas' target='_blank' rel='noopener noreferrer'>Whohas – Command-line utility for cross-distro, cross-repository package search</a></p>\n<p class='hn-meta'>whohas：跨发行版、跨仓库的软件包搜索命令行工具</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:01 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975592' target='_blank' rel='noopener noreferrer'>▲ 134</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975592' target='_blank' rel='noopener noreferrer'>💬 31</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/7faee107133727c56d2e417d33b10b454cb243f3581b8f7cd5294c501be4d0e6/whohas/whohas' data-full='https://opengraph.githubassets.com/7faee107133727c56d2e417d33b10b454cb243f3581b8f7cd5294c501be4d0e6/whohas/whohas' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>whohas is a CLI tool to search packages across Linux distributions and repositories, streamlining compatibility checks for multi-distro environments. It helps developers quickly locate where a package exists and what version is available, reducing dependency guesswork.</p>\n<p class='hn-text-zh'>whohas 是一个命令行工具，用于跨 Linux 发行版和仓库搜索软件包，简化多发行环境下的兼容性检查。它帮助开发者快速定位软件包的位置与可用版本，降低依赖猜测成本。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975570' data-tags='Career' data-hn-time='1777647607' data-hn-score='123' data-hot-score='0.84'>\n<div class='hn-body'>\n<p class='hn-title'>(35) <a href='https://news.ycombinator.com/item?id=47975570' target='_blank' rel='noopener noreferrer'>Ask HN: Who wants to be hired? (May 2026)</a></p>\n<p class='hn-meta'>Ask HN：谁想被雇佣？（五月 2026）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:00 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975570' target='_blank' rel='noopener noreferrer'>▲ 123</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975570' target='_blank' rel='noopener noreferrer'>💬 258</a> <span class='hn-tag hn-tag--sky' data-tag='Career'>Career</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Another Hacker News thread inviting recruiters and job seekers to share openings and opportunities for May 2026, with notes on remote work trends and skills in demand.</p>\n<p class='hn-text-zh'>又一条 Hacker News 帖子，邀请招聘者和求职者分享 2026 年五月的招聘信息与机会，关注远程工作趋势与热门技能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965108' data-tags='Security,Open Source' data-hn-time='1777567427' data-hn-score='559' data-hot-score='0.79'>\n<div class='hn-body'>\n<p class='hn-title'>(36) <a href='https://www.openwall.com/lists/oss-security/2026/04/30/10' target='_blank' rel='noopener noreferrer'>For Linux kernel vulnerabilities, there is no heads-up to distributions</a></p>\n<p class='hn-meta'>Linux 内核漏洞：对发行版没有事先通知</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965108' target='_blank' rel='noopener noreferrer'>▲ 559</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965108' target='_blank' rel='noopener noreferrer'>💬 471</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://www.openwall.com/logo.png' data-full='https://www.openwall.com/logo.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Linux kernel vulnerability disclosures often fail to provide a formal heads-up to distributions, delaying patch adoption. The situation highlights gaps in how advisories propagate from researchers to downstream users, affecting enterprise risk management.</p>\n<p class='hn-text-zh'>Linux 内核漏洞的披露往往没有直接向发行版提供正式的事先通知，导致修补落地延迟。这暴露了研究人员、公告渠道与发行版维护之间的信息传递断层，影响企业的风险管理和修补节奏。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975472' data-tags='Show HN,Hardware' data-hn-time='1777647127' data-hn-score='113' data-hot-score='0.76'>\n<div class='hn-body'>\n<p class='hn-title'>(37) <a href='https://www.ghost.charity/' target='_blank' rel='noopener noreferrer'>Show HN: GhostBox – Borrow a disposable little machine from the Global Free Tier</a></p>\n<p class='hn-meta'>Show HN：GhostBox——从全球免费层借用的一次性小机器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 07:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975472' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975472' target='_blank' rel='noopener noreferrer'>💬 66</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://www.ghost.charity/ghost-ascii.png' data-full='https://www.ghost.charity/ghost-ascii.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>GhostBox is a concept to borrow a disposable micro-machine from a 'Global Free Tier' to run ephemeral experiments, illustrating a model for low-commitment hardware access and experimentation.</p>\n<p class='hn-text-zh'>GhostBox 是一个从全球免费资源借用一次性小型机器的概念，旨在让用户以低成本、短期的方式进行硬件实验，推动无锁定成本的试用模式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975392' data-tags='Hardware' data-hn-time='1777646747' data-hn-score='111' data-hot-score='0.73'>\n<div class='hn-body'>\n<p class='hn-title'>(38) <a href='https://www.online-tribute.com/SallyMcKee' target='_blank' rel='noopener noreferrer'>Sally McKee, who coined the term \"the memory wall\", has died</a></p>\n<p class='hn-meta'>提出“记忆墙”一词的 Sally McKee 去世</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 07:45 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975392' target='_blank' rel='noopener noreferrer'>▲ 111</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975392' target='_blank' rel='noopener noreferrer'>💬 28</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://www.online-tribute.com/memorial/uploads/photo/page-1899-2696-17423572810.jpeg' data-full='https://www.online-tribute.com/memorial/uploads/photo/page-1899-2696-17423572810.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Tributes to Sally McKee, who coined the term 'memory wall,' recognizing her influence on computer architecture and memory systems. Her work helped frame how memory bandwidth and hierarchy shape performance.</p>\n<p class='hn-text-zh'>向提出“记忆墙”一词的 Sally McKee 致敬，肯定她在计算机体系结构与内存系统方面的影响。她的工作帮助人们把内存带宽与层级对性能的影响纳入讨论。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977694' data-tags='Show HN,AI' data-hn-time='1777657433' data-hn-score='75' data-hot-score='0.71'>\n<div class='hn-body'>\n<p class='hn-title'>(39) <a href='https://fusion.adam.new/install' target='_blank' rel='noopener noreferrer'>Show HN: AI CAD Harness</a></p>\n<p class='hn-meta'>Show HN：AI CAD Harness（AI CAD 助力工具）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977694' target='_blank' rel='noopener noreferrer'>▲ 75</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977694' target='_blank' rel='noopener noreferrer'>💬 74</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://fusion.adam.new/opengraph-image?bfdae25aab0c7a47' data-full='https://fusion.adam.new/opengraph-image?bfdae25aab0c7a47' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN: AI CAD Harness introduces a toolkit to inject AI capabilities into CAD workflows, enabling smarter drafting and generative design.</p>\n<p class='hn-text-zh'>Show HN：AI CAD Harness 提供一套将 AI 能力注入 CAD 工作流的工具集，支持更智能的草图与生成式设计。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47964034' data-tags='Politics,Legal,Privacy' data-hn-time='1777563100' data-hn-score='495' data-hot-score='0.66'>\n<div class='hn-body'>\n<p class='hn-title'>(40) <a href='https://www.democrata.es/en/politics/congress-and-senate/congress-will-act-against-massive-ip-blockages-by-laliga/' target='_blank' rel='noopener noreferrer'>Spain's parliament will act against massive IP blockages by LaLiga</a></p>\n<p class='hn-meta'>西班牙议会将对 LaLiga 的大规模 IP 阻断采取行动</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 08:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47964034' target='_blank' rel='noopener noreferrer'>▲ 495</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47964034' target='_blank' rel='noopener noreferrer'>💬 197</a> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--orange' data-tag='Legal'>Legal</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<p class='hn-text-en'>Spain's parliament plans to curb mass IP blockades pushed by La Liga, addressing concerns over overbroad blocks that can affect legitimate sites. The move signals a push for more measured, privacy-respecting enforcement while preserving anti-piracy aims. It highlights the tension between content protection and civil liberties in digital policy.</p>\n<p class='hn-text-zh'>西班牙议会计划限制 La Liga 推动的广泛 IP 阻断措施，纠正对合法站点和服务的过度封锁。此举旨在在实现反盗版目标的同时，推动更克制、尊重隐私的执法方式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973755' data-tags='Programming,Web' data-hn-time='1777636691' data-hn-score='133' data-hot-score='0.66'>\n<div class='hn-body'>\n<p class='hn-title'>(41) <a href='https://www.pagetable.com/?p=1854' target='_blank' rel='noopener noreferrer'>Running Adobe's 1991 PostScript Interpreter in the Browser</a></p>\n<p class='hn-meta'>在浏览器中运行 Adobe 的 1991 年 PostScript 解释器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:58 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973755' target='_blank' rel='noopener noreferrer'>▲ 133</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973755' target='_blank' rel='noopener noreferrer'>💬 29</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://www.pagetable.com/docs/retro-ps/retro-ps.png' data-full='https://www.pagetable.com/docs/retro-ps/retro-ps.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A project ports Adobe's 1991 PostScript interpreter to run in the browser, allowing faithful rendering of legacy PostScript documents without server-side tooling. It highlights the challenges of porting a vintage interpreter to modern environments and the performance/precision considerations involved. The effort underscores the value of emulation for digital preservation and retro computing.</p>\n<p class='hn-text-zh'>一个将 Adobe 1991 年 PostScript 解释器移植到浏览器的项目，使老旧的 PostScript 文档能够在客户端渲染，避免对服务器端运行时的依赖。展示了把历史解释器带入现代运行时的挑战以及性能与精度的权衡。此工作凸显了在数字保存和复古计算领域，浏览器端仿真的重要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977645' data-tags='Space' data-hn-time='1777657151' data-hn-score='70' data-hot-score='0.66'>\n<div class='hn-body'>\n<p class='hn-title'>(42) <a href='https://alearningaday.blog/2026/05/01/artemis-ii-fault-tolerance/' target='_blank' rel='noopener noreferrer'>Artemis II fault tolerance</a></p>\n<p class='hn-meta'>阿耳忒弥斯 II 的容错设计</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:39 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977645' target='_blank' rel='noopener noreferrer'>▲ 70</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977645' target='_blank' rel='noopener noreferrer'>💬 37</a> <span class='hn-tag hn-tag--teal' data-tag='Space'>Space</span></div>\n<img class='hn-img' src='https://alearningaday.blog/wp-content/uploads/2017/05/cropped-alearningadaylogov6.png?w=200' data-full='https://alearningaday.blog/wp-content/uploads/2017/05/cropped-alearningadaylogov6.png?w=200' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Artemis II fault-tolerance overview discusses redundancy, safety, and reliability requirements for NASA's crewed lunar mission, reflecting hard engineering constraints.</p>\n<p class='hn-text-zh'>《阿耳忒弥斯 II》容错概览讨论了载人月球任务的冗余、安全性与可靠性要求，反映出严苛的工程约束。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47962548' data-tags='Energy,Science,DevOps' data-hn-time='1777557260' data-hn-score='509' data-hot-score='0.63'>\n<div class='hn-body'>\n<p class='hn-title'>(43) <a href='https://www.construction-physics.com/p/how-an-oil-refinery-works' target='_blank' rel='noopener noreferrer'>How an oil refinery works</a></p>\n<p class='hn-meta'>炼油厂如何运作</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 06:54 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47962548' target='_blank' rel='noopener noreferrer'>▲ 509</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47962548' target='_blank' rel='noopener noreferrer'>💬 181</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!AIFC!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff98b1375-89f9-4b10-a92a-25faf8a82069_800x600.png' data-full='https://substackcdn.com/image/fetch/$s_!AIFC!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff98b1375-89f9-4b10-a92a-25faf8a82069_800x600.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An oil refinery uses distillation towers to separate crude oil into fuels and feedstocks, then refines these streams through cracking, reforming, and blending. The process is large-scale, energy-intensive, and central to energy economics, making understanding it valuable for anyone following infrastructure tech.</p>\n<p class='hn-text-zh'>炼油厂通过塔式蒸馏等工艺把原油分离成燃料和化工原料，再经裂解、改质和混合进行深加工。这个过程规模庞大、能耗高，是能源经济的核心，理解其流程有助于把握能源市场的运行。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47959463' data-tags='Privacy,Web' data-hn-time='1777535035' data-hn-score='615' data-hot-score='0.6'>\n<div class='hn-body'>\n<p class='hn-title'>(44) <a href='https://github.com/mozilla/standards-positions/issues/1213#issuecomment-4347988313' target='_blank' rel='noopener noreferrer'>Mozilla's opposition to Chrome's Prompt API</a></p>\n<p class='hn-meta'>Mozilla 反对 Chrome 的 Prompt API</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 00:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47959463' target='_blank' rel='noopener noreferrer'>▲ 615</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47959463' target='_blank' rel='noopener noreferrer'>💬 221</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/051ef604bbf18878e0d34869e80cae4cb42b36e86956f6d67294e6faaf2b614a/mozilla/standards-positions/issues/1213' data-full='https://opengraph.githubassets.com/051ef604bbf18878e0d34869e80cae4cb42b36e86956f6d67294e6faaf2b614a/mozilla/standards-positions/issues/1213' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Mozilla has voiced concerns about Chrome's Prompt API, arguing it could complicate user consent and privacy controls and fragment browser standards. The stance highlights ongoing tensions between platform features, privacy safeguards, and interoperability in browser ecosystems.</p>\n<p class='hn-text-zh'>Mozilla 对 Chrome 的 Prompt API 表态反对，担心会削弱用户同意与隐私控制，并破坏跨浏览器标准的一致性。这一立场凸显了浏览器生态中对隐私保护、功能设计与互操作性的持续博弈。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47964617' data-tags='Security,AI,Open Source' data-hn-time='1777565366' data-hn-score='430' data-hot-score='0.59'>\n<div class='hn-body'>\n<p class='hn-title'>(45) <a href='https://semgrep.dev/blog/2026/malicious-dependency-in-pytorch-lightning-used-for-ai-training/' target='_blank' rel='noopener noreferrer'>Shai-Hulud Themed Malware Found in the PyTorch Lightning AI Training Library</a></p>\n<p class='hn-meta'>在 PyTorch Lightning 训练库中发现以 Shai-Hulud 为主题的恶意依赖</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47964617' target='_blank' rel='noopener noreferrer'>▲ 430</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47964617' target='_blank' rel='noopener noreferrer'>💬 158</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://semgrep.dev/assets/blog/semgrep-blog-pytorch-lightning-advisory.png' data-full='https://semgrep.dev/assets/blog/semgrep-blog-pytorch-lightning-advisory.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Researchers found a malware-laden dependency in the PyTorch Lightning AI training library, themed around Shai-Hulud from Dune. The incident highlights the ongoing supply-chain risk in ML tooling, where critical libraries can be hijacked or compromised. It emphasizes the need for strict dependency vetting, vendor auditing, and reproducible environments to keep ML workflows secure.</p>\n<p class='hn-text-zh'>研究人员在 PyTorch Lightning 的 AI 训练库中发现了一个带有 Shai-Hulud 主题的恶意依赖。此事件暴露了机器学习工具链的持续供应链风险——核心库可能被劫持或被植入恶意代码。强调对依赖项的严格审查、供应商审核，以及可重复环境的重要性，以确保 ML 工作流安全。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972213' data-tags='Security,Open Source,DevOps' data-hn-time='1777621457' data-hn-score='170' data-hot-score='0.59'>\n<div class='hn-body'>\n<p class='hn-title'>(46) <a href='https://status.canonical.com/#/incident/KNms6QK9ewuzz-7xUsPsNylV20jEt5kyKsd8A-3ptQEHpOd8VQ40ZQs-KD81fboQXeGZB94okNHdHBGlCv58Sw==' target='_blank' rel='noopener noreferrer'>Canonical/Ubuntu have been under DDoS</a></p>\n<p class='hn-meta'>Canonical/Ubuntu 遭遇超过15小时的 DDoS 攻击</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 00:44 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972213' target='_blank' rel='noopener noreferrer'>▲ 170</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972213' target='_blank' rel='noopener noreferrer'>💬 54</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<p class='hn-text-en'>Canonical and Ubuntu infrastructure faced a sustained DDoS attack lasting more than 15 hours, disrupting services and user access. The incident underscores the need for robust DDoS defenses and incident response in high-visibility open-source ecosystems.</p>\n<p class='hn-text-zh'>Canonical 与 Ubuntu 的基础设施遭受持续超过15小时的 DDoS 攻击，影响服务与用户访问。事件凸显在高可见性开源生态中部署强大防护和应急响应能力的重要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973108' data-tags='AI,Business' data-hn-time='1777631292' data-hn-score='115' data-hot-score='0.5'>\n<div class='hn-body'>\n<p class='hn-title'>(47) <a href='https://techcrunch.com/2026/04/30/after-dissing-anthropic-for-limiting-mythos-openai-restricts-access-to-cyber-too/' target='_blank' rel='noopener noreferrer'>After dissing Anthropic for limiting Mythos, OpenAI restricts access to Cyber</a></p>\n<p class='hn-meta'>在批评 Anthropic 对 Mythos 的限制后，OpenAI 也收紧了 Cyber 的访问</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973108' target='_blank' rel='noopener noreferrer'>▲ 115</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973108' target='_blank' rel='noopener noreferrer'>💬 90</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://techcrunch.com/wp-content/uploads/2026/04/Screenshot-2026-04-14-at-7.00.44-PM.png?resize=1200,783' data-full='https://techcrunch.com/wp-content/uploads/2026/04/Screenshot-2026-04-14-at-7.00.44-PM.png?resize=1200,783' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>OpenAI tightened access to Cyber after publicly criticizing Anthropic over Mythos limits, underscoring how platform-controlled model access shapes competition and developer workflows. The move signals ongoing consolidation of AI tooling access policies.</p>\n<p class='hn-text-zh'>在公开批评 Anthropic 对 Mythos 的限制后，OpenAI 也收紧了 Cyber 的访问权限，凸显平台对模型访问的控制如何影响竞争格局和开发者工作流。此举预示着 AI 工具访问政策的持续收紧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965503' data-tags='Programming,Open Source,Hardware' data-hn-time='1777569261' data-hn-score='331' data-hot-score='0.48'>\n<div class='hn-body'>\n<p class='hn-title'>(48) <a href='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/' target='_blank' rel='noopener noreferrer'>I built a Game Boy emulator in F#</a></p>\n<p class='hn-meta'>我用 F# 构建了一个 Game Boy 模拟器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 10:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965503' target='_blank' rel='noopener noreferrer'>▲ 331</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965503' target='_blank' rel='noopener noreferrer'>💬 75</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/images/pokemon.gif' data-full='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/images/pokemon.gif' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>I built a Game Boy emulator in F# from scratch, tackling the platform's timing, CPU, and memory quirks with a functional language. The project showcases how expressive, type-safe FP languages can still perform low-level emulation, and offers insights on bridging game architecture with modern tooling. It's a proof-of-concept that highlights the trade-offs between expressiveness and performance in hobby hardware emulation.</p>\n<p class='hn-text-zh'>作者用 F# 从零开始实现了一个 Game Boy 模拟器，需处理时序、CPU 与内存等细节。这个项目展示了函数式语言在底层仿真中的可行性与权衡，给出在现代工具链下进行硬件仿真的经验与启示。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972659' data-tags='AI,Hardware' data-hn-time='1777626602' data-hn-score='120' data-hot-score='0.47'>\n<div class='hn-body'>\n<p class='hn-title'>(49) <a href='https://github.com/intel/auto-round' target='_blank' rel='noopener noreferrer'>Advanced Quantization Algorithm for LLMs</a></p>\n<p class='hn-meta'>面向大语言模型的高级量化算法</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972659' target='_blank' rel='noopener noreferrer'>▲ 120</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972659' target='_blank' rel='noopener noreferrer'>💬 16</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/67df602be56917fc94933f6ec25306fc6999e4881d962c672a5b8aa5795a3ca2/intel/auto-round' data-full='https://opengraph.githubassets.com/67df602be56917fc94933f6ec25306fc6999e4881d962c672a5b8aa5795a3ca2/intel/auto-round' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Auto-Round introduces a sophisticated quantization approach for large language models, preserving accuracy while shrinking model size and speeding up inference. The technique promises meaningful efficiency gains for CPU/GPU deployment and lowers the cost of running large models.</p>\n<p class='hn-text-zh'>Auto-Round 提出了一种面向大语言模型的高级量化方法，在不显著损失精度的前提下缩小模型规模并加速推理。该技术有望在 CPU/GPU 部署中带来显著的效率提升，降低大模型的运营成本。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47979438' data-tags='Show HN,AI' data-hn-time='1777665378' data-hn-score='36' data-hot-score='0.47'>\n<div class='hn-body'>\n<p class='hn-title'>(50) <a href='https://github.com/xodn348/destiny' target='_blank' rel='noopener noreferrer'>Show HN: Destiny – Claude Code's fortune Teller skill</a></p>\n<p class='hn-meta'>Show HN：Destiny——Claude Code 的算命技能</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 12:56 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47979438' target='_blank' rel='noopener noreferrer'>▲ 36</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47979438' target='_blank' rel='noopener noreferrer'>💬 30</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/ac18fe5a5b083e4de4009d1351353b831333b463d5ec35e722973ec36ff68338/xodn348/destiny' data-full='https://opengraph.githubassets.com/ac18fe5a5b083e4de4009d1351353b831333b463d5ec35e722973ec36ff68338/xodn348/destiny' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN introduces Destiny, a small project that builds a fortune-telling skill using Claude Code, demonstrating how LLMs can be composed into playful, interactive utilities. It highlights the potential for accessible, creative AI tools that feel personalized.</p>\n<p class='hn-text-zh'>Show HN 展示 Destiny，这是一个用 Claude Code 构建的算命技能，展示了将语言模型组合成有趣、互动的小工具的可能性，体现了可及、富有创意的 AI 应用潜力。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970622' data-tags='Open Source' data-hn-time='1777601446' data-hn-score='195' data-hot-score='0.46'>\n<div class='hn-body'>\n<p class='hn-title'>(51) <a href='https://openwarp.zerx.dev' target='_blank' rel='noopener noreferrer'>OpenWarp</a></p>\n<p class='hn-meta'>OpenWarp</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970622' target='_blank' rel='noopener noreferrer'>▲ 195</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970622' target='_blank' rel='noopener noreferrer'>💬 138</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>OpenWarp appears to be an open-source project focused on warp-themed tooling.</p>\n<p class='hn-text-zh'>OpenWarp 看起来是一个聚焦于 warp 相关工具的开源项目。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977026' data-tags='Programming' data-hn-time='1777654363' data-hn-score='49' data-hot-score='0.41'>\n<div class='hn-body'>\n<p class='hn-title'>(52) <a href='https://simonwillison.net/2026/Apr/24/deepseek-v4/' target='_blank' rel='noopener noreferrer'>DeepSeek V4–almost on the frontier, a fraction of the price</a></p>\n<p class='hn-meta'>DeepSeek V4：几乎处于前沿，价格极具竞争力</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977026' target='_blank' rel='noopener noreferrer'>▲ 49</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977026' target='_blank' rel='noopener noreferrer'>💬 9</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://static.simonwillison.net/static/2026/deepseek-v4-card.jpg' data-full='https://static.simonwillison.net/static/2026/deepseek-v4-card.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Simon Willison’s DeepSeek V4 release promises near-frontier capabilities at a fraction of the cost, highlighting ongoing trends in accessible, high-performance search tooling for developers.</p>\n<p class='hn-text-zh'>Simon Willison 介绍的 DeepSeek V4 在成本极低的前提下接近前沿能力，凸显开发者对高性能、可负担的搜索工具的持续需求。文中评测、功能要点及与主流方案的取舍成为技术选型的参考。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972888' data-tags='Show HN' data-hn-time='1777629135' data-hn-score='98' data-hot-score='0.4'>\n<div class='hn-body'>\n<p class='hn-title'>(53) <a href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>Show HN: Perfect Bluetooth MIDI for Windows</a></p>\n<p class='hn-meta'>Show HN：Windows 上的完美蓝牙 MIDI</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>▲ 98</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>💬 31</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Windows finally achieves reliable Bluetooth MIDI performance with low latency and stable throughput, comparable to native platforms.</p>\n<p class='hn-text-zh'>Windows 的蓝牙 MIDI 性能实现了稳定低延迟，与原生平台相当。该进展提升了 Windows 上的跨平台音乐工作流，解决长期存在的兼容性难题。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47961378' data-tags='Data,Politics' data-hn-time='1777551893' data-hn-score='291' data-hot-score='0.34'>\n<div class='hn-body'>\n<p class='hn-title'>(54) <a href='https://bidprowl.com' target='_blank' rel='noopener noreferrer'>I aggregated 28 US Government auction sites into one search</a></p>\n<p class='hn-meta'>我把 28 个美国政府拍卖网站聚合成一个搜索入口</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 05:24 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47961378' target='_blank' rel='noopener noreferrer'>▲ 291</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47961378' target='_blank' rel='noopener noreferrer'>💬 81</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://bidprowl.com/api/og?title=Government+Surplus+Auctions+in+One+Place&subtitle=Search+GSA,+GovDeals,+GovPlanet+and+more' data-full='https://bidprowl.com/api/og?title=Government+Surplus+Auctions+in+One+Place&subtitle=Search+GSA,+GovDeals,+GovPlanet+and+more' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>I aggregated 28 US government auction sites into one search tool to simplify finding assets, surplus equipment, and procurement opportunities. The project illustrates the value of unifying public-data sources to boost efficiency, while data freshness and reliability remain important.</p>\n<p class='hn-text-zh'>作者把 28 个美国政府拍卖网站聚合为一个检索入口，便于发现资产、闲置设备与采购机会。此举体现整合公开数据源以提升效率的趋势，但数据的时效性与可信度同样重要。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47960507' data-tags='AI,Open Source' data-hn-time='1777545077' data-hn-score='298' data-hot-score='0.32'>\n<div class='hn-body'>\n<p class='hn-title'>(55) <a href='https://firethering.com/granite-4-1-ibm-open-source-model-family/' target='_blank' rel='noopener noreferrer'>Granite 4.1: IBM's 8B Model Matching 32B MoE</a></p>\n<p class='hn-meta'>Granite 4.1：IBM 的 8B 模型与 32B MoE</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 03:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47960507' target='_blank' rel='noopener noreferrer'>▲ 298</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47960507' target='_blank' rel='noopener noreferrer'>💬 194</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://firethering.com/wp-content/uploads/2026/04/Granite-4.1-IBMs-8B-Model-Is-Competing-With-Models-Four-Times-Its-Size.jpg' data-full='https://firethering.com/wp-content/uploads/2026/04/Granite-4.1-IBMs-8B-Model-Is-Competing-With-Models-Four-Times-Its-Size.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Granite 4.1 introduces open-source tooling for aligning an 8B base model with a 32B MoE (Mixture of Experts) architecture, enabling scalable inference and modular model design. It signals IBM's ongoing push to empower open AI tooling and explore mixture-of-experts approaches for efficiency.</p>\n<p class='hn-text-zh'>Granite 4.1 是一个开源模型家族，展示将一个 8B 基模型与 32B MoE 架构结合的能力，支持可扩展推理与模块化模型设计。体现 IBM 在开源 AI 工具与专家门控混合模型领域的持续探索。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971768' data-tags='Business,Hardware' data-hn-time='1777616433' data-hn-score='103' data-hot-score='0.32'>\n<div class='hn-body'>\n<p class='hn-title'>(56) <a href='https://www.macrumors.com/2026/04/30/mac-studio-mac-mini-constrained-months/' target='_blank' rel='noopener noreferrer'>Apple Says Mac Studio and Mac Mini Will Be in Short Supply for Months</a></p>\n<p class='hn-meta'>苹果称 Mac Studio 与 Mac Mini 将在数月内短缺</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 23:20 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971768' target='_blank' rel='noopener noreferrer'>▲ 103</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971768' target='_blank' rel='noopener noreferrer'>💬 92</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://images.macrumors.com/t/F7gwDgXGoRIlK9uUFsivYREvyZs=/2000x/article-new/2025/11/mac-studio-purple.jpg' data-full='https://images.macrumors.com/t/F7gwDgXGoRIlK9uUFsivYREvyZs=/2000x/article-new/2025/11/mac-studio-purple.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Apple has announced that Mac Studio and Mac Mini will be in short supply for months, signaling ongoing supply-chain constraints despite strong demand. The shortage could affect buyers, developers, and upgrade plans, and hints at broader pressures in the semiconductor and logistics ecosystem. It may impact pacing of new product workflows and budgeting for teams.</p>\n<p class='hn-text-zh'>苹果宣布 Mac Studio 和 Mac Mini 将在数月内短缺，表明需求强劲下供应链仍然受限。缺货可能影响买家、开发者及升级计划，也反映出半导体与物流生态的更广泛压力，或将影响团队的工作节奏与预算分配。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977659' data-tags='Show HN,Privacy,Programming,Data' data-hn-time='1777657215' data-hn-score='34' data-hot-score='0.32'>\n<div class='hn-body'>\n<p class='hn-title'>(57) <a href='https://github.com/calebwin/gitgres' target='_blank' rel='noopener noreferrer'>Show HN: My Private GitHub on Postgres</a></p>\n<p class='hn-meta'>Show HN：把私人 GitHub 放在 PostgreSQL 上</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:40 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977659' target='_blank' rel='noopener noreferrer'>▲ 34</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977659' target='_blank' rel='noopener noreferrer'>💬 20</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/ebc2ad7915ba4a5000f53849989ab2cb310cefec44e623f8d53eaa62674578b5/calebwin/gitgres' data-full='https://opengraph.githubassets.com/ebc2ad7915ba4a5000f53849989ab2cb310cefec44e623f8d53eaa62674578b5/calebwin/gitgres' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A project stores private GitHub data in PostgreSQL, enabling a self-hosted, private code repository workflow. It raises questions about data portability, privacy, and how to run private repos at scale.</p>\n<p class='hn-text-zh'>一个项目将私有 GitHub 数据存放在 PostgreSQL 中，实现自托管、私有代码库工作流。此举引发对数据可移植性、隐私保护以及大规模私有仓库运行的讨论。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47969288' data-tags='Security' data-hn-time='1777589331' data-hn-score='145' data-hot-score='0.28'>\n<div class='hn-body'>\n<p class='hn-title'>(58) <a href='https://labs.watchtowr.com/the-internet-is-falling-down-falling-down-falling-down-cpanel-whm-authentication-bypass-cve-2026-41940/' target='_blank' rel='noopener noreferrer'>CPanel and WHM Authentication Bypass – CVE-2026-41940</a></p>\n<p class='hn-meta'>CPanel 与 WHM 身份认证绕过漏洞——CVE-2026-41940</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 15:48 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47969288' target='_blank' rel='noopener noreferrer'>▲ 145</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47969288' target='_blank' rel='noopener noreferrer'>💬 58</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://storage.ghost.io/c/a0/dc/a0dcbbe4-0ae7-4d7e-90f7-ebbc3a0f5a84/content/images/size/w1200/2026/04/Group-8730--2-.png' data-full='https://storage.ghost.io/c/a0/dc/a0dcbbe4-0ae7-4d7e-90f7-ebbc3a0f5a84/content/images/size/w1200/2026/04/Group-8730--2-.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>CPanel/WHM authentication bypass CVE-2026-41940 is a critical flaw affecting millions of servers; attackers can bypass login and gain control. Patching and applying mitigations is essential to protect sites.</p>\n<p class='hn-text-zh'>CPanel/WHM 的 CVE-2026-41940 是一项影响大量服务器的关键漏洞，攻击者可绕过身份验证获得控制权。迅速打补丁并应用缓解措施以保护站点。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973547' data-tags='Space' data-hn-time='1777635112' data-hn-score='59' data-hot-score='0.28'>\n<div class='hn-body'>\n<p class='hn-title'>(59) <a href='https://www.theregister.com/2026/05/01/spacex_debris_landing/' target='_blank' rel='noopener noreferrer'>SpaceX rocket set for unintentional moon landing – well, a piece of it anyway</a></p>\n<p class='hn-meta'>SpaceX 火箭将进行意外的月球着陆——只是其中的一部分碎片</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973547' target='_blank' rel='noopener noreferrer'>▲ 59</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973547' target='_blank' rel='noopener noreferrer'>💬 43</a> <span class='hn-tag hn-tag--teal' data-tag='Space'>Space</span></div>\n<img class='hn-img' src='https://regmedia.co.uk/2017/01/10/moon.jpg' data-full='https://regmedia.co.uk/2017/01/10/moon.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>SpaceX debris is expected to land on the Moon as part of a mission's aftermath, turning a misstep into a rare lunar encounter. The incident highlights the ongoing issue of space debris and lunar exploration.</p>\n<p class='hn-text-zh'>报道称 SpaceX 的残骸有望在月球表面着陆，成为一次罕见的月球遭遇。此次事件凸显太空碎片问题以及月球探索的长期挑战。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47951295' data-tags='Privacy,AI' data-hn-time='1777482543' data-hn-score='455' data-hot-score='0.27'>\n<div class='hn-body'>\n<p class='hn-title'>(60) <a href='https://www.theargumentmag.com/p/i-can-never-talk-to-an-ai-anonymously' target='_blank' rel='noopener noreferrer'>Opus 4.7 knows the real Kelsey</a></p>\n<p class='hn-meta'>Opus 4.7 能认出真正的 Kelsey</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 10:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47951295' target='_blank' rel='noopener noreferrer'>▲ 455</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47951295' target='_blank' rel='noopener noreferrer'>💬 245</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!q0IX!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F830c09c6-06a9-47e6-8552-6ba2cbfd3da5_2121x1414.jpeg' data-full='https://substackcdn.com/image/fetch/$s_!q0IX!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F830c09c6-06a9-47e6-8552-6ba2cbfd3da5_2121x1414.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Opus 4.7 claims to know the real Kelsey, raising questions about identity, privacy, and how AI systems handle sensitive personal information.</p>\n<p class='hn-text-zh'>Opus 4.7 声称识别出真实的 Kelsey，引发关于身份、隐私以及 AI 系统如何处理敏感个人信息的关注。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963316' data-tags='Programming,Open Source' data-hn-time='1777560182' data-hn-score='212' data-hot-score='0.27'>\n<div class='hn-body'>\n<p class='hn-title'>(61) <a href='https://honker.dev/' target='_blank' rel='noopener noreferrer'>Honker – Durable queues, streams, pub/sub, and cron scheduler in a SQLite file</a></p>\n<p class='hn-meta'>SQLite 文件中的持久化队列、流、Pub/Sub 与 cron 调度器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 07:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963316' target='_blank' rel='noopener noreferrer'>▲ 212</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963316' target='_blank' rel='noopener noreferrer'>💬 53</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://honker.dev/og-image.png' data-full='https://honker.dev/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A single SQLite file can host durable queues, streams, pub/sub, and a cron-like scheduler, enabling complex data workflows without external services. This approach can be appealing for edge apps or offline-first systems.</p>\n<p class='hn-text-zh'>一个 SQLite 文件就能承载持久化队列、流、发布/订阅和类似 cron 的调度功能，从而在不依赖外部服务的情况下实现复杂数据工作流。文中探讨如何在一个紧凑的数据存储中实现原语，权衡简单性与潜在的性能、可移植性之间的取舍，适合边缘计算或离线优先场景。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973635' data-tags='Programming' data-hn-time='1777635732' data-hn-score='56' data-hot-score='0.27'>\n<div class='hn-body'>\n<p class='hn-title'>(62) <a href='https://www.jsoftware.com/papers/Dijkstra_Letter.htm' target='_blank' rel='noopener noreferrer'>A Letter from Dijkstra on APL (1982)</a></p>\n<p class='hn-meta'>迪克斯特拉关于 APL 的来信</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973635' target='_blank' rel='noopener noreferrer'>▲ 56</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973635' target='_blank' rel='noopener noreferrer'>💬 54</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<p class='hn-text-en'>Dijkstra offers a thoughtful take on APL, weighing its expressive power against readability and maintainability. The letter context sheds light on how APL influenced early language design and the ongoing debate between conciseness and clarity.</p>\n<p class='hn-text-zh'>迪克斯特拉对 APL 的表达力与可读性之间的权衡提出独到见解，兼具赞赏与批评。此信件为早期编程语言设计的历史提供了洞见，展示简洁性与清晰度之间的张力。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47966254' data-tags='Programming,Open Source,Data' data-hn-time='1777572858' data-hn-score='173' data-hot-score='0.26'>\n<div class='hn-body'>\n<p class='hn-title'>(63) <a href='https://peterdohertys.website/blog-posts/full-text-search-w-duckdb.html' target='_blank' rel='noopener noreferrer'>Full-Text Search with DuckDB</a></p>\n<p class='hn-meta'>DuckDB 的全文检索</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 11:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47966254' target='_blank' rel='noopener noreferrer'>▲ 173</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47966254' target='_blank' rel='noopener noreferrer'>💬 33</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://peterdohertyswebsite.analytics.peterdohertyllc.com/piwik.php?idsite=1' data-full='https://peterdohertyswebsite.analytics.peterdohertyllc.com/piwik.php?idsite=1' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A practical guide to enabling full-text search with DuckDB, outlining the setup, indexing strategies, and performance considerations. The piece demonstrates how embedded analytics databases can provide rich search capabilities without requiring separate search engines, useful for data apps and notebooks. It also notes caveats compared to dedicated search systems.</p>\n<p class='hn-text-zh'>介绍在 DuckDB 中实现全文检索的实用指南，涵盖设置、索引策略及性能考量。展示了嵌入式分析数据库在无需独立搜索引擎的情况下提供丰富检索能力，对数据应用和笔记本场景尤为有用，同时也提醒了相对于专门的搜索系统的局限。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973559' data-tags='Show HN,Web' data-hn-time='1777635168' data-hn-score='53' data-hot-score='0.25'>\n<div class='hn-body'>\n<p class='hn-title'>(64) <a href='https://sitemogging.com' target='_blank' rel='noopener noreferrer'>Show HN: Site Mogging</a></p>\n<p class='hn-meta'>Show HN：Site Mogging</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:32 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973559' target='_blank' rel='noopener noreferrer'>▲ 53</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973559' target='_blank' rel='noopener noreferrer'>💬 63</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://sitemogging.com/og-home.png' data-full='https://sitemogging.com/og-home.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN features Site Mogging, a project that analyzes and aggregates website performance metrics, possibly offering insights into optimization opportunities for developers building fast, reliable sites.</p>\n<p class='hn-text-zh'>Show HN 展示 Site Mogging，这是一款分析并聚合网站性能指标的项目，帮助开发者发现提升网站速度与可靠性的机会。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47966625' data-tags='Programming,DevOps,Data' data-hn-time='1777574722' data-hn-score='153' data-hot-score='0.24'>\n<div class='hn-body'>\n<p class='hn-title'>(65) <a href='https://www.dbos.dev/blog/benchmarking-workflow-execution-scalability-on-postgres' target='_blank' rel='noopener noreferrer'>Does Postgres Scale?</a></p>\n<p class='hn-meta'>PostgreSQL 能否扩展？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 11:45 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47966625' target='_blank' rel='noopener noreferrer'>▲ 153</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47966625' target='_blank' rel='noopener noreferrer'>💬 64</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://cdn.prod.website-files.com/672411cbf038560468c9e68f/69ea2ef1c3fc50d09e3def99_Workflow-Execution-on-Postgres-Benchmark.png' data-full='https://cdn.prod.website-files.com/672411cbf038560468c9e68f/69ea2ef1c3fc50d09e3def99_Workflow-Execution-on-Postgres-Benchmark.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A benchmark examines how well Postgres scales for workflow execution, testing parallel task handling and throughput under realistic workloads. The results offer guidance for architects choosing database backends for data-heavy automation and pipelines.</p>\n<p class='hn-text-zh'>一项基准测试评估 PostgreSQL 在工作流执行中的可扩展性，测试在现实工作负载下的并行任务处理与吞吐量。结果为在数据密集型自动化与流水线场景下选择数据库后端提供参考。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972367' data-tags='DevOps,Programming' data-hn-time='1777623247' data-hn-score='61' data-hot-score='0.22'>\n<div class='hn-body'>\n<p class='hn-title'>(66) <a href='https://lovable.dev/blog/hunting-networking-bugs-in-kubernetes' target='_blank' rel='noopener noreferrer'>Our agent found a bug with WireGuard in Google Kubernetes Engine</a></p>\n<p class='hn-meta'>我们的代理在 Google Kubernetes Engine 中发现 WireGuard 的一个 bug</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972367' target='_blank' rel='noopener noreferrer'>▲ 61</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972367' target='_blank' rel='noopener noreferrer'>💬 31</a> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://lovable.dev/content/news/covers/blog-hunting-networking-bugs-in-kubernetes.jpg' data-full='https://lovable.dev/content/news/covers/blog-hunting-networking-bugs-in-kubernetes.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Our agent discovered a bug in WireGuard integration within Google Kubernetes Engine, detailing symptoms and the debugging process. The finding illustrates how networking in managed Kubernetes can produce subtle VPN issues that require careful triage.</p>\n<p class='hn-text-zh'>在 Google Kubernetes Engine 中发现了 WireGuard 的一个 bug，描述症状与调试过程。该发现揭示了托管 Kubernetes 的网络层可能出现的微妙 VPN 问题，需要细致的排错。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972807' data-tags='Design,Privacy' data-hn-time='1777628347' data-hn-score='51' data-hot-score='0.2'>\n<div class='hn-body'>\n<p class='hn-title'>(67) <a href='https://skysedge.com/telecom/RUSP/index.html' target='_blank' rel='noopener noreferrer'>The Rotary Un-Smartphone (2023)</a></p>\n<p class='hn-meta'>旋转式无智能手机（2023）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:39 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972807' target='_blank' rel='noopener noreferrer'>▲ 51</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972807' target='_blank' rel='noopener noreferrer'>💬 10</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://www.skysedge.us/images/favicon.png' data-full='https://www.skysedge.us/images/favicon.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The Rotary Un-Smartphone project revisits a rotary dial experience as a minimal, privacy-focused device, eschewing modern apps for a tactile, slower form of communication. It examines design choices that prioritize user agency and a lighter digital footprint.</p>\n<p class='hn-text-zh'>通过重新回到拨号轮体验，该项目打造了一款低隐私、极简的设备，放弃大量应用，强调更具触觉和节奏的沟通方式。设计选择聚焦于提升用户自主性与减轻数字足迹。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47968982' data-tags='Science' data-hn-time='1777587537' data-hn-score='98' data-hot-score='0.18'>\n<div class='hn-body'>\n<p class='hn-title'>(68) <a href='https://sciencex.com/news/2026-04-snowball-earth-stranger-climate.html' target='_blank' rel='noopener noreferrer'>Snowball Earth may hide a far stranger climate cycle than anyone expected</a></p>\n<p class='hn-meta'>雪球地球理论可能隐藏比预期更古怪的气候循环</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 15:18 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47968982' target='_blank' rel='noopener noreferrer'>▲ 98</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47968982' target='_blank' rel='noopener noreferrer'>💬 45</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://scx2.b-cdn.net/gfx/news/2018/5af0afa4a666b.jpg' data-full='https://scx2.b-cdn.net/gfx/news/2018/5af0afa4a666b.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>New climate research suggests Snowball Earth could involve more intricate climate cycles than previously imagined, implying a richer set of feedback mechanisms governing global glaciation and deglaciation.</p>\n<p class='hn-text-zh'>最新气候研究表明，雪球地球现象可能包含比以往设想更复杂的气候循环，意味着全球冰川化与退冰过程背后有更丰富的反馈机制。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970690' data-tags='Show HN,Programming' data-hn-time='1777602223' data-hn-score='74' data-hot-score='0.18'>\n<div class='hn-body'>\n<p class='hn-title'>(69) <a href='https://github.com/kernalix7/winpodx' target='_blank' rel='noopener noreferrer'>Show HN: Winpodx – run Windows apps on Linux as native windows</a></p>\n<p class='hn-meta'>Show HN：Winpodx——在 Linux 上以本地 Windows 窗口运行 Windows 应用</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:23 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970690' target='_blank' rel='noopener noreferrer'>▲ 74</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970690' target='_blank' rel='noopener noreferrer'>💬 38</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/9a66e0c39b00187ada654af245c6f07bd2e828e67ff2099fa7180179622d149f/kernalix7/winpodx' data-full='https://opengraph.githubassets.com/9a66e0c39b00187ada654af245c6f07bd2e828e67ff2099fa7180179622d149f/kernalix7/winpodx' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN: Winpodx enables Windows apps to run on Linux with native-looking Windows windows, illustrating progress in cross-OS app compatibility. The project demonstrates how far toolchains and UI integration have come for Linux users.</p>\n<p class='hn-text-zh'>Show HN：Winpodx 让 Windows 应用在 Linux 上以原生 Windows 窗口显示运行，体现跨操作系统应用兼容性的进展。该项目展示了 Linux 用户在工具链和 UI 集成方面的最新进展。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973084' data-tags='Open Source,Programming,Privacy' data-hn-time='1777631032' data-hn-score='43' data-hot-score='0.18'>\n<div class='hn-body'>\n<p class='hn-title'>(70) <a href='https://btxx.org/posts/beginners-guide-sourcehut/' target='_blank' rel='noopener noreferrer'>A beginner's guide to Sourcehut (2025)</a></p>\n<p class='hn-meta'>Sourcehut 初学者指南（2025）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:23 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973084' target='_blank' rel='noopener noreferrer'>▲ 43</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973084' target='_blank' rel='noopener noreferrer'>💬 13</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://btxx.org/public/images/sourcehut-patches-list.webp' data-full='https://btxx.org/public/images/sourcehut-patches-list.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A practical tour of Sourcehut's open, lean toolchain for hosting code, builds, and mailing lists, with emphasis on self-hosting and privacy-friendly workflows. The guide contrasts Sourcehut with centralized platforms and offers steps to get started.</p>\n<p class='hn-text-zh'>这份指南介绍 Sourcehut 的开源、简洁的代码托管、构建和邮件列表工具链，强调自托管与隐私友好型工作流，并给出上手步骤。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965027' data-tags='Culture' data-hn-time='1777567094' data-hn-score='122' data-hot-score='0.17'>\n<div class='hn-body'>\n<p class='hn-title'>(71) <a href='https://www.derekthompson.org/p/why-do-richer-dads-spend-more-time' target='_blank' rel='noopener noreferrer'>American Dads Became the Parents Their Fathers Never Were</a></p>\n<p class='hn-meta'>美国父亲们：成为了父辈从未成为的父母</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965027' target='_blank' rel='noopener noreferrer'>▲ 122</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965027' target='_blank' rel='noopener noreferrer'>💬 155</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://images.unsplash.com/photo-1562494855-e008650bb2c6?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxMHx8ZGFkfGVufDB8fHx8MTc3NzQ3MzYzM3ww&ixlib=rb-4.1.0&q=80&w=1080' data-full='https://images.unsplash.com/photo-1562494855-e008650bb2c6?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxMHx8ZGFkfGVufDB8fHx8MTc3NzQ3MzYzM3ww&ixlib=rb-4.1.0&q=80&w=1080' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A Derek Thompson piece argues that wealthier dads now take on more parenting roles than their fathers did, reshaping expectations around fatherhood and time investment. It highlights how income, work culture, and policy shape caregiving norms in modern America.</p>\n<p class='hn-text-zh'>Derek Thompson 的文章指出，富裕家庭的父亲如今在育儿中的投入超过父辈，正在重新塑造父亲角色与时间投入的期望。文章分析收入、工作文化与政策如何共同塑造当代美国家庭的育儿规范。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973710' data-tags='Open Source,Politics,Health,Security' data-hn-time='1777636402' data-hn-score='35' data-hot-score='0.17'>\n<div class='hn-body'>\n<p class='hn-title'>(72) <a href='https://shkspr.mobi/blog/2026/05/nhs-goes-to-war-against-open-source/' target='_blank' rel='noopener noreferrer'>NHS Goes to War Against Open Source</a></p>\n<p class='hn-meta'>NHS 与开源的一场战争</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:53 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973710' target='_blank' rel='noopener noreferrer'>▲ 35</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973710' target='_blank' rel='noopener noreferrer'>💬 3</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--emerald' data-tag='Health'>Health</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://shkspr.mobi/blog/wp-content/uploads/2026/04/SDLC-8.webp' data-full='https://shkspr.mobi/blog/wp-content/uploads/2026/04/SDLC-8.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Critiques NHS policies that hinder open-source software adoption, arguing it stifles innovation, vendor neutrality, and security benefits from community-driven tooling. Calls for policy reforms to embrace open-source benefits in healthcare IT.</p>\n<p class='hn-text-zh'>批评 NHS 的做法，认为其对开源软件的限制阻碍创新、供应商中立性以及社区驱动工具的安全收益，呼吁在医疗 IT 中重新评估政策以拥抱开源的潜在好处。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973093' data-tags='Show HN,AI,Programming' data-hn-time='1777631141' data-hn-score='38' data-hot-score='0.16'>\n<div class='hn-body'>\n<p class='hn-title'>(73) <a href='https://github.com/leox255/loopsy' target='_blank' rel='noopener noreferrer'>Show HN: Loopsy, a way for terminals and AI agents on different machines to talk</a></p>\n<p class='hn-meta'>Show HN：Loopsy——跨主机的终端与 AI 代理通信</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:25 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973093' target='_blank' rel='noopener noreferrer'>▲ 38</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973093' target='_blank' rel='noopener noreferrer'>💬 8</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/f6a0736750b0bff38f555582ee0472ae7da4467da88e2f73afe7e116df6f622a/leox255/loopsy' data-full='https://opengraph.githubassets.com/f6a0736750b0bff38f555582ee0472ae7da4467da88e2f73afe7e116df6f622a/leox255/loopsy' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Loopsy enables terminals and AI agents on separate machines to talk, enabling distributed orchestration and collaboration across environments.</p>\n<p class='hn-text-zh'>Loopsy 让不同机器上的终端和 AI 代理能够通信，推动分布式编排与跨环境协作，同时引发对安全性与时延的讨论。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47962269' data-tags='Open Source,Programming' data-hn-time='1777556318' data-hn-score='116' data-hot-score='0.14'>\n<div class='hn-body'>\n<p class='hn-title'>(74) <a href='https://matduggan.com/if-i-could-make-my-own-github/' target='_blank' rel='noopener noreferrer'>If I could make my own GitHub</a></p>\n<p class='hn-meta'>如果我能做自己的 GitHub</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 06:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47962269' target='_blank' rel='noopener noreferrer'>▲ 116</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47962269' target='_blank' rel='noopener noreferrer'>💬 133</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<p class='hn-text-en'>Explores building a GitHub-like platform from scratch, weighing open-source, self-hosting, feature scope, and governance trade-offs. It offers practical design considerations for developers aiming to create developer tooling with community ownership.</p>\n<p class='hn-text-zh'>探讨从零构建一个类似 GitHub 的平台，权衡开源、自托管、功能边界和治理等要点。提供面向开发者工具的实际设计建议，强调社区所有权与可持续性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963868' data-tags='Design,Culture,Education' data-hn-time='1777562449' data-hn-score='91' data-hot-score='0.12'>\n<div class='hn-body'>\n<p class='hn-title'>(75) <a href='https://thereader.mitpress.mit.edu/the-1960s-art-school-experiment-that-redefined-creativity/' target='_blank' rel='noopener noreferrer'>A 1960s art school experiment that redefined creativity</a></p>\n<p class='hn-meta'>1960 年代美术学院的一场重新定义创造力的实验</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 08:20 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963868' target='_blank' rel='noopener noreferrer'>▲ 91</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963868' target='_blank' rel='noopener noreferrer'>💬 29</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span></div>\n<p class='hn-text-en'>This piece surveys a 1960s art-school experiment that reshaped how people think about creativity, likely involving interactive pedagogy and cross-disciplinary collaboration. It offers takeaways for design, education, and tech teams about nurturing experimentation and breaking intellectual boundaries. The lesson is that curricula can unlock new modes of creative thinking when teachers embrace risk and collaboration.</p>\n<p class='hn-text-zh'>本文回顾了1960年代美术学院的一场实验，重新定义了人们对创造力的理解，往往涉及互动式教学与跨学科协作。为设计、教育乃至科技团队提供启示：在教师鼓励冒险与协作的条件下，课程能开启全新的创造力表达方式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47947944' data-tags='Hardware' data-hn-time='1777468546' data-hn-score='212' data-hot-score='0.11'>\n<div class='hn-body'>\n<p class='hn-title'>(76) <a href='https://www.gilesthomas.com/2026/04/10g-ethernet-what-i-did' target='_blank' rel='noopener noreferrer'>10Gb/s Ethernet: what I did to get it working in my home</a></p>\n<p class='hn-meta'>家庭网络的 10Gb/s 以太网：实现过程与经验</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 06:15 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47947944' target='_blank' rel='noopener noreferrer'>▲ 212</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47947944' target='_blank' rel='noopener noreferrer'>💬 150</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://www.gilesthomas.com/images/favicons/web-app-manifest-512x512.png' data-full='https://www.gilesthomas.com/images/favicons/web-app-manifest-512x512.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Practical steps to get 10GbE working at home, from hardware choices (NICs, switches) to cabling and configuration. The piece demystifies the upgrade path, offering real-world performance expectations and guidance on when 10GbE makes sense for a home lab or small office. It also covers compatibility and heat/power considerations.</p>\n<p class='hn-text-zh'>作者分享在家庭环境中实现 10GbE 的实际步骤，从硬件选择、线缆、驱动到配置。文章解开升级谜团，给出真实世界的性能预期与何时值得投资的建议，同时讨论兼容性、热量与功耗等注意事项。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47946899' data-tags='Culture' data-hn-time='1777462540' data-hn-score='209' data-hot-score='0.11'>\n<div class='hn-body'>\n<p class='hn-title'>(77) <a href='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/' target='_blank' rel='noopener noreferrer'>New copy of earliest poem in English, written 1,3k years ago, discovered in Rome</a></p>\n<p class='hn-meta'>在罗马发现的最早英语诗新抄本（距今约1300年）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 04:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47946899' target='_blank' rel='noopener noreferrer'>▲ 209</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47946899' target='_blank' rel='noopener noreferrer'>💬 125</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/media/tcd/news-images/Elisabetta-Magnanti-and-Mark-Faulkner-with-the-Trinity-copy-of-Bedes-Ecclesiastical-History.-To-be-clear-this-is-not-the-manuscript-they-found-in-Rome---.JPG' data-full='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/media/tcd/news-images/Elisabetta-Magnanti-and-Mark-Faulkner-with-the-Trinity-copy-of-Bedes-Ecclesiastical-History.-To-be-clear-this-is-not-the-manuscript-they-found-in-Rome---.JPG' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A newly discovered copy of Caedmon’s Hymn—one of the oldest known English poems—has been found in Rome. The find expands the manuscript trail of early Old English verse and could yield new insights into linguistic features and performance contexts from the era. It also underscores how medieval texts circulated far beyond their likely origin.</p>\n<p class='hn-text-zh'>在罗马发现的《凯德蒙颂》最早英语诗歌新抄本被揭示。此发现扩展了早期古英语诗歌的手稿传承，为语言特征与表演传统提供新线索，并显示中世纪文本可能的跨地流传。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47967069' data-tags='Security,Open Source' data-hn-time='1777576975' data-hn-score='68' data-hot-score='0.11'>\n<div class='hn-body'>\n<p class='hn-title'>(78) <a href='https://dustri.org/b/follow-up-to-carrot-disclosure-forgejo.html' target='_blank' rel='noopener noreferrer'>Follow-up to Carrot disclosure: Forgejo</a></p>\n<p class='hn-meta'>Carrot 披露后续：Forgejo</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 12:22 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47967069' target='_blank' rel='noopener noreferrer'>▲ 68</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47967069' target='_blank' rel='noopener noreferrer'>💬 11</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>A follow-up discussion ties the Carrot disclosure to Forgejo, examining the security implications and how open-source projects should respond to disclosure incidents.</p>\n<p class='hn-text-zh'>关于 Carrot 披露的跟进将焦点放在 Forgejo，探讨安全影响以及开源项目在披露事件中的应对之道。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965835' data-tags='Data,Open Source' data-hn-time='1777570931' data-hn-score='62' data-hot-score='0.09'>\n<div class='hn-body'>\n<p class='hn-title'>(79) <a href='https://lost-number.bearblog.dev/recovering-files-from-beyond-the-grave-using-photorec/' target='_blank' rel='noopener noreferrer'>Recovering files from beyond the grave using PhotoRec</a></p>\n<p class='hn-meta'>使用 PhotoRec 从已删除数据中恢复文件</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 10:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965835' target='_blank' rel='noopener noreferrer'>▲ 62</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965835' target='_blank' rel='noopener noreferrer'>💬 14</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://bear-images.sfo2.cdn.digitaloceanspaces.com/lost-number/image-7.webp' data-full='https://bear-images.sfo2.cdn.digitaloceanspaces.com/lost-number/image-7.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>PhotoRec, a robust data recovery tool, demonstrates recovery capabilities even after deletion or partition damage scenarios. The piece walks through practical tips, caveats, and success cases, illustrating how open-source recovery tools can rescue valuable data. It emphasizes the importance of backups and the limitations of recovery in certain failure modes.</p>\n<p class='hn-text-zh'>介绍了使用 PhotoRec 这类强大的数据恢复工具，在删除或分区损坏等场景下尝试找回数据。文章给出实际操作要点、注意事项和成功案例，强调备份的重要性并指出在某些故障模式下恢复的局限性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970578' data-tags='Hardware,Gaming' data-hn-time='1777600931' data-hn-score='41' data-hot-score='0.09'>\n<div class='hn-body'>\n<p class='hn-title'>(80) <a href='https://fabiensanglard.net/snes_hearts/' target='_blank' rel='noopener noreferrer'>The Hearts of the Super Nintendo (2024)</a></p>\n<p class='hn-meta'>超级任天堂的心脏</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:02 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970578' target='_blank' rel='noopener noreferrer'>▲ 41</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970578' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--purple' data-tag='Gaming'>Gaming</span></div>\n<img class='hn-img' src='https://fabiensanglard.net/snes_hearts/crystal.webp' data-full='https://fabiensanglard.net/snes_hearts/crystal.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A deep dive into the SNES's hardware core reveals how its central components powered games and shaped the console's distinctive capabilities. The piece connects engineering choices to a lasting cultural impact in retro gaming.</p>\n<p class='hn-text-zh'>对 SNES 硬件核心的深度解析，揭示其核心组件如何支撑游戏性能并塑造这款主机的独特能力。文章将工程选择与复古游戏的文化影响联系起来。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47937814' data-tags='Programming' data-hn-time='1777398098' data-hn-score='238' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(81) <a href='https://phulin.me/blog/simtower' target='_blank' rel='noopener noreferrer'>Reverse Engineering SimTower</a></p>\n<p class='hn-meta'>逆向工程 SimTower</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 10:41 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47937814' target='_blank' rel='noopener noreferrer'>▲ 238</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47937814' target='_blank' rel='noopener noreferrer'>💬 71</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://phulin.me/assets/og-image.png' data-full='https://phulin.me/assets/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A technical post explores reverse engineering the classic SimTower, revealing how its simulation logic and scheduling work under the hood. The write-up serves as a case study in analyzing legacy sim software and could inspire methods for modern game/tool reverse engineering.</p>\n<p class='hn-text-zh'>技术文章揭秘对经典游戏 SimTower 的逆向工程，揭示其内部仿真逻辑与调度机制。作为对遗留仿真软件分析的案例，或为现代游戏与工具的逆向研究提供思路。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47942863' data-tags='Business' data-hn-time='1777423815' data-hn-score='214' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(82) <a href='https://herbertlui.net/maladaptive-frugality/' target='_blank' rel='noopener noreferrer'>Maladaptive Frugality</a></p>\n<p class='hn-meta'>不良的节俭</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 17:50 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47942863' target='_blank' rel='noopener noreferrer'>▲ 214</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47942863' target='_blank' rel='noopener noreferrer'>💬 276</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://secure.gravatar.com/avatar/be9fdd2bb0be1f7bf014cffa18f1c9f5?s=32&d=mm&r=g' data-full='https://secure.gravatar.com/avatar/be9fdd2bb0be1f7bf014cffa18f1c9f5?s=32&d=mm&r=g' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Maladaptive frugality argues that extreme thrift can undermine long-term value, quality, and innovation. The piece urges balancing cost control with intentional investment and risk tolerance in tech and product development.</p>\n<p class='hn-text-zh'>不良的节俭观提醒我们，过度节省可能削弱长期价值、质量与创新。文章倡导在成本控制与有意投资、承受风险之间取得平衡，特别是在技术与产品开发领域。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47950070' data-tags='Business' data-hn-time='1777477698' data-hn-score='141' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(83) <a href='https://www.worksinprogress.news/p/how-disposable-diapers-conquered' target='_blank' rel='noopener noreferrer'>The smelly baby problem</a></p>\n<p class='hn-meta'>臭味婴儿问题</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 08:48 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47950070' target='_blank' rel='noopener noreferrer'>▲ 141</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47950070' target='_blank' rel='noopener noreferrer'>💬 80</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!_fei!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c7e66ce-5e9f-420e-aa3d-ca01da458f15_1195x821.jpeg' data-full='https://substackcdn.com/image/fetch/$s_!_fei!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c7e66ce-5e9f-420e-aa3d-ca01da458f15_1195x821.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Disposable diapers addressed odor by redesigning absorbency, materials, and containment, fueling wide adoption over cloth alternatives. The story also weighs environmental costs and the rapid growth of the diaper market.</p>\n<p class='hn-text-zh'>一次性尿布通过改进吸收性、材料和封控设计解决了“臭味”问题，从而推动了相对于布尿布的广泛采用。文章也讨论了环境成本与尿布产业的快速扩张。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47954394' data-tags='Space,Hardware' data-hn-time='1777495697' data-hn-score='125' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(84) <a href='https://artemistimeline.com/#artemis-ii-walkout-nhq202604010003' target='_blank' rel='noopener noreferrer'>Artemis II Photo Timeline</a></p>\n<p class='hn-meta'>阿尔忒弥斯II 照片时间线</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 13:48 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47954394' target='_blank' rel='noopener noreferrer'>▲ 125</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47954394' target='_blank' rel='noopener noreferrer'>💬 11</a> <span class='hn-tag hn-tag--teal' data-tag='Space'>Space</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://artemistimeline.com/web/9608627.jpg' data-full='https://artemistimeline.com/web/9608627.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>NASA releases a photo timeline documenting Artemis II walkthrough and milestones, offering a visual diary of the mission's path to a crewed lunar flyby. The sequence helps readers track preparation, hardware, and public-facing milestones as NASA advances human exploration.</p>\n<p class='hn-text-zh'>NASA 发布阿尔忒弥斯II 的照片时间线，记录从准备到载人绕月飞行等关键节点与工作流程。通过一组可视化材料，公众能直观看到任务进展、硬件进展以及对人类月球探测计划的阶段性里程碑。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47955789' data-tags='AI' data-hn-time='1777503370' data-hn-score='113' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(85) <a href='https://www.wired.com/story/when-robots-have-their-chatgpt-moment-remember-these-pincers/' target='_blank' rel='noopener noreferrer'>Eka’s robotic claw feels like we're approaching a ChatGPT moment</a></p>\n<p class='hn-meta'>Eka 的机械爪让人感觉我们正迎来‘ChatGPT 时刻’</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 15:56 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47955789' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47955789' target='_blank' rel='noopener noreferrer'>💬 145</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://media.wired.com/photos/69f11fc37df9442e8d9b4374/191:100/w_1280,c_limit/20260320-wired-eka-robotics-0429.jpg' data-full='https://media.wired.com/photos/69f11fc37df9442e8d9b4374/191:100/w_1280,c_limit/20260320-wired-eka-robotics-0429.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A robotic claw from Eka demonstrates AI-assisted manipulation, hinting at a future where robots interpret language models to guide physical tasks.</p>\n<p class='hn-text-zh'>Eka 的机器人爪展示了 AI 辅助的抓取与操作，暗示未来机器人可能借助语言模型来理解指令并完成复杂物理任务。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47924912' data-tags='Programming' data-hn-time='1777312332' data-hn-score='343' data-hot-score='0.07'>\n<div class='hn-body'>\n<p class='hn-title'>(86) <a href='https://lemire.me/blog/2026/04/27/you-can-beat-the-binary-search/' target='_blank' rel='noopener noreferrer'>You can beat the binary search</a></p>\n<p class='hn-meta'>你可以超越二分查找</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 27, 2026 / 10:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47924912' target='_blank' rel='noopener noreferrer'>▲ 343</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47924912' target='_blank' rel='noopener noreferrer'>💬 151</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://lemire.me/blog/wp-content/uploads/2026/04/Gemini_Generated_Image_rsv3zvrsv3zvrsv3-1024x572.png' data-full='https://lemire.me/blog/wp-content/uploads/2026/04/Gemini_Generated_Image_rsv3zvrsv3zvrsv3-1024x572.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Shows that under certain data distributions or with specialized techniques such as interpolation search, you can outperform classic binary search.</p>\n<p class='hn-text-zh'>文章指出在特定数据分布或条件下，类似插值查找等替代方法可超越二分查找，讨论权衡、缓存行为以及在实际场景中的适用性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47937033' data-tags='Hardware' data-hn-time='1777394952' data-hn-score='203' data-hot-score='0.07'>\n<div class='hn-body'>\n<p class='hn-title'>(87) <a href='https://wideluxx.com' target='_blank' rel='noopener noreferrer'>New mechanical panoramic film camera from Jeff Bridges</a></p>\n<p class='hn-meta'>Jeff Bridges 推出全新机械式全景胶片相机</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 09:49 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47937033' target='_blank' rel='noopener noreferrer'>▲ 203</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47937033' target='_blank' rel='noopener noreferrer'>💬 98</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://wideluxx.com/wp-content/uploads/2024/08/wideluxx-logo-white-red.png' data-full='https://wideluxx.com/wp-content/uploads/2024/08/wideluxx-logo-white-red.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Jeff Bridges unveils a new mechanical panoramic film camera, a nod to analog photography in the digital era. The release taps into a niche but growing interest in hands-on, artifact-grade gear and could appeal to film enthusiasts seeking unique wide-format shots.</p>\n<p class='hn-text-zh'>演员 Jeff Bridges 推出全新机械式全景胶片相机，凸显在数字时代对纯胶片摄影的热情。此举迎合对手工操作、高品质器材的细分市场，或吸引追求独特大画幅效果的胶片爱好者。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949616' data-tags='Science' data-hn-time='1777475777' data-hn-score='109' data-hot-score='0.06'>\n<div class='hn-body'>\n<p class='hn-title'>(88) <a href='https://www.quantamagazine.org/what-can-we-gain-by-losing-infinity-20260429/' target='_blank' rel='noopener noreferrer'>What can we gain by losing infinity?</a></p>\n<p class='hn-meta'>我们能通过失去无限获得什么？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 08:16 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949616' target='_blank' rel='noopener noreferrer'>▲ 109</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949616' target='_blank' rel='noopener noreferrer'>💬 117</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://www.quantamagazine.org/wp-content/uploads/2026/04/Anti-Infinity-cr-Kristina-Armitage-Social.jpg' data-full='https://www.quantamagazine.org/wp-content/uploads/2026/04/Anti-Infinity-cr-Kristina-Armitage-Social.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Explores how embracing finitary approaches or truncating infinite concepts can yield new mathematical or computational insights. The piece ties abstract ideas to practical gains in computation, physics, or philosophy, showing that shedding the ideal of infinity can lead to usable approximations or new theories. It emphasizes the value of finite models in tackling real-world problems.</p>\n<p class='hn-text-zh'>探讨在将无限概念简化或接受有限化时，如何带来新的数学或计算洞见。文章将抽象理念与计算、物理或哲学的实际应用联系起来，展示放弃无限理想能带来可用的近似或新理论，强调有限模型在现实问题中的价值。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47960778' data-tags='Energy' data-hn-time='1777547314' data-hn-score='56' data-hot-score='0.06'>\n<div class='hn-body'>\n<p class='hn-title'>(89) <a href='https://www.heise.de/en/news/1-4-GW-Huge-battery-storage-at-former-Grohnde-nuclear-power-plant-11277367.html' target='_blank' rel='noopener noreferrer'>1.4 GW: battery storage at former Grohnde nuclear power plant</a></p>\n<p class='hn-meta'>前 Grohnde 核电站 1.4GW 巨型储能</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47960778' target='_blank' rel='noopener noreferrer'>▲ 56</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47960778' target='_blank' rel='noopener noreferrer'>💬 66</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span></div>\n<img class='hn-img' src='https://heise.cloudimg.io/bound/1200x1200/q85.png-lossy-85.webp-lossy-85.foil1/_www-heise-de_/imgs/18/5/0/7/4/0/4/2/BESS-GESI-Grohnde-16-9-d9d7a171b660eebb.jpg' data-full='https://heise.cloudimg.io/bound/1200x1200/q85.png-lossy-85.webp-lossy-85.foil1/_www-heise-de_/imgs/18/5/0/7/4/0/4/2/BESS-GESI-Grohnde-16-9-d9d7a171b660eebb.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A massive 1.4 GW battery storage project is planned at the site of the former Grohnde nuclear plant, signaling the shift to grid-scale storage and energy resilience. It shows how decommissioned plants can host renewable storage assets.</p>\n<p class='hn-text-zh'>在前 Grohnde 核电站计划建设 1.4GW 级别的巨型储能项目，标志着对电网规模化储能与能源韧性的重视。退役核电设施正在转为承载可再生储能的潜在资产。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47933934' data-tags='Design' data-hn-time='1777381073' data-hn-score='139' data-hot-score='0.04'>\n<div class='hn-body'>\n<p class='hn-title'>(90) <a href='https://pomax.github.io/bezierinfo/' target='_blank' rel='noopener noreferrer'>A Primer on Bézier Curves – So What Makes a Bézier Curve?</a></p>\n<p class='hn-meta'>贝塞尔曲线入门：到底是什么构成贝塞尔曲线？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 05:57 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47933934' target='_blank' rel='noopener noreferrer'>▲ 139</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47933934' target='_blank' rel='noopener noreferrer'>💬 21</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://pomax.github.io/bezierinfo/images/og-image.png' data-full='https://pomax.github.io/bezierinfo/images/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Breaks down Bezier curves, explaining control points, the De Casteljau construction, and how these curves underpin vector graphics and font design. The guide also contrasts Bezier with other spline types and gives practical tips for use.</p>\n<p class='hn-text-zh'>贝塞尔曲线入门讲解了控制点、De Casteljau 算法及其在矢量图形、字体设计中的应用，並比较了与其他样条的区别，给出实际使用要点。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939246' data-tags='Programming' data-hn-time='1777403946' data-hn-score='113' data-hot-score='0.04'>\n<div class='hn-body'>\n<p class='hn-title'>(91) <a href='https://gregraiz.com/blog/local-vibe/' target='_blank' rel='noopener noreferrer'>I Got Sick of Remembering Port Numbers</a></p>\n<p class='hn-meta'>我终于厌倦了记端口号</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:19 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939246' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939246' target='_blank' rel='noopener noreferrer'>💬 109</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://gregraiz.com/assets/avatar.png' data-full='https://gregraiz.com/assets/avatar.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Port numbers are a hassle; the post shares approaches to avoid memorizing them, such as using service discovery, DNS aliases, or local routing tricks. It argues for more ergonomic development workflows in networked services.</p>\n<p class='hn-text-zh'>端口号记忆麻烦，文中分享通过服务发现、DNS 别名或本地路由等方式来避免记住端口号的方法，主张让开发者在网络服务中拥有更高效的工作流。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47927011' data-tags='AI' data-hn-time='1777322302' data-hn-score='114' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(92) <a href='https://idlemachines.co.uk/essays/softmax' target='_blank' rel='noopener noreferrer'>Softmax, can you derive the Jacobian? And should you care?</a></p>\n<p class='hn-meta'>Softmax：能推导雅可比矩阵吗？是否值得关心？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 27, 2026 / 13:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47927011' target='_blank' rel='noopener noreferrer'>▲ 114</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47927011' target='_blank' rel='noopener noreferrer'>💬 45</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://idlemachines.co.uk/api/og/essay?title=Softmax%2C%20can%20you%20really%20derive%20the%20Jacobian%3F%20And%20should%20you%20care%3F' data-full='https://idlemachines.co.uk/api/og/essay?title=Softmax%2C%20can%20you%20really%20derive%20the%20Jacobian%3F%20And%20should%20you%20care%3F' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The post derives the Jacobian of the Softmax function and discusses its relevance for practical machine learning. While the Jacobian is dense and coupled, understanding it helps diagnose gradient flow in multi-class models and informs numerical implementation choices. The takeaway is that Softmax’s interactions across outputs matter more than they appear at first glance.</p>\n<p class='hn-text-zh'>文章推导了 Softmax 的雅可比矩阵，并讨论其在实际机器学习中的作用。虽然雅可比矩阵很稠密且耦合，但理解它有助于诊断多分类模型的梯度流动，并为数值实现提供指引。要点在于输出之间的耦合关系比初看时更为重要。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939158' data-tags='Energy,Politics' data-hn-time='1777403606' data-hn-score='96' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(93) <a href='https://en.wikipedia.org/wiki/Church_Rock_uranium_mill_spill' target='_blank' rel='noopener noreferrer'>The Church Rock Uranium Mill Spill</a></p>\n<p class='hn-meta'>Church Rock 铀矿厂泄漏事故</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:13 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939158' target='_blank' rel='noopener noreferrer'>▲ 96</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939158' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://upload.wikimedia.org/wikipedia/commons/d/d5/United_Nuclear_Corporation_Church_Rock_Uranium_Mill.jpeg' data-full='https://upload.wikimedia.org/wikipedia/commons/d/d5/United_Nuclear_Corporation_Church_Rock_Uranium_Mill.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A 1979 uranium mill spill at Church Rock released large amounts of radioactive waste into the desert; it's one of the worst nuclear incidents in US history. It underscores legacy pollution and regulatory challenges in mining and energy sectors, with lessons for tech and policy.</p>\n<p class='hn-text-zh'>Church Rock 铀矿厂在 1979 年发生严重的放射性废料泄漏，成为美国历史上最严重的核事故之一。此事揭示了矿业与能源领域的遗留污染与监管挑战，对科技与政策具有长期影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47936184' data-tags='Culture' data-hn-time='1777391497' data-hn-score='91' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(94) <a href='https://en.wikipedia.org/wiki/Auto_polo' target='_blank' rel='noopener noreferrer'>Auto Polo</a></p>\n<p class='hn-meta'>自动马球</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 08:51 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47936184' target='_blank' rel='noopener noreferrer'>▲ 91</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47936184' target='_blank' rel='noopener noreferrer'>💬 23</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://upload.wikimedia.org/wikipedia/commons/6/67/Auto_polo_crop1.jpg' data-full='https://upload.wikimedia.org/wikipedia/commons/6/67/Auto_polo_crop1.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Auto Polo is a historical experiment where drivers control cars on a polo field, blending early automotive tech with sport. The note covers its origins, rules, and why it stands as a curious footnote in the history of vehicles and games.</p>\n<p class='hn-text-zh'>自动马球是一项早期的实验性运动，驾驶员驾驶汽车在马球场上竞技，融合了汽车技术与体育趣味。文中回顾了起源、规则，以及其在汽车史与体育史中的有趣地位。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47948152' data-tags='Education' data-hn-time='1777469327' data-hn-score='52' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(95) <a href='https://spectrum.ieee.org/roboticist-turned-teacher-eniac-replica' target='_blank' rel='noopener noreferrer'>Roboticist-Turned-Teacher Built a Life-Size Replica of Eniac</a></p>\n<p class='hn-meta'>从机器人专家转为教师：打造了 ENIAC 的等身复制品</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 06:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47948152' target='_blank' rel='noopener noreferrer'>▲ 52</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47948152' target='_blank' rel='noopener noreferrer'>💬 10</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span></div>\n<img class='hn-img' src='https://spectrum.ieee.org/media-library/image.png?id=65575461&width=1200&height=600&coordinates=0%2C281%2C0%2C282' data-full='https://spectrum.ieee.org/media-library/image.png?id=65575461&width=1200&height=600&coordinates=0%2C281%2C0%2C282' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A robotics-trained educator built a life-size replica of ENIAC, reviving the iconic pre-transistor computer for teaching and public engagement. The project shows how hands-on making and robotics skills can illuminate early computing history and inspire students. It also demonstrates value in interdisciplinary approaches to tech education.</p>\n<p class='hn-text-zh'>一位具备机器人学背景的教师打造了 ENIAC 的等身复制品，用于教学与公众互动。该项目展示了动手制作与机器人技能如何点亮早期计算机历史并激发学生兴趣，同时凸显跨学科方法在科技教育中的价值。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949794' data-tags='Science' data-hn-time='1777476535' data-hn-score='32' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(96) <a href='https://e360.yale.edu/digest/atoll-islands-sea-level-rise-fungi' target='_blank' rel='noopener noreferrer'>To Restore an Island Paradise, Add Fungi</a></p>\n<p class='hn-meta'>为修复岛屿天堂，添加真菌</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 08:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949794' target='_blank' rel='noopener noreferrer'>▲ 32</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949794' target='_blank' rel='noopener noreferrer'>💬 2</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://yale-threesixty.transforms.svdcdn.com/production/Palmyra-Atoll_USFWS.jpg?w=1200&q=60&auto=format&fit=max&dm=1777370036&s=7780e4a4b6cf9acd95ab9f441eb39d2f' data-full='https://yale-threesixty.transforms.svdcdn.com/production/Palmyra-Atoll_USFWS.jpg?w=1200&q=60&auto=format&fit=max&dm=1777370036&s=7780e4a4b6cf9acd95ab9f441eb39d2f' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Yale Environment Research highlights that introducing fungi can improve soil formation, vegetation, and resilience on atolls facing sea-level rise. By boosting nutrient cycling and soil stability, fungi offer a practical tool for climate adaptation in vulnerable island ecosystems.</p>\n<p class='hn-text-zh'>耶鲁环境研究强调，在面临海平面上升的环礁岛屿上添加真菌，可以改善土壤形成、植被覆盖与生态韧性。通过提升养分循环和土壤稳定性，真菌为脆弱岛屿环境的气候适应提供了切实可行的工具。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47952773' data-tags='Science' data-hn-time='1777489117' data-hn-score='32' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(97) <a href='https://www.nature.com/articles/s41467-026-71526-5' target='_blank' rel='noopener noreferrer'>Direct electrochemical black coffee quality appraisal using cyclic voltammetry</a></p>\n<p class='hn-meta'>直接用循环伏安法评估黑咖啡品质</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 11:58 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47952773' target='_blank' rel='noopener noreferrer'>▲ 32</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47952773' target='_blank' rel='noopener noreferrer'>💬 6</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://media.springernature.com/m685/springer-static/image/art%3A10.1038%2Fs41467-026-71526-5/MediaObjects/41467_2026_71526_Fig1_HTML.png' data-full='https://media.springernature.com/m685/springer-static/image/art%3A10.1038%2Fs41467-026-71526-5/MediaObjects/41467_2026_71526_Fig1_HTML.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Researchers demonstrate that cyclic voltammetry can quantify coffee quality by analyzing oxidation/reduction features linked to roasting level and antioxidant content. The method offers a rapid, non-destructive assay that could standardize quality control in coffee supply chains.</p>\n<p class='hn-text-zh'>研究人员展示循环伏安法可通过分析氧化还原信号来表征烘焙程度与抗氧化物含量，从而评估咖啡品质。这种快速、非破坏性的方法有望为咖啡供应链带来标准化的质量控制。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47952096' data-tags='Culture' data-hn-time='1777486015' data-hn-score='29' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(98) <a href='https://www.audubon.org/magazine/tennessees-most-historic-hotel-also-home-greatest-duck-tradition' target='_blank' rel='noopener noreferrer'>Historic Tennessee hotel is also home to the greatest duck tradition (2016)</a></p>\n<p class='hn-meta'>田纳西历史酒店与其鸭子传统</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 11:06 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47952096' target='_blank' rel='noopener noreferrer'>▲ 29</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47952096' target='_blank' rel='noopener noreferrer'>💬 2</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://media.audubon.org/sfw_duck-march-antony.jpg?width=1200&height=630&auto=webp&quality=90&fit=crop&enable=upscale' data-full='https://media.audubon.org/sfw_duck-march-antony.jpg?width=1200&height=630&auto=webp&quality=90&fit=crop&enable=upscale' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The historic Tennessee hotel is famous for its long-running duckling tradition, a quirky hallmark that attracts visitors and preservationists. The feature highlights how small rituals can shape a property's identity and branding.</p>\n<p class='hn-text-zh'>这家历史悠久的田纳西酒店因其长期流传的鸭子传统而知名，成为吸引游客与保护者的独特标志。文章强调这种小型仪式如何塑造酒店的身份与品牌。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939227' data-tags='Programming,Hardware' data-hn-time='1777403859' data-hn-score='39' data-hot-score='0.01'>\n<div class='hn-body'>\n<p class='hn-title'>(99) <a href='https://nikhiljha.com/posts/vt100/' target='_blank' rel='noopener noreferrer'>Using a 1978 terminal in 2026 (DEC VT-100)</a></p>\n<p class='hn-meta'>在2026年使用一台1978年的 DEC VT-100 终端机</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:17 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939227' target='_blank' rel='noopener noreferrer'>▲ 39</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939227' target='_blank' rel='noopener noreferrer'>💬 14</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://nikhiljha.com/images/vt100/Hero.jpg' data-full='https://nikhiljha.com/images/vt100/Hero.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A 2026 experiment uses a DEC VT-100 terminal to explore retro computing today, highlighting the charm and limits of 1970s hardware. The setup sheds light on minimal interfaces and resilience trade-offs compared to modern user experiences.</p>\n<p class='hn-text-zh'>用一台 DEC VT-100 终端机在2026年进行实验，展示了1970年代硬件的魅力与局限。该体验凸显极简界面与现代用户体验之间的权衡。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47946990' data-tags='Design' data-hn-time='1777463165' data-hn-score='30' data-hot-score='0.01'>\n<div class='hn-body'>\n<p class='hn-title'>(100) <a href='https://nik.digital/posts/compositing-blending' target='_blank' rel='noopener noreferrer'>Compositing and Blending – Exploring the math and intuition behind blend modes</a></p>\n<p class='hn-meta'>合成与混合——探索混合模式的数学与直觉</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 04:46 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47946990' target='_blank' rel='noopener noreferrer'>▲ 30</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47946990' target='_blank' rel='noopener noreferrer'>💬 3</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://nik.digital/posts/compositing-blending/opengraph-image-1wdqp3?9295f72f0f3c774d' data-full='https://nik.digital/posts/compositing-blending/opengraph-image-1wdqp3?9295f72f0f3c774d' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An exploration of blend modes in graphics, covering the math of alpha compositing and how different modes affect color and contrast. The piece provides intuition for designers and practical tips for choosing blend modes in compositing and visual effects.</p>\n<p class='hn-text-zh'>本文深入讲解图像合成中的混合模式，涵盖透明度运算与不同模式对颜色与对比度的影响，并为设计师提供直观理解与实际选用建议。</p>\n</div>\n</div>\n</div>\n"}, "bdb6fe94e84e97a9c269ecb37071f7a4668dca9c": {"t": 1785772465.6154604, "n": 157311, "h": "54956fcf42dfb0de", "c": "---\nlayout: hn\ntitle: \"Hacker News — Trending (2026-05-01)\"\n---\n<h1 class='hn-h1'>Hacker News Daily — 2026-05-01 <span class='hn-mode-badge hn-mode-top'>Trending</span></h1>\n<div class='hn-nav'><a class='hn-nav-btn hn-prev' href='/hackernews/2026/04/30/top_stories_04302026'>‹ Prev day</a><a class='hn-nav-btn hn-nav-index' href='/hackernews/'>← Index</a><a class='hn-nav-btn hn-next' href='/hackernews/2026/05/02/top_stories_05022026'>Next day ›</a></div>\n<p class='hn-subtitle'>Scraped at 21:54, May 01, 2026 (PDT)</p>\n<hr class='hn-rule'/>\n<div class='hn-list'>\n<div class='hn-card' id='story-47983226' data-tags='Business,AI' data-hn-time='1777695155' data-hn-score='69' data-hot-score='11.27'>\n<div class='hn-body'>\n<p class='hn-title'>(1) <a href='https://www.ask.com/' target='_blank' rel='noopener noreferrer'>Ask Jeeves Shut Down</a></p>\n<p class='hn-meta'>Ask Jeeves 关闭</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 21:12 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47983226' target='_blank' rel='noopener noreferrer'>▲ 69</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47983226' target='_blank' rel='noopener noreferrer'>💬 35</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://www.ask.com/site-logo.svg' data-full='https://www.ask.com/site-logo.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Ask Jeeves, the early question-driven search engine, has shut down, marking the end of an era in consumer search. Its evolution into Ask.com and eventual sunset illustrates how search UX and branding have consolidated around streamlined keyword search and ranking, with older brands rarely surviving into the AI era.</p>\n<p class='hn-text-zh'>Ask Jeeves 作为早期以问答为导向的搜索引擎宣布关闭，标志着一个时代的结束。它从 Jeeves 到 Ask.com 的演变，以及最终的日落，凸显了搜索用户体验和品牌在AI时代的整合趋势，以及老品牌的生命周期。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47979583' data-tags='Hardware,Education' data-hn-time='1777666019' data-hn-score='383' data-hot-score='5.26'>\n<div class='hn-body'>\n<p class='hn-title'>(2) <a href='https://education.ti.com/en/products/calculators/graphing-calculators/ti-84-evo' target='_blank' rel='noopener noreferrer'>Ti-84 Evo</a></p>\n<p class='hn-meta'>Ti-84 Evo 图形计算器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 13:06 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47979583' target='_blank' rel='noopener noreferrer'>▲ 383</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47979583' target='_blank' rel='noopener noreferrer'>💬 340</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span></div>\n<img class='hn-img' src='https://education.ti.com/-/media/ti/education/images/global-images/logos/ti-edtech-og-social-400x.png?rev=ec2fd198-6664-4265-951e-8d68e29d91b5' data-full='https://education.ti.com/-/media/ti/education/images/global-images/logos/ti-edtech-og-social-400x.png?rev=ec2fd198-6664-4265-951e-8d68e29d91b5' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Texas Instruments unveils the TI-84 Evo, a refreshed TI-84 graphing calculator aimed at students. It aims to deliver a snappier experience and better usability to keep calculators relevant in a classroom with modern devices. The update signals continued refinement of educational hardware rather than a switch to entirely different devices.</p>\n<p class='hn-text-zh'>德州仪器推出 TI-84 Evo，作为 TI-84 图形计算器系列的更新版本，瞄准学生市场。新机型力求提升运行体验和可用性，使在使用笔记本和平板的课堂环境中，计算器仍具相关性。此次更新体现了教育硬件的持续改进，而非转向完全依赖其他设备。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977134' data-tags='Security,AI,Programming' data-hn-time='1777654775' data-hn-score='446' data-hot-score='3.88'>\n<div class='hn-body'>\n<p class='hn-title'>(3) <a href='https://github.com/Exocija/ZetaLib/blob/main/The%20Gay%20Jailbreak/The%20Gay%20Jailbreak.md' target='_blank' rel='noopener noreferrer'>The gay jailbreak technique (2025)</a></p>\n<p class='hn-meta'>The Gay Jailbreak 技术</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:59 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977134' target='_blank' rel='noopener noreferrer'>▲ 446</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977134' target='_blank' rel='noopener noreferrer'>💬 180</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/f7084640ae7a3c235f00955e7babf67d7e28d5eba98b1996ad46784aaf2e0370/Exocija/ZetaLib' data-full='https://opengraph.githubassets.com/f7084640ae7a3c235f00955e7babf67d7e28d5eba98b1996ad46784aaf2e0370/Exocija/ZetaLib' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A GitHub doc exposes a jailbreak technique named 'The Gay Jailbreak' that demonstrates prompt-injection and safety bypass methods for large language models. It underscores the ongoing arms race between researchers strengthening AI safety and attackers probing guardrails, with implications for defense and policy.</p>\n<p class='hn-text-zh'>一份 GitHub 文档披露了名为“The Gay Jailbreak”的越狱技术，展示了通过提示注入绕过大型语言模型安全机制的方法。它凸显了AI 安全研究与对抗之间的博弈，以及对防御与政策的持续影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978370' data-tags='Privacy' data-hn-time='1777660667' data-hn-score='351' data-hot-score='3.82'>\n<div class='hn-body'>\n<p class='hn-title'>(4) <a href='https://www.404media.co/city-learns-flock-accessed-cameras-in-childrens-gymnastics-room-as-a-sales-pitch-demo-renews-contract-anyway/' target='_blank' rel='noopener noreferrer'>City Learns Flock Accessed Cameras in Children's Gymnastics Room as a Sales Demo</a></p>\n<p class='hn-meta'>市政府发现 Flock 摄像头在儿童体操房被用作销售演示时访问摄像头</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 11:37 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978370' target='_blank' rel='noopener noreferrer'>▲ 351</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978370' target='_blank' rel='noopener noreferrer'>💬 97</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://storage.ghost.io/c/0f/76/0f76b548-bc58-4f25-abc3-3f5ebca07da4/content/images/size/w1200/2026/04/CleanShot-2026-04-30-at-06.17.39@2x.png' data-full='https://storage.ghost.io/c/0f/76/0f76b548-bc58-4f25-abc3-3f5ebca07da4/content/images/size/w1200/2026/04/CleanShot-2026-04-30-at-06.17.39@2x.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>City learned that Flock cameras accessed cameras in a children's gymnastics room as a sales demo, raising privacy and governance concerns for surveillance tech vendors.</p>\n<p class='hn-text-zh'>市政府发现 Flock 摄像头在儿童体操房被用作销售演示时访问摄像头，引发对监控技术供应商隐私与治理的担忧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977383' data-tags='AI,Energy' data-hn-time='1777655938' data-hn-score='363' data-hot-score='3.3'>\n<div class='hn-body'>\n<p class='hn-title'>(5) <a href='https://californiawaterblog.com/2026/04/26/ai-water-use-distractions-and-lessons-for-california/' target='_blank' rel='noopener noreferrer'>AI uses less water than the public thinks</a></p>\n<p class='hn-meta'>人工智能用水量低于公众预期</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:18 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977383' target='_blank' rel='noopener noreferrer'>▲ 363</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977383' target='_blank' rel='noopener noreferrer'>💬 327</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span></div>\n<img class='hn-img' src='https://i0.wp.com/californiawaterblog.com/wp-content/uploads/2026/01/Christine-ICON-circle-WaterBlog-Profile.png?fit=1625%2C1850&ssl=1' data-full='https://i0.wp.com/californiawaterblog.com/wp-content/uploads/2026/01/Christine-ICON-circle-WaterBlog-Profile.png?fit=1625%2C1850&ssl=1' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A California Water Blog post argues AI water use is smaller than common perception, despite AI's energy footprint. It dives into cooling practices, water recycling, and regional policy implications for water-scarce states, urging nuance in water-footprint accounting as AI expands.</p>\n<p class='hn-text-zh'>加州水资源博客指出，尽管 AI 能耗很高，人工智能的数据中心用水量往往低于公众想象。文章探讨制冷方法、水循环再利用以及对水资源紧张地区的政策影响，强调在 AI 规模扩大时需要更精细的用水足迹核算。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47979839' data-tags='Security' data-hn-time='1777667184' data-hn-score='210' data-hot-score='3.04'>\n<div class='hn-body'>\n<p class='hn-title'>(6) <a href='https://metin.nextc.org/posts/Credit_Cards_Are_Vulnerable_To_Brute_Force_Kind_Attacks.html' target='_blank' rel='noopener noreferrer'>Credit cards are vulnerable to brute force kind attacks</a></p>\n<p class='hn-meta'>信用卡易受暴力破解攻击</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 13:26 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47979839' target='_blank' rel='noopener noreferrer'>▲ 210</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47979839' target='_blank' rel='noopener noreferrer'>💬 172</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://metin.nextc.org/static/5/receipt.jpg' data-full='https://metin.nextc.org/static/5/receipt.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A security analysis shows that some card-processing setups can be exploited via offline brute-forcing of card numbers, enabling attackers to test large candidate pools until a valid number is found. The finding underscores the need for strong rate limiting, tokenization, and robust verification to prevent fraud in both card-present and online contexts.</p>\n<p class='hn-text-zh'>安全分析显示，某些信用卡处理流程在离线环境下可能被暴力穷举卡号，攻击者可测试大量候选号码直至找到有效卡。这一发现凸显对速率限制、令牌化和强健验证的需求，以防止实体和在线交易中的欺诈。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977748' data-tags='Science,Education' data-hn-time='1777657662' data-hn-score='289' data-hot-score='2.8'>\n<div class='hn-body'>\n<p class='hn-title'>(7) <a href='https://www.newyorker.com/culture/annals-of-inquiry/its-possible-to-learn-in-our-sleep-should-we' target='_blank' rel='noopener noreferrer'>New research suggests people can communicate and practice skills while dreaming</a></p>\n<p class='hn-meta'>新研究表明人们在梦中也能交流并练习技能</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:47 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977748' target='_blank' rel='noopener noreferrer'>▲ 289</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977748' target='_blank' rel='noopener noreferrer'>💬 161</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span></div>\n<img class='hn-img' src='https://media.newyorker.com/photos/69f38c2c92c2d134aec145ec/16:9/w_1280,c_limit/image2%20(4).jpeg' data-full='https://media.newyorker.com/photos/69f38c2c92c2d134aec145ec/16:9/w_1280,c_limit/image2%20(4).jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>New research finds that people may practice skills and even engage in brief communication while dreaming, suggesting sleep can support learning in ways previously underestimated. The results raise questions about how to harness dream-based rehearsal and what it means for education and memory consolidation.</p>\n<p class='hn-text-zh'>新研究发现，人在做梦时可能练习技能、甚至与梦中人物短暂交流，说明睡眠也能以意想不到的方式促进学习。研究结果提出如何利用梦境中的演练来提升教育效果与记忆巩固的问题。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47981995' data-tags='Programming' data-hn-time='1777680873' data-hn-score='82' data-hot-score='2.65'>\n<div class='hn-body'>\n<p class='hn-title'>(8) <a href='https://evilgeniuslabs.ca/blog/good-developers-learn-to-program-not-a-language' target='_blank' rel='noopener noreferrer'>Good developers learn to program. Most courses teach a language</a></p>\n<p class='hn-meta'>优秀开发者学会编程，而非仅学语言</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 17:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47981995' target='_blank' rel='noopener noreferrer'>▲ 82</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47981995' target='_blank' rel='noopener noreferrer'>💬 48</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://evilgeniuslabs.ca/img/og-default.png' data-full='https://evilgeniuslabs.ca/img/og-default.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The post argues that good developers focus on learning programming fundamentals—algorithms, data structures, problem solving—rather than chasing a specific language. It champions transferable skills that outlive language evolutions.</p>\n<p class='hn-text-zh'>文章主张优秀开发者应以学习编程基础为重，而非只学习某种语言。强调可迁移的核心技能，如算法、数据结构和问题求解，能随语言更新而持续受用。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47976415' data-tags='Business,AI' data-hn-time='1777651733' data-hn-score='321' data-hot-score='2.51'>\n<div class='hn-body'>\n<p class='hn-title'>(9) <a href='https://www.briefs.co/news/uber-torches-entire-2026-ai-budget-on-claude-code-in-four-months/' target='_blank' rel='noopener noreferrer'>Uber Torches 2026 AI Budget on Claude Code in Four Months</a></p>\n<p class='hn-meta'>Uber 四个月内把 2026 年 AI 预算全花在 Claude 代码上</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47976415' target='_blank' rel='noopener noreferrer'>▲ 321</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47976415' target='_blank' rel='noopener noreferrer'>💬 342</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://www.briefs.co/wp-content/uploads/2026/04/uber-torches-entire-2026-ai-budget-on-claude-code-in-four-months.png' data-full='https://www.briefs.co/wp-content/uploads/2026/04/uber-torches-entire-2026-ai-budget-on-claude-code-in-four-months.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Uber reportedly burned through its entire 2026 AI budget on Claude-based code in four months, signaling a rapid vendor consolidation strategy. The move illustrates enterprise appetite for single-vendor AI stacks to accelerate product work, but raises concerns about cost control and vendor lock-in. It also hints at how quickly AI budgets can be exhausted when ambitious plans scale up.</p>\n<p class='hn-text-zh'>据称 Uber 在四个月内用尽了 2026 年的 AI 预算用于 Claude 相关代码，显示出向单一供应商工具栈快速集中的一种策略。此举揭示企业为加速 AI 驱动的产品开发而追随单一平台的趋势，同时引发对成本控制与供应商锁定的担忧，亦反映在高强度计划下预算的快速消耗。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47982512' data-tags='Career,AI' data-hn-time='1777686384' data-hn-score='45' data-hot-score='2.3'>\n<div class='hn-body'>\n<p class='hn-title'>(10) <a href='https://www.citadelsecurities.com/news-and-insights/2026-global-intelligence-crisis/' target='_blank' rel='noopener noreferrer'>Job Postings for Software Engineers Are Rapidly Rising</a></p>\n<p class='hn-meta'>软件工程师职位需求快速上升</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 18:46 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47982512' target='_blank' rel='noopener noreferrer'>▲ 45</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47982512' target='_blank' rel='noopener noreferrer'>💬 11</a> <span class='hn-tag hn-tag--sky' data-tag='Career'>Career</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<p class='hn-text-en'>Global demand for software engineers is climbing as companies accelerate digitization and AI integration, driving more postings and competition for talent. The momentum suggests both higher salaries and greater scrutiny of candidates' portfolios and practical impact.</p>\n<p class='hn-text-zh'>随着企业加快数字化转型与人工智能落地，对软件工程师的需求持续上升，招聘数量增加，行业竞争加剧。这一趋势往往伴随更高薪资与对实际能力的更严格评估。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47976856' data-tags='AI' data-hn-time='1777653761' data-hn-score='226' data-hot-score='1.89'>\n<div class='hn-body'>\n<p class='hn-title'>(11) <a href='https://www.bbc.com/news/articles/c5yerr4m1yno' target='_blank' rel='noopener noreferrer'>Spotify adds 'Verified' badges to distinguish human artists from AI</a></p>\n<p class='hn-meta'>Spotify 增加 Verified 徽章以区分真人艺人与 AI 创作</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47976856' target='_blank' rel='noopener noreferrer'>▲ 226</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47976856' target='_blank' rel='noopener noreferrer'>💬 250</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://ichef.bbci.co.uk/news/1024/branded_news/d379/live/9f35a8f0-4545-11f1-8ea3-630273c214ab.jpg' data-full='https://ichef.bbci.co.uk/news/1024/branded_news/d379/live/9f35a8f0-4545-11f1-8ea3-630273c214ab.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Spotify adds Verified badges to differentiate human artists from AI-generated content, signaling a move toward transparency in streaming metadata and potential new monetization rules.</p>\n<p class='hn-text-zh'>Spotify 推出 Verified 徽章以区分真人艺人与 AI 生成内容，表明在流媒体元数据透明度方面向前迈出一步，并可能引入新的货币化规则。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972511' data-tags='Show HN,Programming,Hardware' data-hn-time='1777625025' data-hn-score='460' data-hot-score='1.73'>\n<div class='hn-body'>\n<p class='hn-title'>(12) <a href='https://github.com/darrylmorley/whatcable' target='_blank' rel='noopener noreferrer'>Show HN: WhatCable, a tiny menu bar app for inspecting USB-C cables</a></p>\n<p class='hn-meta'>Show HN：WhatCable——用于查看 USB-C 电缆的小型菜单栏应用</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972511' target='_blank' rel='noopener noreferrer'>▲ 460</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972511' target='_blank' rel='noopener noreferrer'>💬 133</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://repository-images.githubusercontent.com/1226286910/faabb9c8-772f-43d0-8643-57d90b45f5b2' data-full='https://repository-images.githubusercontent.com/1226286910/faabb9c8-772f-43d0-8643-57d90b45f5b2' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>WhatCable is a tiny macOS menu-bar app that inspects USB-C cables to report capabilities like power delivery and alt-mode support. It demonstrates how lightweight utilities can help developers verify hardware compatibility.</p>\n<p class='hn-text-zh'>WhatCable 是一个极简的 macOS 菜单栏应用，可检查 USB-C 电缆的供电、替代模式等能力，帮助开发者快速核对硬件兼容性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963204' data-tags='AI' data-hn-time='1777559818' data-hn-score='1296' data-hot-score='1.67'>\n<div class='hn-body'>\n<p class='hn-title'>(13) <a href='https://twitter.com/theo/status/2049645973350363168' target='_blank' rel='noopener noreferrer'>Claude Code refuses requests or charges extra if your commits mention \"OpenClaw\"</a></p>\n<p class='hn-meta'>Claude Code 对提及 OpenClaw 的提交拒绝请求，甚至额外收费</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 07:36 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963204' target='_blank' rel='noopener noreferrer'>▲ 1296</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963204' target='_blank' rel='noopener noreferrer'>💬 698</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://pbs.twimg.com/media/HHHOBgQaYAAV1gG.jpg:large' data-full='https://pbs.twimg.com/media/HHHOBgQaYAAV1gG.jpg:large' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Claude Code reportedly refuses or incurs extra charges for requests tied to the phrase OpenClaw, illustrating guardrails around prompts and naming in coding assistants. The detail reflects how policy constraints and pricing are implemented in AI development tools.</p>\n<p class='hn-text-zh'>报道称 Claude Code 对提及 OpenClaw 的提交拒绝请求，甚至额外收费，体现对特定提示的安全与定价策略在编码助手中的应用。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975571' data-tags='Career' data-hn-time='1777647607' data-hn-score='241' data-hot-score='1.65'>\n<div class='hn-body'>\n<p class='hn-title'>(14) <a href='https://news.ycombinator.com/item?id=47975571' target='_blank' rel='noopener noreferrer'>Ask HN: Who is hiring? (May 2026)</a></p>\n<p class='hn-meta'>Ask HN：五月 2026 的招聘信息</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:00 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975571' target='_blank' rel='noopener noreferrer'>▲ 241</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975571' target='_blank' rel='noopener noreferrer'>💬 262</a> <span class='hn-tag hn-tag--sky' data-tag='Career'>Career</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A Hacker News community-sourced roundup of open roles for May 2026. Expect startups and tech firms listing software, data, and engineering roles, with an emphasis on remote work and competitive compensation.</p>\n<p class='hn-text-zh'>这是 Hacker News 社区整理的五月 2026 年开放岗位汇总，覆盖初创公司与科技企业的软件、数据与工程类职位，重点关注远程工作与有竞争力的薪酬。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975785' data-tags='Open Source,Health,Security' data-hn-time='1777648536' data-hn-score='228' data-hot-score='1.6'>\n<div class='hn-body'>\n<p class='hn-title'>(15) <a href='https://keepthingsopen.com' target='_blank' rel='noopener noreferrer'>An open letter asking NHS England to keep its code open</a></p>\n<p class='hn-meta'>公开信：请英格兰国民保健署保持代码开源</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:15 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975785' target='_blank' rel='noopener noreferrer'>▲ 228</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975785' target='_blank' rel='noopener noreferrer'>💬 13</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--emerald' data-tag='Health'>Health</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://keepthingsopen.com/og.png' data-full='https://keepthingsopen.com/og.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An open letter urging NHS England to keep its software open-source, arguing openness improves security, interoperability, and accountability in health tech.</p>\n<p class='hn-text-zh'>公开信呼吁 NHS England 保持代码开源，主张开放性可提升安全性、互操作性和对健康科技开发者及患者的问责性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973378' data-tags='Security,Privacy,AI' data-hn-time='1777633712' data-hn-score='342' data-hot-score='1.58'>\n<div class='hn-body'>\n<p class='hn-title'>(16) <a href='https://x.com/aaronp613/status/2049986504617820551' target='_blank' rel='noopener noreferrer'>Apple accidentally left Claude.md files Apple Support app</a></p>\n<p class='hn-meta'>苹果意外在 Apple Support 应用中暴露 Claude.md 文件</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973378' target='_blank' rel='noopener noreferrer'>▲ 342</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973378' target='_blank' rel='noopener noreferrer'>💬 278</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://pbs.twimg.com/media/HHMDhzqXEAATAX9.jpg' data-full='https://pbs.twimg.com/media/HHMDhzqXEAATAX9.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Apple left Claude.md files exposed in the Apple Support app, risking exposure of internal docs. The incident points to misconfigurations in asset hosting and the importance of strict access controls in software packaging.</p>\n<p class='hn-text-zh'>苹果支持应用中意外暴露了内部 Claude.md 文件，可能暴露敏感文档。此事件凸显资源配置失误可能带来的信息泄露，以及在应用打包中加强访问控制的必要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972447' data-tags='AI' data-hn-time='1777624171' data-hn-score='369' data-hot-score='1.36'>\n<div class='hn-body'>\n<p class='hn-title'>(17) <a href='https://docs.x.ai/developers/models/grok-4.3' target='_blank' rel='noopener noreferrer'>Grok 4.3</a></p>\n<p class='hn-meta'>Grok 4.3</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:29 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972447' target='_blank' rel='noopener noreferrer'>▲ 369</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972447' target='_blank' rel='noopener noreferrer'>💬 492</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://docs.x.ai/api/og?t=eyJ0aXRsZSI6Ikdyb2sgNC4zIiwidiI6IjMiLCJzY29wZSI6ImRldmVsb3BlcnMiLCJzZWN0aW9uIjoiTW9kZWxzIGFuZCBQcmljaW5nIn0.SMidkHaGudRzuawDgM_H4n4Y3WQgd7xcEmaQjlFarcw' data-full='https://docs.x.ai/api/og?t=eyJ0aXRsZSI6Ikdyb2sgNC4zIiwidiI6IjMiLCJzY29wZSI6ImRldmVsb3BlcnMiLCJzZWN0aW9uIjoiTW9kZWxzIGFuZCBQcmljaW5nIn0.SMidkHaGudRzuawDgM_H4n4Y3WQgd7xcEmaQjlFarcw' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Grok 4.3 is the latest release of the Grok model family, offering updates to its model API and capabilities for developers building on the platform.</p>\n<p class='hn-text-zh'>Grok 4.3 是 Grok 模型家族的最新版本，为在该平台上构建应用的开发者带来 API 与能力的更新。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977583' data-tags='Culture,Entertainment' data-hn-time='1777656889' data-hn-score='144' data-hot-score='1.35'>\n<div class='hn-body'>\n<p class='hn-title'>(18) <a href='https://midnightmurmurations.substack.com/p/the-x-files-has-made-me-nostalgic' target='_blank' rel='noopener noreferrer'>The X-Files has made me nostalgic for a time I never experienced</a></p>\n<p class='hn-meta'>《X档案》让我对一个我从未经历过的时代感到怀旧</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977583' target='_blank' rel='noopener noreferrer'>▲ 144</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977583' target='_blank' rel='noopener noreferrer'>💬 137</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span> <span class='hn-tag hn-tag--purple' data-tag='Entertainment'>Entertainment</span></div>\n<p class='hn-text-en'>The X-Files nostalgia piece examines how a 90s sci-fi series shapes contemporary tech anxieties and cultural memory, even for generations who didn't live through the era.</p>\n<p class='hn-text-zh'>本文讨论《X档案》如何让人对未曾经历的时代产生怀旧，反映出90年代科幻在当代科技焦虑与文化记忆中的影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978892' data-tags='Security,Open Source,DevOps' data-hn-time='1777662881' data-hn-score='113' data-hot-score='1.34'>\n<div class='hn-body'>\n<p class='hn-title'>(19) <a href='https://arstechnica.com/security/2026/05/ubuntu-infrastructure-has-been-down-for-more-than-a-day/' target='_blank' rel='noopener noreferrer'>Ubuntu servers taken offline by \"sustained, cross-border attack\"</a></p>\n<p class='hn-meta'>Ubuntu 服务器因持续的跨境攻击而离线</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 12:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978892' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978892' target='_blank' rel='noopener noreferrer'>💬 21</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://cdn.arstechnica.net/wp-content/uploads/2022/11/error-503-1000x648.jpg' data-full='https://cdn.arstechnica.net/wp-content/uploads/2022/11/error-503-1000x648.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Ubuntu infrastructure suffered a sustained cross-border attack causing network outages and downtime, highlighting the fragility of open-source service ecosystems and the need for resilient incident response.</p>\n<p class='hn-text-zh'>Ubuntu 基础设施遭遇持续性的跨境攻击，导致服务离线并停机。事件凸显开源服务生态系统的脆弱性以及对更强韧的事件响应能力的需求。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978834' data-tags='Programming,Security' data-hn-time='1777662656' data-hn-score='108' data-hot-score='1.27'>\n<div class='hn-body'>\n<p class='hn-title'>(20) <a href='https://github.com/microsoft/lib0xc' target='_blank' rel='noopener noreferrer'>Lib0xc: A set of C standard library-adjacent APIs for safer systems programming</a></p>\n<p class='hn-meta'>Lib0xc：一组更安全的 C 标准库相关 API，面向更安全的系统编程</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 12:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978834' target='_blank' rel='noopener noreferrer'>▲ 108</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978834' target='_blank' rel='noopener noreferrer'>💬 37</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/5889945d833f61e1ccc2e73f9097e22e4da7d283735bc510aa07893833d19da4/microsoft/lib0xc' data-full='https://opengraph.githubassets.com/5889945d833f61e1ccc2e73f9097e22e4da7d283735bc510aa07893833d19da4/microsoft/lib0xc' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Lib0xc provides a set of C standard library-adjacent APIs that emphasize safety for systems programming, with bounds-checked routines and safer defaults to reduce memory-safety risks while staying compatible with existing C code.</p>\n<p class='hn-text-zh'>Lib0xc 提供一组接近 C 标准库的更安全 API，聚焦在边界检查和更安全的默认行为，帮助降低系统编程中的内存安全风险，同时尽量保持与现有代码的兼容性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47967786' data-tags='Privacy' data-hn-time='1777580842' data-hn-score='719' data-hot-score='1.23'>\n<div class='hn-body'>\n<p class='hn-title'>(21) <a href='https://rivian.com/support/article/can-i-disable-all-data-collection-from-my-vehicle' target='_blank' rel='noopener noreferrer'>Can I disable all data collection from my vehicle?</a></p>\n<p class='hn-meta'>我能否完全禁用车辆的数据收集？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 13:27 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47967786' target='_blank' rel='noopener noreferrer'>▲ 719</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47967786' target='_blank' rel='noopener noreferrer'>💬 327</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://media.rivian.com/image/upload/f_auto,q_auto/v1695930282/rivian-com/default-riv-com-sharing-image_gjg8mw.jpg' data-full='https://media.rivian.com/image/upload/f_auto,q_auto/v1695930282/rivian-com/default-riv-com-sharing-image_gjg8mw.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Car makers generally allow opting out of some data collection, but completely disabling telemetry is often not possible due to safety, features, and updates. The Rivian guidance illustrates what can be turned off and what remains required for core functions like safety and navigation.</p>\n<p class='hn-text-zh'>多数车企允许关闭某些数据收集，但完全禁用遥测往往因安全性、功能性和更新需求而受限。Rivian 的指南显示哪些数据可以关闭、哪些仍然被收集用于安全与导航等核心功能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47981669' data-tags='Open Source,Health' data-hn-time='1777677850' data-hn-score='47' data-hot-score='1.22'>\n<div class='hn-body'>\n<p class='hn-title'>(22) <a href='https://mirandaheath.website/static/oss_burnout_report_mh_25.pdf' target='_blank' rel='noopener noreferrer'>A Report on Burnout in Open Source Software Communities (2025) [pdf]</a></p>\n<p class='hn-meta'>关于开源软件社群倦怠的报告（2025）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 16:24 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47981669' target='_blank' rel='noopener noreferrer'>▲ 47</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47981669' target='_blank' rel='noopener noreferrer'>💬 12</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--emerald' data-tag='Health'>Health</span></div>\n<p class='hn-text-en'>The 2025 OSS burnout report documents contributor fatigue, burnout drivers like maintenance burdens and governance. It highlights strategies for healthier communities, such as maintainers rotating responsibilities, funding, and mental health considerations.</p>\n<p class='hn-text-zh'>2025 年的开源软件倦怠报告揭示了贡献者的疲惫与维护负担、治理压力等因素。报告提出改进社区健康的做法，包括工作分担轮换、资金支持以及对心理健康的关注。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977450' data-tags='Privacy,Security,AI' data-hn-time='1777656336' data-hn-score='129' data-hot-score='1.18'>\n<div class='hn-body'>\n<p class='hn-title'>(23) <a href='https://www.youtube.com/watch?v=nHwxV0Sd9V8' target='_blank' rel='noopener noreferrer'>Flock cameras keep telling police a man who doesn't have a warrant has a warrant</a></p>\n<p class='hn-meta'>Flock 摄像头在无授权情况下向警察告警，称有搜查令</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:25 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977450' target='_blank' rel='noopener noreferrer'>▲ 129</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977450' target='_blank' rel='noopener noreferrer'>💬 94</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<p class='hn-text-en'>A city found that Flock cameras repeatedly flagged a man as having a warrant, prompting scrutiny of surveillance accuracy and due process. The incident adds to concerns about AI-enabled policing and warrants-based alerts.</p>\n<p class='hn-text-zh'>市政府发现 Flock 摄像头多次向警察报告一名男子有逮捕令，引发对监控准确性与程序正义的质疑。此事加剧了对以 AI 驱动的执法与基于逮捕令警报的担忧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949027' data-tags='Programming' data-hn-time='1777473259' data-hn-score='2094' data-hot-score='1.16'>\n<div class='hn-body'>\n<p class='hn-title'>(24) <a href='https://zed.dev/blog/zed-1-0' target='_blank' rel='noopener noreferrer'>Zed 1.0</a></p>\n<p class='hn-meta'>Zed 1.0 发布</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 07:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949027' target='_blank' rel='noopener noreferrer'>▲ 2094</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949027' target='_blank' rel='noopener noreferrer'>💬 677</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://zed.dev/img/post/one-point-zero/thumbnail.webp' data-full='https://zed.dev/img/post/one-point-zero/thumbnail.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Zed 1.0 marks the first stable release of the Zed language, accompanied by its tooling and documentation. The release signals readiness for broader adoption in systems programming and showcases a focus on safe, expressive syntax and productive tooling.</p>\n<p class='hn-text-zh'>Zed 1.0 标志着 Zed 语言的首个稳定版本及其工具链的发布。此举表明该语言准备迎接更广泛的应用，强调安全、可读性强的语法和高效的开发工具。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973376' data-tags='Design' data-hn-time='1777633700' data-hn-score='247' data-hot-score='1.14'>\n<div class='hn-body'>\n<p class='hn-title'>(25) <a href='https://websmith.studio/blog/your-website-is-not-for-you/' target='_blank' rel='noopener noreferrer'>Your website is not for you</a></p>\n<p class='hn-meta'>你的网站不是为你自己设计的</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973376' target='_blank' rel='noopener noreferrer'>▲ 247</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973376' target='_blank' rel='noopener noreferrer'>💬 177</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<p class='hn-text-en'>Design decisions should serve users, not the creator. The piece emphasizes user-centered UX, urging clear content, accessible navigation, and task-focused flows, with practical cues to measure success from a user’s point of view.</p>\n<p class='hn-text-zh'>设计决策应以用户为中心，而非以设计者为中心。文章强调提升可用性、清晰信息结构和以用户任务为导向的体验，并给出从用户角度评估成效的实用建议。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47976566' data-tags='Science,Data' data-hn-time='1777652483' data-hn-score='141' data-hot-score='1.13'>\n<div class='hn-body'>\n<p class='hn-title'>(26) <a href='https://ews.kylemcdonald.net/' target='_blank' rel='noopener noreferrer'>Apocalypse Early Warning System</a></p>\n<p class='hn-meta'>末日预警系统</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:21 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47976566' target='_blank' rel='noopener noreferrer'>▲ 141</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47976566' target='_blank' rel='noopener noreferrer'>💬 78</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<p class='hn-text-en'>A project for real-time, global catastrophe early warning using data fusion and alerting; discusses how citizens and systems should respond to existential threats.</p>\n<p class='hn-text-zh'>一个基于数据融合的全球实时灾难预警系统，探讨公民与系统应对严重威胁的方式与治理。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977470' data-tags='AI' data-hn-time='1777656423' data-hn-score='119' data-hot-score='1.09'>\n<div class='hn-body'>\n<p class='hn-title'>(27) <a href='https://github.com/Lum1104/Understand-Anything' target='_blank' rel='noopener noreferrer'>Understand Anything</a></p>\n<p class='hn-meta'>Understand Anything 项目</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:27 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977470' target='_blank' rel='noopener noreferrer'>▲ 119</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977470' target='_blank' rel='noopener noreferrer'>💬 37</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/a5eac5e3ff091b6da9e53f0e8fa09af183e11499fbfddd2bbe224fd314a429cf/Lum1104/Understand-Anything' data-full='https://opengraph.githubassets.com/a5eac5e3ff091b6da9e53f0e8fa09af183e11499fbfddd2bbe224fd314a429cf/Lum1104/Understand-Anything' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Understand Anything is a project aiming to build a broad reasoning interface to demystify complex concepts and code across domains. It explores universal explainability tooling and cross-domain collaboration.</p>\n<p class='hn-text-zh'>Understand Anything 项目旨在构建一个广域推理界面，以跨领域解释复杂概念与代码。它探索普适的可解释性工具以及跨领域协作的可能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977498' data-tags='Business' data-hn-time='1777656525' data-hn-score='113' data-hot-score='1.04'>\n<div class='hn-body'>\n<p class='hn-title'>(28) <a href='https://arstechnica.com/gadgets/2026/05/amazon-stuck-with-months-of-repairs-after-drone-strikes-on-data-centers/' target='_blank' rel='noopener noreferrer'>AWS stops billing Middle East cloud customers as repairs to war damage drag on</a></p>\n<p class='hn-meta'>AWS 暂停向中东地区云客户计费</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977498' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977498' target='_blank' rel='noopener noreferrer'>💬 45</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://cdn.arstechnica.net/wp-content/uploads/2026/05/GettyImages-2264958756-1024x648.jpg' data-full='https://cdn.arstechnica.net/wp-content/uploads/2026/05/GettyImages-2264958756-1024x648.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>AWS paused billing for Middle East cloud customers as repairs to war-damaged data centers drag on, highlighting ongoing resilience challenges for regional cloud users.</p>\n<p class='hn-text-zh'>AWS 暂停向中东地区云客户计费，原因是对战争破坏的数据中心进行的修复拖延，凸显区域云服务在韧性与持续运营方面的挑战。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47979190' data-tags='Education,Web' data-hn-time='1777664139' data-hn-score='82' data-hot-score='1.03'>\n<div class='hn-body'>\n<p class='hn-title'>(29) <a href='https://courses.joshwcomeau.com/wham/open-house/00-introduction' target='_blank' rel='noopener noreferrer'>Whimsical Animations Course Open House</a></p>\n<p class='hn-meta'>Whimsical Animations 课程开放日</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 12:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47979190' target='_blank' rel='noopener noreferrer'>▲ 82</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47979190' target='_blank' rel='noopener noreferrer'>💬 9</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://courses.joshwcomeau.com/open-house/og-open-house.png' data-full='https://courses.joshwcomeau.com/open-house/og-open-house.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Josh Comeau's Whimsical Animations course opens its doors for an open house, inviting developers to preview the curriculum and see practical animation techniques. It emphasizes practical, performant animation patterns for the web.</p>\n<p class='hn-text-zh'>Josh Comeau 的《Whimsical Animations》课程开放日邀请开发者预览课程大纲，了解实用的网页动画技巧。课程强调在保持性能的前提下实现富有趣味性的动画。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975676' data-tags='Legal,Startups' data-hn-time='1777648022' data-hn-score='143' data-hot-score='0.99'>\n<div class='hn-body'>\n<p class='hn-title'>(30) <a href='https://news.ycombinator.com/item?id=47975676' target='_blank' rel='noopener noreferrer'>I'm Peter Roberts, immigration attorney who does work for YC and startups. AMA</a></p>\n<p class='hn-meta'>我是 Peter Roberts，一位为 YC 与初创公司提供移民法律服务的律师</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:07 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975676' target='_blank' rel='noopener noreferrer'>▲ 143</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975676' target='_blank' rel='noopener noreferrer'>💬 202</a> <span class='hn-tag hn-tag--orange' data-tag='Legal'>Legal</span> <span class='hn-tag hn-tag--amber' data-tag='Startups'>Startups</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Peter Roberts, an immigration attorney who works with YC and startups, hosts an AMA about visas, sponsorship pipelines, and global hiring realities for startups.</p>\n<p class='hn-text-zh'>Peter Roberts 这位为 YC 与初创公司提供移民法律服务的律师开启 AMA，解答签证选项、赞助流程及全球招聘中的现实挑战。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47961319' data-tags='Energy,Politics,Security' data-hn-time='1777551434' data-hn-score='839' data-hot-score='0.98'>\n<div class='hn-body'>\n<p class='hn-title'>(31) <a href='https://dpa-international.com/general-news/urn:newsml:dpa.com:20090101:260430-930-14717/' target='_blank' rel='noopener noreferrer'>Belgium stops decommissioning nuclear power plants</a></p>\n<p class='hn-meta'>比利时暂停核电站退役计划</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 05:17 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47961319' target='_blank' rel='noopener noreferrer'>▲ 839</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47961319' target='_blank' rel='noopener noreferrer'>💬 902</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://dpa-international.com/img/logo-dpa-international.svg' data-full='https://dpa-international.com/img/logo-dpa-international.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Belgium has paused its plan to decommission certain nuclear power plants, citing energy security and potential gaps in supply. The move illustrates the tension between decarbonization goals and reliable power, and could influence regional energy policy.</p>\n<p class='hn-text-zh'>比利时宣布暂停核电站退役计划，强调保障能源供应的现实需要。此举揭示了在实现低碳目标与确保电力稳定之间的权衡，可能影响区域能源治理与政策走向。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978386' data-tags='Politics' data-hn-time='1777660735' data-hn-score='87' data-hot-score='0.94'>\n<div class='hn-body'>\n<p class='hn-title'>(32) <a href='https://www.rightscon.org/rc26-statement/' target='_blank' rel='noopener noreferrer'>A statement about why RightsCon 2026 will not take place in Zambia</a></p>\n<p class='hn-meta'>RightsCon 2026 不在赞比亚举行的声明</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 11:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978386' target='_blank' rel='noopener noreferrer'>▲ 87</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978386' target='_blank' rel='noopener noreferrer'>💬 37</a> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://www.rightscon.org/cms/assets/uploads/2026/05/Blog-header-Statement-RC-Zambia-01-IC-1.jpg' data-full='https://www.rightscon.org/cms/assets/uploads/2026/05/Blog-header-Statement-RC-Zambia-01-IC-1.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>RightsCon 2026 will not be hosted in Zambia, according to an official statement from the conference organizers. The note outlines the reasons behind the decision and hints at alternate plans, signaling where the event will land next. The move underscores how political and logistical factors shape global digital rights gatherings.</p>\n<p class='hn-text-zh'>RightsCon 2026 不在赞比亚举行的官方声明揭示了决定背后的原因，并暗示将有替代安排，指向下一步的举办地点。此举反映了政治与后勤因素如何影响全球数字权利大会的安排。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965060' data-tags='Privacy,Legal' data-hn-time='1777567260' data-hn-score='655' data-hot-score='0.93'>\n<div class='hn-body'>\n<p class='hn-title'>(33) <a href='https://thereader.mitpress.mit.edu/the-whistleblower-who-uncovered-the-nsas-big-brother-machine/' target='_blank' rel='noopener noreferrer'>How Mark Klein told the EFF about Room 641A [book excerpt]</a></p>\n<p class='hn-meta'>马克·克莱因向 EFF 披露641A室内幕的书摘</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:41 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965060' target='_blank' rel='noopener noreferrer'>▲ 655</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965060' target='_blank' rel='noopener noreferrer'>💬 217</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--orange' data-tag='Legal'>Legal</span></div>\n<p class='hn-text-en'>Mark Klein, a former AT&T technician, disclosed to the EFF the existence of Room 641A, a secret facility where fiber-optic lines were allegedly tapped for mass surveillance. The excerpt presents his firsthand account and the ensuing controversy, showing how insider disclosures can catalyze public scrutiny and policy debate around surveillance. It underscores the lasting impact whistleblowers have on privacy advocacy and reform efforts.</p>\n<p class='hn-text-zh'>前 AT&T 技术员 Mark Klein 向电子前哨基金会披露了“641A 室”的存在，据称在那里对光纤线路进行了大规模监控拦截。书摘给出他的第一手叙述及随后的争议，展示了内部披露如何点燃公众关注并推动 surveillance 相关的政策辩论。此事凸显举报人在隐私倡议与改革中的长期影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975592' data-tags='Programming,Open Source' data-hn-time='1777647668' data-hn-score='134' data-hot-score='0.91'>\n<div class='hn-body'>\n<p class='hn-title'>(34) <a href='https://github.com/whohas/whohas' target='_blank' rel='noopener noreferrer'>Whohas – Command-line utility for cross-distro, cross-repository package search</a></p>\n<p class='hn-meta'>whohas：跨发行版、跨仓库的软件包搜索命令行工具</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:01 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975592' target='_blank' rel='noopener noreferrer'>▲ 134</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975592' target='_blank' rel='noopener noreferrer'>💬 31</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/7faee107133727c56d2e417d33b10b454cb243f3581b8f7cd5294c501be4d0e6/whohas/whohas' data-full='https://opengraph.githubassets.com/7faee107133727c56d2e417d33b10b454cb243f3581b8f7cd5294c501be4d0e6/whohas/whohas' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>whohas is a CLI tool to search packages across Linux distributions and repositories, streamlining compatibility checks for multi-distro environments. It helps developers quickly locate where a package exists and what version is available, reducing dependency guesswork.</p>\n<p class='hn-text-zh'>whohas 是一个命令行工具，用于跨 Linux 发行版和仓库搜索软件包，简化多发行环境下的兼容性检查。它帮助开发者快速定位软件包的位置与可用版本，降低依赖猜测成本。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975570' data-tags='Career' data-hn-time='1777647607' data-hn-score='123' data-hot-score='0.84'>\n<div class='hn-body'>\n<p class='hn-title'>(35) <a href='https://news.ycombinator.com/item?id=47975570' target='_blank' rel='noopener noreferrer'>Ask HN: Who wants to be hired? (May 2026)</a></p>\n<p class='hn-meta'>Ask HN：谁想被雇佣？（五月 2026）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:00 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975570' target='_blank' rel='noopener noreferrer'>▲ 123</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975570' target='_blank' rel='noopener noreferrer'>💬 258</a> <span class='hn-tag hn-tag--sky' data-tag='Career'>Career</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Another Hacker News thread inviting recruiters and job seekers to share openings and opportunities for May 2026, with notes on remote work trends and skills in demand.</p>\n<p class='hn-text-zh'>又一条 Hacker News 帖子，邀请招聘者和求职者分享 2026 年五月的招聘信息与机会，关注远程工作趋势与热门技能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965108' data-tags='Security,Open Source' data-hn-time='1777567427' data-hn-score='559' data-hot-score='0.79'>\n<div class='hn-body'>\n<p class='hn-title'>(36) <a href='https://www.openwall.com/lists/oss-security/2026/04/30/10' target='_blank' rel='noopener noreferrer'>For Linux kernel vulnerabilities, there is no heads-up to distributions</a></p>\n<p class='hn-meta'>Linux 内核漏洞：对发行版没有事先通知</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965108' target='_blank' rel='noopener noreferrer'>▲ 559</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965108' target='_blank' rel='noopener noreferrer'>💬 471</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://www.openwall.com/logo.png' data-full='https://www.openwall.com/logo.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Linux kernel vulnerability disclosures often fail to provide a formal heads-up to distributions, delaying patch adoption. The situation highlights gaps in how advisories propagate from researchers to downstream users, affecting enterprise risk management.</p>\n<p class='hn-text-zh'>Linux 内核漏洞的披露往往没有直接向发行版提供正式的事先通知，导致修补落地延迟。这暴露了研究人员、公告渠道与发行版维护之间的信息传递断层，影响企业的风险管理和修补节奏。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975472' data-tags='Show HN,Hardware' data-hn-time='1777647127' data-hn-score='113' data-hot-score='0.76'>\n<div class='hn-body'>\n<p class='hn-title'>(37) <a href='https://www.ghost.charity/' target='_blank' rel='noopener noreferrer'>Show HN: GhostBox – Borrow a disposable little machine from the Global Free Tier</a></p>\n<p class='hn-meta'>Show HN：GhostBox——从全球免费层借用的一次性小机器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 07:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975472' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975472' target='_blank' rel='noopener noreferrer'>💬 66</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://www.ghost.charity/ghost-ascii.png' data-full='https://www.ghost.charity/ghost-ascii.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>GhostBox is a concept to borrow a disposable micro-machine from a 'Global Free Tier' to run ephemeral experiments, illustrating a model for low-commitment hardware access and experimentation.</p>\n<p class='hn-text-zh'>GhostBox 是一个从全球免费资源借用一次性小型机器的概念，旨在让用户以低成本、短期的方式进行硬件实验，推动无锁定成本的试用模式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975392' data-tags='Hardware' data-hn-time='1777646747' data-hn-score='111' data-hot-score='0.73'>\n<div class='hn-body'>\n<p class='hn-title'>(38) <a href='https://www.online-tribute.com/SallyMcKee' target='_blank' rel='noopener noreferrer'>Sally McKee, who coined the term \"the memory wall\", has died</a></p>\n<p class='hn-meta'>提出“记忆墙”一词的 Sally McKee 去世</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 07:45 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975392' target='_blank' rel='noopener noreferrer'>▲ 111</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975392' target='_blank' rel='noopener noreferrer'>💬 28</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://www.online-tribute.com/memorial/uploads/photo/page-1899-2696-17423572810.jpeg' data-full='https://www.online-tribute.com/memorial/uploads/photo/page-1899-2696-17423572810.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Tributes to Sally McKee, who coined the term 'memory wall,' recognizing her influence on computer architecture and memory systems. Her work helped frame how memory bandwidth and hierarchy shape performance.</p>\n<p class='hn-text-zh'>向提出“记忆墙”一词的 Sally McKee 致敬，肯定她在计算机体系结构与内存系统方面的影响。她的工作帮助人们把内存带宽与层级对性能的影响纳入讨论。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977694' data-tags='Show HN,AI' data-hn-time='1777657433' data-hn-score='75' data-hot-score='0.71'>\n<div class='hn-body'>\n<p class='hn-title'>(39) <a href='https://fusion.adam.new/install' target='_blank' rel='noopener noreferrer'>Show HN: AI CAD Harness</a></p>\n<p class='hn-meta'>Show HN：AI CAD Harness（AI CAD 助力工具）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977694' target='_blank' rel='noopener noreferrer'>▲ 75</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977694' target='_blank' rel='noopener noreferrer'>💬 74</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://fusion.adam.new/opengraph-image?bfdae25aab0c7a47' data-full='https://fusion.adam.new/opengraph-image?bfdae25aab0c7a47' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN: AI CAD Harness introduces a toolkit to inject AI capabilities into CAD workflows, enabling smarter drafting and generative design.</p>\n<p class='hn-text-zh'>Show HN：AI CAD Harness 提供一套将 AI 能力注入 CAD 工作流的工具集，支持更智能的草图与生成式设计。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47964034' data-tags='Politics,Legal,Privacy' data-hn-time='1777563100' data-hn-score='495' data-hot-score='0.66'>\n<div class='hn-body'>\n<p class='hn-title'>(40) <a href='https://www.democrata.es/en/politics/congress-and-senate/congress-will-act-against-massive-ip-blockages-by-laliga/' target='_blank' rel='noopener noreferrer'>Spain's parliament will act against massive IP blockages by LaLiga</a></p>\n<p class='hn-meta'>西班牙议会将对 LaLiga 的大规模 IP 阻断采取行动</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 08:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47964034' target='_blank' rel='noopener noreferrer'>▲ 495</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47964034' target='_blank' rel='noopener noreferrer'>💬 197</a> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--orange' data-tag='Legal'>Legal</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<p class='hn-text-en'>Spain's parliament plans to curb mass IP blockades pushed by La Liga, addressing concerns over overbroad blocks that can affect legitimate sites. The move signals a push for more measured, privacy-respecting enforcement while preserving anti-piracy aims. It highlights the tension between content protection and civil liberties in digital policy.</p>\n<p class='hn-text-zh'>西班牙议会计划限制 La Liga 推动的广泛 IP 阻断措施，纠正对合法站点和服务的过度封锁。此举旨在在实现反盗版目标的同时，推动更克制、尊重隐私的执法方式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973755' data-tags='Programming,Web' data-hn-time='1777636691' data-hn-score='133' data-hot-score='0.66'>\n<div class='hn-body'>\n<p class='hn-title'>(41) <a href='https://www.pagetable.com/?p=1854' target='_blank' rel='noopener noreferrer'>Running Adobe's 1991 PostScript Interpreter in the Browser</a></p>\n<p class='hn-meta'>在浏览器中运行 Adobe 的 1991 年 PostScript 解释器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:58 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973755' target='_blank' rel='noopener noreferrer'>▲ 133</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973755' target='_blank' rel='noopener noreferrer'>💬 29</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://www.pagetable.com/docs/retro-ps/retro-ps.png' data-full='https://www.pagetable.com/docs/retro-ps/retro-ps.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A project ports Adobe's 1991 PostScript interpreter to run in the browser, allowing faithful rendering of legacy PostScript documents without server-side tooling. It highlights the challenges of porting a vintage interpreter to modern environments and the performance/precision considerations involved. The effort underscores the value of emulation for digital preservation and retro computing.</p>\n<p class='hn-text-zh'>一个将 Adobe 1991 年 PostScript 解释器移植到浏览器的项目，使老旧的 PostScript 文档能够在客户端渲染，避免对服务器端运行时的依赖。展示了把历史解释器带入现代运行时的挑战以及性能与精度的权衡。此工作凸显了在数字保存和复古计算领域，浏览器端仿真的重要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977645' data-tags='Space' data-hn-time='1777657151' data-hn-score='70' data-hot-score='0.66'>\n<div class='hn-body'>\n<p class='hn-title'>(42) <a href='https://alearningaday.blog/2026/05/01/artemis-ii-fault-tolerance/' target='_blank' rel='noopener noreferrer'>Artemis II fault tolerance</a></p>\n<p class='hn-meta'>阿耳忒弥斯 II 的容错设计</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:39 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977645' target='_blank' rel='noopener noreferrer'>▲ 70</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977645' target='_blank' rel='noopener noreferrer'>💬 37</a> <span class='hn-tag hn-tag--teal' data-tag='Space'>Space</span></div>\n<img class='hn-img' src='https://alearningaday.blog/wp-content/uploads/2017/05/cropped-alearningadaylogov6.png?w=200' data-full='https://alearningaday.blog/wp-content/uploads/2017/05/cropped-alearningadaylogov6.png?w=200' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Artemis II fault-tolerance overview discusses redundancy, safety, and reliability requirements for NASA's crewed lunar mission, reflecting hard engineering constraints.</p>\n<p class='hn-text-zh'>《阿耳忒弥斯 II》容错概览讨论了载人月球任务的冗余、安全性与可靠性要求，反映出严苛的工程约束。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47962548' data-tags='Energy,Science,DevOps' data-hn-time='1777557260' data-hn-score='509' data-hot-score='0.63'>\n<div class='hn-body'>\n<p class='hn-title'>(43) <a href='https://www.construction-physics.com/p/how-an-oil-refinery-works' target='_blank' rel='noopener noreferrer'>How an oil refinery works</a></p>\n<p class='hn-meta'>炼油厂如何运作</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 06:54 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47962548' target='_blank' rel='noopener noreferrer'>▲ 509</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47962548' target='_blank' rel='noopener noreferrer'>💬 181</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!AIFC!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff98b1375-89f9-4b10-a92a-25faf8a82069_800x600.png' data-full='https://substackcdn.com/image/fetch/$s_!AIFC!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff98b1375-89f9-4b10-a92a-25faf8a82069_800x600.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An oil refinery uses distillation towers to separate crude oil into fuels and feedstocks, then refines these streams through cracking, reforming, and blending. The process is large-scale, energy-intensive, and central to energy economics, making understanding it valuable for anyone following infrastructure tech.</p>\n<p class='hn-text-zh'>炼油厂通过塔式蒸馏等工艺把原油分离成燃料和化工原料，再经裂解、改质和混合进行深加工。这个过程规模庞大、能耗高，是能源经济的核心，理解其流程有助于把握能源市场的运行。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47959463' data-tags='Privacy,Web' data-hn-time='1777535035' data-hn-score='615' data-hot-score='0.6'>\n<div class='hn-body'>\n<p class='hn-title'>(44) <a href='https://github.com/mozilla/standards-positions/issues/1213#issuecomment-4347988313' target='_blank' rel='noopener noreferrer'>Mozilla's opposition to Chrome's Prompt API</a></p>\n<p class='hn-meta'>Mozilla 反对 Chrome 的 Prompt API</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 00:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47959463' target='_blank' rel='noopener noreferrer'>▲ 615</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47959463' target='_blank' rel='noopener noreferrer'>💬 221</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/051ef604bbf18878e0d34869e80cae4cb42b36e86956f6d67294e6faaf2b614a/mozilla/standards-positions/issues/1213' data-full='https://opengraph.githubassets.com/051ef604bbf18878e0d34869e80cae4cb42b36e86956f6d67294e6faaf2b614a/mozilla/standards-positions/issues/1213' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Mozilla has voiced concerns about Chrome's Prompt API, arguing it could complicate user consent and privacy controls and fragment browser standards. The stance highlights ongoing tensions between platform features, privacy safeguards, and interoperability in browser ecosystems.</p>\n<p class='hn-text-zh'>Mozilla 对 Chrome 的 Prompt API 表态反对，担心会削弱用户同意与隐私控制，并破坏跨浏览器标准的一致性。这一立场凸显了浏览器生态中对隐私保护、功能设计与互操作性的持续博弈。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47964617' data-tags='Security,AI,Open Source' data-hn-time='1777565366' data-hn-score='430' data-hot-score='0.59'>\n<div class='hn-body'>\n<p class='hn-title'>(45) <a href='https://semgrep.dev/blog/2026/malicious-dependency-in-pytorch-lightning-used-for-ai-training/' target='_blank' rel='noopener noreferrer'>Shai-Hulud Themed Malware Found in the PyTorch Lightning AI Training Library</a></p>\n<p class='hn-meta'>在 PyTorch Lightning 训练库中发现以 Shai-Hulud 为主题的恶意依赖</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47964617' target='_blank' rel='noopener noreferrer'>▲ 430</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47964617' target='_blank' rel='noopener noreferrer'>💬 158</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://semgrep.dev/assets/blog/semgrep-blog-pytorch-lightning-advisory.png' data-full='https://semgrep.dev/assets/blog/semgrep-blog-pytorch-lightning-advisory.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Researchers found a malware-laden dependency in the PyTorch Lightning AI training library, themed around Shai-Hulud from Dune. The incident highlights the ongoing supply-chain risk in ML tooling, where critical libraries can be hijacked or compromised. It emphasizes the need for strict dependency vetting, vendor auditing, and reproducible environments to keep ML workflows secure.</p>\n<p class='hn-text-zh'>研究人员在 PyTorch Lightning 的 AI 训练库中发现了一个带有 Shai-Hulud 主题的恶意依赖。此事件暴露了机器学习工具链的持续供应链风险——核心库可能被劫持或被植入恶意代码。强调对依赖项的严格审查、供应商审核，以及可重复环境的重要性，以确保 ML 工作流安全。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972213' data-tags='Security,Open Source,DevOps' data-hn-time='1777621457' data-hn-score='170' data-hot-score='0.59'>\n<div class='hn-body'>\n<p class='hn-title'>(46) <a href='https://status.canonical.com/#/incident/KNms6QK9ewuzz-7xUsPsNylV20jEt5kyKsd8A-3ptQEHpOd8VQ40ZQs-KD81fboQXeGZB94okNHdHBGlCv58Sw==' target='_blank' rel='noopener noreferrer'>Canonical/Ubuntu have been under DDoS</a></p>\n<p class='hn-meta'>Canonical/Ubuntu 遭遇超过15小时的 DDoS 攻击</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 00:44 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972213' target='_blank' rel='noopener noreferrer'>▲ 170</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972213' target='_blank' rel='noopener noreferrer'>💬 54</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<p class='hn-text-en'>Canonical and Ubuntu infrastructure faced a sustained DDoS attack lasting more than 15 hours, disrupting services and user access. The incident underscores the need for robust DDoS defenses and incident response in high-visibility open-source ecosystems.</p>\n<p class='hn-text-zh'>Canonical 与 Ubuntu 的基础设施遭受持续超过15小时的 DDoS 攻击，影响服务与用户访问。事件凸显在高可见性开源生态中部署强大防护和应急响应能力的重要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973108' data-tags='AI,Business' data-hn-time='1777631292' data-hn-score='115' data-hot-score='0.5'>\n<div class='hn-body'>\n<p class='hn-title'>(47) <a href='https://techcrunch.com/2026/04/30/after-dissing-anthropic-for-limiting-mythos-openai-restricts-access-to-cyber-too/' target='_blank' rel='noopener noreferrer'>After dissing Anthropic for limiting Mythos, OpenAI restricts access to Cyber</a></p>\n<p class='hn-meta'>在批评 Anthropic 对 Mythos 的限制后，OpenAI 也收紧了 Cyber 的访问</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973108' target='_blank' rel='noopener noreferrer'>▲ 115</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973108' target='_blank' rel='noopener noreferrer'>💬 90</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://techcrunch.com/wp-content/uploads/2026/04/Screenshot-2026-04-14-at-7.00.44-PM.png?resize=1200,783' data-full='https://techcrunch.com/wp-content/uploads/2026/04/Screenshot-2026-04-14-at-7.00.44-PM.png?resize=1200,783' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>OpenAI tightened access to Cyber after publicly criticizing Anthropic over Mythos limits, underscoring how platform-controlled model access shapes competition and developer workflows. The move signals ongoing consolidation of AI tooling access policies.</p>\n<p class='hn-text-zh'>在公开批评 Anthropic 对 Mythos 的限制后，OpenAI 也收紧了 Cyber 的访问权限，凸显平台对模型访问的控制如何影响竞争格局和开发者工作流。此举预示着 AI 工具访问政策的持续收紧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965503' data-tags='Programming,Open Source,Hardware' data-hn-time='1777569261' data-hn-score='331' data-hot-score='0.48'>\n<div class='hn-body'>\n<p class='hn-title'>(48) <a href='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/' target='_blank' rel='noopener noreferrer'>I built a Game Boy emulator in F#</a></p>\n<p class='hn-meta'>我用 F# 构建了一个 Game Boy 模拟器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 10:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965503' target='_blank' rel='noopener noreferrer'>▲ 331</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965503' target='_blank' rel='noopener noreferrer'>💬 75</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/images/pokemon.gif' data-full='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/images/pokemon.gif' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>I built a Game Boy emulator in F# from scratch, tackling the platform's timing, CPU, and memory quirks with a functional language. The project showcases how expressive, type-safe FP languages can still perform low-level emulation, and offers insights on bridging game architecture with modern tooling. It's a proof-of-concept that highlights the trade-offs between expressiveness and performance in hobby hardware emulation.</p>\n<p class='hn-text-zh'>作者用 F# 从零开始实现了一个 Game Boy 模拟器，需处理时序、CPU 与内存等细节。这个项目展示了函数式语言在底层仿真中的可行性与权衡，给出在现代工具链下进行硬件仿真的经验与启示。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972659' data-tags='AI,Hardware' data-hn-time='1777626602' data-hn-score='120' data-hot-score='0.47'>\n<div class='hn-body'>\n<p class='hn-title'>(49) <a href='https://github.com/intel/auto-round' target='_blank' rel='noopener noreferrer'>Advanced Quantization Algorithm for LLMs</a></p>\n<p class='hn-meta'>面向大语言模型的高级量化算法</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972659' target='_blank' rel='noopener noreferrer'>▲ 120</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972659' target='_blank' rel='noopener noreferrer'>💬 16</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/67df602be56917fc94933f6ec25306fc6999e4881d962c672a5b8aa5795a3ca2/intel/auto-round' data-full='https://opengraph.githubassets.com/67df602be56917fc94933f6ec25306fc6999e4881d962c672a5b8aa5795a3ca2/intel/auto-round' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Auto-Round introduces a sophisticated quantization approach for large language models, preserving accuracy while shrinking model size and speeding up inference. The technique promises meaningful efficiency gains for CPU/GPU deployment and lowers the cost of running large models.</p>\n<p class='hn-text-zh'>Auto-Round 提出了一种面向大语言模型的高级量化方法，在不显著损失精度的前提下缩小模型规模并加速推理。该技术有望在 CPU/GPU 部署中带来显著的效率提升，降低大模型的运营成本。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47979438' data-tags='Show HN,AI' data-hn-time='1777665378' data-hn-score='36' data-hot-score='0.47'>\n<div class='hn-body'>\n<p class='hn-title'>(50) <a href='https://github.com/xodn348/destiny' target='_blank' rel='noopener noreferrer'>Show HN: Destiny – Claude Code's fortune Teller skill</a></p>\n<p class='hn-meta'>Show HN：Destiny——Claude Code 的算命技能</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 12:56 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47979438' target='_blank' rel='noopener noreferrer'>▲ 36</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47979438' target='_blank' rel='noopener noreferrer'>💬 30</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/ac18fe5a5b083e4de4009d1351353b831333b463d5ec35e722973ec36ff68338/xodn348/destiny' data-full='https://opengraph.githubassets.com/ac18fe5a5b083e4de4009d1351353b831333b463d5ec35e722973ec36ff68338/xodn348/destiny' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN introduces Destiny, a small project that builds a fortune-telling skill using Claude Code, demonstrating how LLMs can be composed into playful, interactive utilities. It highlights the potential for accessible, creative AI tools that feel personalized.</p>\n<p class='hn-text-zh'>Show HN 展示 Destiny，这是一个用 Claude Code 构建的算命技能，展示了将语言模型组合成有趣、互动的小工具的可能性，体现了可及、富有创意的 AI 应用潜力。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970622' data-tags='Open Source' data-hn-time='1777601446' data-hn-score='195' data-hot-score='0.46'>\n<div class='hn-body'>\n<p class='hn-title'>(51) <a href='https://openwarp.zerx.dev' target='_blank' rel='noopener noreferrer'>OpenWarp</a></p>\n<p class='hn-meta'>OpenWarp</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970622' target='_blank' rel='noopener noreferrer'>▲ 195</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970622' target='_blank' rel='noopener noreferrer'>💬 138</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>OpenWarp appears to be an open-source project focused on warp-themed tooling.</p>\n<p class='hn-text-zh'>OpenWarp 看起来是一个聚焦于 warp 相关工具的开源项目。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977026' data-tags='Programming' data-hn-time='1777654363' data-hn-score='49' data-hot-score='0.41'>\n<div class='hn-body'>\n<p class='hn-title'>(52) <a href='https://simonwillison.net/2026/Apr/24/deepseek-v4/' target='_blank' rel='noopener noreferrer'>DeepSeek V4–almost on the frontier, a fraction of the price</a></p>\n<p class='hn-meta'>DeepSeek V4：几乎处于前沿，价格极具竞争力</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977026' target='_blank' rel='noopener noreferrer'>▲ 49</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977026' target='_blank' rel='noopener noreferrer'>💬 9</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://static.simonwillison.net/static/2026/deepseek-v4-card.jpg' data-full='https://static.simonwillison.net/static/2026/deepseek-v4-card.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Simon Willison’s DeepSeek V4 release promises near-frontier capabilities at a fraction of the cost, highlighting ongoing trends in accessible, high-performance search tooling for developers.</p>\n<p class='hn-text-zh'>Simon Willison 介绍的 DeepSeek V4 在成本极低的前提下接近前沿能力，凸显开发者对高性能、可负担的搜索工具的持续需求。文中评测、功能要点及与主流方案的取舍成为技术选型的参考。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972888' data-tags='Show HN' data-hn-time='1777629135' data-hn-score='98' data-hot-score='0.4'>\n<div class='hn-body'>\n<p class='hn-title'>(53) <a href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>Show HN: Perfect Bluetooth MIDI for Windows</a></p>\n<p class='hn-meta'>Show HN：Windows 上的完美蓝牙 MIDI</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>▲ 98</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>💬 31</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Windows finally achieves reliable Bluetooth MIDI performance with low latency and stable throughput, comparable to native platforms.</p>\n<p class='hn-text-zh'>Windows 的蓝牙 MIDI 性能实现了稳定低延迟，与原生平台相当。该进展提升了 Windows 上的跨平台音乐工作流，解决长期存在的兼容性难题。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47961378' data-tags='Data,Politics' data-hn-time='1777551893' data-hn-score='291' data-hot-score='0.34'>\n<div class='hn-body'>\n<p class='hn-title'>(54) <a href='https://bidprowl.com' target='_blank' rel='noopener noreferrer'>I aggregated 28 US Government auction sites into one search</a></p>\n<p class='hn-meta'>我把 28 个美国政府拍卖网站聚合成一个搜索入口</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 05:24 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47961378' target='_blank' rel='noopener noreferrer'>▲ 291</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47961378' target='_blank' rel='noopener noreferrer'>💬 81</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://bidprowl.com/api/og?title=Government+Surplus+Auctions+in+One+Place&subtitle=Search+GSA,+GovDeals,+GovPlanet+and+more' data-full='https://bidprowl.com/api/og?title=Government+Surplus+Auctions+in+One+Place&subtitle=Search+GSA,+GovDeals,+GovPlanet+and+more' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>I aggregated 28 US government auction sites into one search tool to simplify finding assets, surplus equipment, and procurement opportunities. The project illustrates the value of unifying public-data sources to boost efficiency, while data freshness and reliability remain important.</p>\n<p class='hn-text-zh'>作者把 28 个美国政府拍卖网站聚合为一个检索入口，便于发现资产、闲置设备与采购机会。此举体现整合公开数据源以提升效率的趋势，但数据的时效性与可信度同样重要。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47960507' data-tags='AI,Open Source' data-hn-time='1777545077' data-hn-score='298' data-hot-score='0.32'>\n<div class='hn-body'>\n<p class='hn-title'>(55) <a href='https://firethering.com/granite-4-1-ibm-open-source-model-family/' target='_blank' rel='noopener noreferrer'>Granite 4.1: IBM's 8B Model Matching 32B MoE</a></p>\n<p class='hn-meta'>Granite 4.1：IBM 的 8B 模型与 32B MoE</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 03:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47960507' target='_blank' rel='noopener noreferrer'>▲ 298</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47960507' target='_blank' rel='noopener noreferrer'>💬 194</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://firethering.com/wp-content/uploads/2026/04/Granite-4.1-IBMs-8B-Model-Is-Competing-With-Models-Four-Times-Its-Size.jpg' data-full='https://firethering.com/wp-content/uploads/2026/04/Granite-4.1-IBMs-8B-Model-Is-Competing-With-Models-Four-Times-Its-Size.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Granite 4.1 introduces open-source tooling for aligning an 8B base model with a 32B MoE (Mixture of Experts) architecture, enabling scalable inference and modular model design. It signals IBM's ongoing push to empower open AI tooling and explore mixture-of-experts approaches for efficiency.</p>\n<p class='hn-text-zh'>Granite 4.1 是一个开源模型家族，展示将一个 8B 基模型与 32B MoE 架构结合的能力，支持可扩展推理与模块化模型设计。体现 IBM 在开源 AI 工具与专家门控混合模型领域的持续探索。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971768' data-tags='Business,Hardware' data-hn-time='1777616433' data-hn-score='103' data-hot-score='0.32'>\n<div class='hn-body'>\n<p class='hn-title'>(56) <a href='https://www.macrumors.com/2026/04/30/mac-studio-mac-mini-constrained-months/' target='_blank' rel='noopener noreferrer'>Apple Says Mac Studio and Mac Mini Will Be in Short Supply for Months</a></p>\n<p class='hn-meta'>苹果称 Mac Studio 与 Mac Mini 将在数月内短缺</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 23:20 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971768' target='_blank' rel='noopener noreferrer'>▲ 103</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971768' target='_blank' rel='noopener noreferrer'>💬 92</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://images.macrumors.com/t/F7gwDgXGoRIlK9uUFsivYREvyZs=/2000x/article-new/2025/11/mac-studio-purple.jpg' data-full='https://images.macrumors.com/t/F7gwDgXGoRIlK9uUFsivYREvyZs=/2000x/article-new/2025/11/mac-studio-purple.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Apple has announced that Mac Studio and Mac Mini will be in short supply for months, signaling ongoing supply-chain constraints despite strong demand. The shortage could affect buyers, developers, and upgrade plans, and hints at broader pressures in the semiconductor and logistics ecosystem. It may impact pacing of new product workflows and budgeting for teams.</p>\n<p class='hn-text-zh'>苹果宣布 Mac Studio 和 Mac Mini 将在数月内短缺，表明需求强劲下供应链仍然受限。缺货可能影响买家、开发者及升级计划，也反映出半导体与物流生态的更广泛压力，或将影响团队的工作节奏与预算分配。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977659' data-tags='Show HN,Privacy,Programming,Data' data-hn-time='1777657215' data-hn-score='34' data-hot-score='0.32'>\n<div class='hn-body'>\n<p class='hn-title'>(57) <a href='https://github.com/calebwin/gitgres' target='_blank' rel='noopener noreferrer'>Show HN: My Private GitHub on Postgres</a></p>\n<p class='hn-meta'>Show HN：把私人 GitHub 放在 PostgreSQL 上</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:40 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977659' target='_blank' rel='noopener noreferrer'>▲ 34</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977659' target='_blank' rel='noopener noreferrer'>💬 20</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/ebc2ad7915ba4a5000f53849989ab2cb310cefec44e623f8d53eaa62674578b5/calebwin/gitgres' data-full='https://opengraph.githubassets.com/ebc2ad7915ba4a5000f53849989ab2cb310cefec44e623f8d53eaa62674578b5/calebwin/gitgres' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A project stores private GitHub data in PostgreSQL, enabling a self-hosted, private code repository workflow. It raises questions about data portability, privacy, and how to run private repos at scale.</p>\n<p class='hn-text-zh'>一个项目将私有 GitHub 数据存放在 PostgreSQL 中，实现自托管、私有代码库工作流。此举引发对数据可移植性、隐私保护以及大规模私有仓库运行的讨论。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47969288' data-tags='Security' data-hn-time='1777589331' data-hn-score='145' data-hot-score='0.28'>\n<div class='hn-body'>\n<p class='hn-title'>(58) <a href='https://labs.watchtowr.com/the-internet-is-falling-down-falling-down-falling-down-cpanel-whm-authentication-bypass-cve-2026-41940/' target='_blank' rel='noopener noreferrer'>CPanel and WHM Authentication Bypass – CVE-2026-41940</a></p>\n<p class='hn-meta'>CPanel 与 WHM 身份认证绕过漏洞——CVE-2026-41940</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 15:48 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47969288' target='_blank' rel='noopener noreferrer'>▲ 145</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47969288' target='_blank' rel='noopener noreferrer'>💬 58</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://storage.ghost.io/c/a0/dc/a0dcbbe4-0ae7-4d7e-90f7-ebbc3a0f5a84/content/images/size/w1200/2026/04/Group-8730--2-.png' data-full='https://storage.ghost.io/c/a0/dc/a0dcbbe4-0ae7-4d7e-90f7-ebbc3a0f5a84/content/images/size/w1200/2026/04/Group-8730--2-.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>CPanel/WHM authentication bypass CVE-2026-41940 is a critical flaw affecting millions of servers; attackers can bypass login and gain control. Patching and applying mitigations is essential to protect sites.</p>\n<p class='hn-text-zh'>CPanel/WHM 的 CVE-2026-41940 是一项影响大量服务器的关键漏洞，攻击者可绕过身份验证获得控制权。迅速打补丁并应用缓解措施以保护站点。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973547' data-tags='Space' data-hn-time='1777635112' data-hn-score='59' data-hot-score='0.28'>\n<div class='hn-body'>\n<p class='hn-title'>(59) <a href='https://www.theregister.com/2026/05/01/spacex_debris_landing/' target='_blank' rel='noopener noreferrer'>SpaceX rocket set for unintentional moon landing – well, a piece of it anyway</a></p>\n<p class='hn-meta'>SpaceX 火箭将进行意外的月球着陆——只是其中的一部分碎片</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973547' target='_blank' rel='noopener noreferrer'>▲ 59</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973547' target='_blank' rel='noopener noreferrer'>💬 43</a> <span class='hn-tag hn-tag--teal' data-tag='Space'>Space</span></div>\n<img class='hn-img' src='https://regmedia.co.uk/2017/01/10/moon.jpg' data-full='https://regmedia.co.uk/2017/01/10/moon.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>SpaceX debris is expected to land on the Moon as part of a mission's aftermath, turning a misstep into a rare lunar encounter. The incident highlights the ongoing issue of space debris and lunar exploration.</p>\n<p class='hn-text-zh'>报道称 SpaceX 的残骸有望在月球表面着陆，成为一次罕见的月球遭遇。此次事件凸显太空碎片问题以及月球探索的长期挑战。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47951295' data-tags='Privacy,AI' data-hn-time='1777482543' data-hn-score='455' data-hot-score='0.27'>\n<div class='hn-body'>\n<p class='hn-title'>(60) <a href='https://www.theargumentmag.com/p/i-can-never-talk-to-an-ai-anonymously' target='_blank' rel='noopener noreferrer'>Opus 4.7 knows the real Kelsey</a></p>\n<p class='hn-meta'>Opus 4.7 能认出真正的 Kelsey</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 10:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47951295' target='_blank' rel='noopener noreferrer'>▲ 455</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47951295' target='_blank' rel='noopener noreferrer'>💬 245</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!q0IX!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F830c09c6-06a9-47e6-8552-6ba2cbfd3da5_2121x1414.jpeg' data-full='https://substackcdn.com/image/fetch/$s_!q0IX!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F830c09c6-06a9-47e6-8552-6ba2cbfd3da5_2121x1414.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Opus 4.7 claims to know the real Kelsey, raising questions about identity, privacy, and how AI systems handle sensitive personal information.</p>\n<p class='hn-text-zh'>Opus 4.7 声称识别出真实的 Kelsey，引发关于身份、隐私以及 AI 系统如何处理敏感个人信息的关注。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963316' data-tags='Programming,Open Source' data-hn-time='1777560182' data-hn-score='212' data-hot-score='0.27'>\n<div class='hn-body'>\n<p class='hn-title'>(61) <a href='https://honker.dev/' target='_blank' rel='noopener noreferrer'>Honker – Durable queues, streams, pub/sub, and cron scheduler in a SQLite file</a></p>\n<p class='hn-meta'>SQLite 文件中的持久化队列、流、Pub/Sub 与 cron 调度器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 07:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963316' target='_blank' rel='noopener noreferrer'>▲ 212</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963316' target='_blank' rel='noopener noreferrer'>💬 53</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://honker.dev/og-image.png' data-full='https://honker.dev/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A single SQLite file can host durable queues, streams, pub/sub, and a cron-like scheduler, enabling complex data workflows without external services. This approach can be appealing for edge apps or offline-first systems.</p>\n<p class='hn-text-zh'>一个 SQLite 文件就能承载持久化队列、流、发布/订阅和类似 cron 的调度功能，从而在不依赖外部服务的情况下实现复杂数据工作流。文中探讨如何在一个紧凑的数据存储中实现原语，权衡简单性与潜在的性能、可移植性之间的取舍，适合边缘计算或离线优先场景。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973635' data-tags='Programming' data-hn-time='1777635732' data-hn-score='56' data-hot-score='0.27'>\n<div class='hn-body'>\n<p class='hn-title'>(62) <a href='https://www.jsoftware.com/papers/Dijkstra_Letter.htm' target='_blank' rel='noopener noreferrer'>A Letter from Dijkstra on APL (1982)</a></p>\n<p class='hn-meta'>迪克斯特拉关于 APL 的来信</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973635' target='_blank' rel='noopener noreferrer'>▲ 56</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973635' target='_blank' rel='noopener noreferrer'>💬 54</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<p class='hn-text-en'>Dijkstra offers a thoughtful take on APL, weighing its expressive power against readability and maintainability. The letter context sheds light on how APL influenced early language design and the ongoing debate between conciseness and clarity.</p>\n<p class='hn-text-zh'>迪克斯特拉对 APL 的表达力与可读性之间的权衡提出独到见解，兼具赞赏与批评。此信件为早期编程语言设计的历史提供了洞见，展示简洁性与清晰度之间的张力。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47966254' data-tags='Programming,Open Source,Data' data-hn-time='1777572858' data-hn-score='173' data-hot-score='0.26'>\n<div class='hn-body'>\n<p class='hn-title'>(63) <a href='https://peterdohertys.website/blog-posts/full-text-search-w-duckdb.html' target='_blank' rel='noopener noreferrer'>Full-Text Search with DuckDB</a></p>\n<p class='hn-meta'>DuckDB 的全文检索</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 11:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47966254' target='_blank' rel='noopener noreferrer'>▲ 173</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47966254' target='_blank' rel='noopener noreferrer'>💬 33</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://peterdohertyswebsite.analytics.peterdohertyllc.com/piwik.php?idsite=1' data-full='https://peterdohertyswebsite.analytics.peterdohertyllc.com/piwik.php?idsite=1' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A practical guide to enabling full-text search with DuckDB, outlining the setup, indexing strategies, and performance considerations. The piece demonstrates how embedded analytics databases can provide rich search capabilities without requiring separate search engines, useful for data apps and notebooks. It also notes caveats compared to dedicated search systems.</p>\n<p class='hn-text-zh'>介绍在 DuckDB 中实现全文检索的实用指南，涵盖设置、索引策略及性能考量。展示了嵌入式分析数据库在无需独立搜索引擎的情况下提供丰富检索能力，对数据应用和笔记本场景尤为有用，同时也提醒了相对于专门的搜索系统的局限。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973559' data-tags='Show HN,Web' data-hn-time='1777635168' data-hn-score='53' data-hot-score='0.25'>\n<div class='hn-body'>\n<p class='hn-title'>(64) <a href='https://sitemogging.com' target='_blank' rel='noopener noreferrer'>Show HN: Site Mogging</a></p>\n<p class='hn-meta'>Show HN：Site Mogging</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:32 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973559' target='_blank' rel='noopener noreferrer'>▲ 53</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973559' target='_blank' rel='noopener noreferrer'>💬 63</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://sitemogging.com/og-home.png' data-full='https://sitemogging.com/og-home.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN features Site Mogging, a project that analyzes and aggregates website performance metrics, possibly offering insights into optimization opportunities for developers building fast, reliable sites.</p>\n<p class='hn-text-zh'>Show HN 展示 Site Mogging，这是一款分析并聚合网站性能指标的项目，帮助开发者发现提升网站速度与可靠性的机会。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47966625' data-tags='Programming,DevOps,Data' data-hn-time='1777574722' data-hn-score='153' data-hot-score='0.24'>\n<div class='hn-body'>\n<p class='hn-title'>(65) <a href='https://www.dbos.dev/blog/benchmarking-workflow-execution-scalability-on-postgres' target='_blank' rel='noopener noreferrer'>Does Postgres Scale?</a></p>\n<p class='hn-meta'>PostgreSQL 能否扩展？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 11:45 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47966625' target='_blank' rel='noopener noreferrer'>▲ 153</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47966625' target='_blank' rel='noopener noreferrer'>💬 64</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://cdn.prod.website-files.com/672411cbf038560468c9e68f/69ea2ef1c3fc50d09e3def99_Workflow-Execution-on-Postgres-Benchmark.png' data-full='https://cdn.prod.website-files.com/672411cbf038560468c9e68f/69ea2ef1c3fc50d09e3def99_Workflow-Execution-on-Postgres-Benchmark.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A benchmark examines how well Postgres scales for workflow execution, testing parallel task handling and throughput under realistic workloads. The results offer guidance for architects choosing database backends for data-heavy automation and pipelines.</p>\n<p class='hn-text-zh'>一项基准测试评估 PostgreSQL 在工作流执行中的可扩展性，测试在现实工作负载下的并行任务处理与吞吐量。结果为在数据密集型自动化与流水线场景下选择数据库后端提供参考。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972367' data-tags='DevOps,Programming' data-hn-time='1777623247' data-hn-score='61' data-hot-score='0.22'>\n<div class='hn-body'>\n<p class='hn-title'>(66) <a href='https://lovable.dev/blog/hunting-networking-bugs-in-kubernetes' target='_blank' rel='noopener noreferrer'>Our agent found a bug with WireGuard in Google Kubernetes Engine</a></p>\n<p class='hn-meta'>我们的代理在 Google Kubernetes Engine 中发现 WireGuard 的一个 bug</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972367' target='_blank' rel='noopener noreferrer'>▲ 61</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972367' target='_blank' rel='noopener noreferrer'>💬 31</a> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://lovable.dev/content/news/covers/blog-hunting-networking-bugs-in-kubernetes.jpg' data-full='https://lovable.dev/content/news/covers/blog-hunting-networking-bugs-in-kubernetes.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Our agent discovered a bug in WireGuard integration within Google Kubernetes Engine, detailing symptoms and the debugging process. The finding illustrates how networking in managed Kubernetes can produce subtle VPN issues that require careful triage.</p>\n<p class='hn-text-zh'>在 Google Kubernetes Engine 中发现了 WireGuard 的一个 bug，描述症状与调试过程。该发现揭示了托管 Kubernetes 的网络层可能出现的微妙 VPN 问题，需要细致的排错。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972807' data-tags='Design,Privacy' data-hn-time='1777628347' data-hn-score='51' data-hot-score='0.2'>\n<div class='hn-body'>\n<p class='hn-title'>(67) <a href='https://skysedge.com/telecom/RUSP/index.html' target='_blank' rel='noopener noreferrer'>The Rotary Un-Smartphone (2023)</a></p>\n<p class='hn-meta'>旋转式无智能手机（2023）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:39 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972807' target='_blank' rel='noopener noreferrer'>▲ 51</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972807' target='_blank' rel='noopener noreferrer'>💬 10</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://www.skysedge.us/images/favicon.png' data-full='https://www.skysedge.us/images/favicon.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The Rotary Un-Smartphone project revisits a rotary dial experience as a minimal, privacy-focused device, eschewing modern apps for a tactile, slower form of communication. It examines design choices that prioritize user agency and a lighter digital footprint.</p>\n<p class='hn-text-zh'>通过重新回到拨号轮体验，该项目打造了一款低隐私、极简的设备，放弃大量应用，强调更具触觉和节奏的沟通方式。设计选择聚焦于提升用户自主性与减轻数字足迹。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47968982' data-tags='Science' data-hn-time='1777587537' data-hn-score='98' data-hot-score='0.18'>\n<div class='hn-body'>\n<p class='hn-title'>(68) <a href='https://sciencex.com/news/2026-04-snowball-earth-stranger-climate.html' target='_blank' rel='noopener noreferrer'>Snowball Earth may hide a far stranger climate cycle than anyone expected</a></p>\n<p class='hn-meta'>雪球地球理论可能隐藏比预期更古怪的气候循环</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 15:18 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47968982' target='_blank' rel='noopener noreferrer'>▲ 98</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47968982' target='_blank' rel='noopener noreferrer'>💬 45</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://scx2.b-cdn.net/gfx/news/2018/5af0afa4a666b.jpg' data-full='https://scx2.b-cdn.net/gfx/news/2018/5af0afa4a666b.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>New climate research suggests Snowball Earth could involve more intricate climate cycles than previously imagined, implying a richer set of feedback mechanisms governing global glaciation and deglaciation.</p>\n<p class='hn-text-zh'>最新气候研究表明，雪球地球现象可能包含比以往设想更复杂的气候循环，意味着全球冰川化与退冰过程背后有更丰富的反馈机制。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970690' data-tags='Show HN,Programming' data-hn-time='1777602223' data-hn-score='74' data-hot-score='0.18'>\n<div class='hn-body'>\n<p class='hn-title'>(69) <a href='https://github.com/kernalix7/winpodx' target='_blank' rel='noopener noreferrer'>Show HN: Winpodx – run Windows apps on Linux as native windows</a></p>\n<p class='hn-meta'>Show HN：Winpodx——在 Linux 上以本地 Windows 窗口运行 Windows 应用</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:23 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970690' target='_blank' rel='noopener noreferrer'>▲ 74</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970690' target='_blank' rel='noopener noreferrer'>💬 38</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/9a66e0c39b00187ada654af245c6f07bd2e828e67ff2099fa7180179622d149f/kernalix7/winpodx' data-full='https://opengraph.githubassets.com/9a66e0c39b00187ada654af245c6f07bd2e828e67ff2099fa7180179622d149f/kernalix7/winpodx' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN: Winpodx enables Windows apps to run on Linux with native-looking Windows windows, illustrating progress in cross-OS app compatibility. The project demonstrates how far toolchains and UI integration have come for Linux users.</p>\n<p class='hn-text-zh'>Show HN：Winpodx 让 Windows 应用在 Linux 上以原生 Windows 窗口显示运行，体现跨操作系统应用兼容性的进展。该项目展示了 Linux 用户在工具链和 UI 集成方面的最新进展。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973084' data-tags='Open Source,Programming,Privacy' data-hn-time='1777631032' data-hn-score='43' data-hot-score='0.18'>\n<div class='hn-body'>\n<p class='hn-title'>(70) <a href='https://btxx.org/posts/beginners-guide-sourcehut/' target='_blank' rel='noopener noreferrer'>A beginner's guide to Sourcehut (2025)</a></p>\n<p class='hn-meta'>Sourcehut 初学者指南（2025）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:23 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973084' target='_blank' rel='noopener noreferrer'>▲ 43</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973084' target='_blank' rel='noopener noreferrer'>💬 13</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://btxx.org/public/images/sourcehut-patches-list.webp' data-full='https://btxx.org/public/images/sourcehut-patches-list.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A practical tour of Sourcehut's open, lean toolchain for hosting code, builds, and mailing lists, with emphasis on self-hosting and privacy-friendly workflows. The guide contrasts Sourcehut with centralized platforms and offers steps to get started.</p>\n<p class='hn-text-zh'>这份指南介绍 Sourcehut 的开源、简洁的代码托管、构建和邮件列表工具链，强调自托管与隐私友好型工作流，并给出上手步骤。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965027' data-tags='Culture' data-hn-time='1777567094' data-hn-score='122' data-hot-score='0.17'>\n<div class='hn-body'>\n<p class='hn-title'>(71) <a href='https://www.derekthompson.org/p/why-do-richer-dads-spend-more-time' target='_blank' rel='noopener noreferrer'>American Dads Became the Parents Their Fathers Never Were</a></p>\n<p class='hn-meta'>美国父亲们：成为了父辈从未成为的父母</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965027' target='_blank' rel='noopener noreferrer'>▲ 122</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965027' target='_blank' rel='noopener noreferrer'>💬 155</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://images.unsplash.com/photo-1562494855-e008650bb2c6?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxMHx8ZGFkfGVufDB8fHx8MTc3NzQ3MzYzM3ww&ixlib=rb-4.1.0&q=80&w=1080' data-full='https://images.unsplash.com/photo-1562494855-e008650bb2c6?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxMHx8ZGFkfGVufDB8fHx8MTc3NzQ3MzYzM3ww&ixlib=rb-4.1.0&q=80&w=1080' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A Derek Thompson piece argues that wealthier dads now take on more parenting roles than their fathers did, reshaping expectations around fatherhood and time investment. It highlights how income, work culture, and policy shape caregiving norms in modern America.</p>\n<p class='hn-text-zh'>Derek Thompson 的文章指出，富裕家庭的父亲如今在育儿中的投入超过父辈，正在重新塑造父亲角色与时间投入的期望。文章分析收入、工作文化与政策如何共同塑造当代美国家庭的育儿规范。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973710' data-tags='Open Source,Politics,Health,Security' data-hn-time='1777636402' data-hn-score='35' data-hot-score='0.17'>\n<div class='hn-body'>\n<p class='hn-title'>(72) <a href='https://shkspr.mobi/blog/2026/05/nhs-goes-to-war-against-open-source/' target='_blank' rel='noopener noreferrer'>NHS Goes to War Against Open Source</a></p>\n<p class='hn-meta'>NHS 与开源的一场战争</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:53 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973710' target='_blank' rel='noopener noreferrer'>▲ 35</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973710' target='_blank' rel='noopener noreferrer'>💬 3</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--emerald' data-tag='Health'>Health</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://shkspr.mobi/blog/wp-content/uploads/2026/04/SDLC-8.webp' data-full='https://shkspr.mobi/blog/wp-content/uploads/2026/04/SDLC-8.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Critiques NHS policies that hinder open-source software adoption, arguing it stifles innovation, vendor neutrality, and security benefits from community-driven tooling. Calls for policy reforms to embrace open-source benefits in healthcare IT.</p>\n<p class='hn-text-zh'>批评 NHS 的做法，认为其对开源软件的限制阻碍创新、供应商中立性以及社区驱动工具的安全收益，呼吁在医疗 IT 中重新评估政策以拥抱开源的潜在好处。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973093' data-tags='Show HN,AI,Programming' data-hn-time='1777631141' data-hn-score='38' data-hot-score='0.16'>\n<div class='hn-body'>\n<p class='hn-title'>(73) <a href='https://github.com/leox255/loopsy' target='_blank' rel='noopener noreferrer'>Show HN: Loopsy, a way for terminals and AI agents on different machines to talk</a></p>\n<p class='hn-meta'>Show HN：Loopsy——跨主机的终端与 AI 代理通信</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:25 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973093' target='_blank' rel='noopener noreferrer'>▲ 38</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973093' target='_blank' rel='noopener noreferrer'>💬 8</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/f6a0736750b0bff38f555582ee0472ae7da4467da88e2f73afe7e116df6f622a/leox255/loopsy' data-full='https://opengraph.githubassets.com/f6a0736750b0bff38f555582ee0472ae7da4467da88e2f73afe7e116df6f622a/leox255/loopsy' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Loopsy enables terminals and AI agents on separate machines to talk, enabling distributed orchestration and collaboration across environments.</p>\n<p class='hn-text-zh'>Loopsy 让不同机器上的终端和 AI 代理能够通信，推动分布式编排与跨环境协作，同时引发对安全性与时延的讨论。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47962269' data-tags='Open Source,Programming' data-hn-time='1777556318' data-hn-score='116' data-hot-score='0.14'>\n<div class='hn-body'>\n<p class='hn-title'>(74) <a href='https://matduggan.com/if-i-could-make-my-own-github/' target='_blank' rel='noopener noreferrer'>If I could make my own GitHub</a></p>\n<p class='hn-meta'>如果我能做自己的 GitHub</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 06:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47962269' target='_blank' rel='noopener noreferrer'>▲ 116</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47962269' target='_blank' rel='noopener noreferrer'>💬 133</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<p class='hn-text-en'>Explores building a GitHub-like platform from scratch, weighing open-source, self-hosting, feature scope, and governance trade-offs. It offers practical design considerations for developers aiming to create developer tooling with community ownership.</p>\n<p class='hn-text-zh'>探讨从零构建一个类似 GitHub 的平台，权衡开源、自托管、功能边界和治理等要点。提供面向开发者工具的实际设计建议，强调社区所有权与可持续性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963868' data-tags='Design,Culture,Education' data-hn-time='1777562449' data-hn-score='91' data-hot-score='0.12'>\n<div class='hn-body'>\n<p class='hn-title'>(75) <a href='https://thereader.mitpress.mit.edu/the-1960s-art-school-experiment-that-redefined-creativity/' target='_blank' rel='noopener noreferrer'>A 1960s art school experiment that redefined creativity</a></p>\n<p class='hn-meta'>1960 年代美术学院的一场重新定义创造力的实验</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 08:20 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963868' target='_blank' rel='noopener noreferrer'>▲ 91</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963868' target='_blank' rel='noopener noreferrer'>💬 29</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span></div>\n<p class='hn-text-en'>This piece surveys a 1960s art-school experiment that reshaped how people think about creativity, likely involving interactive pedagogy and cross-disciplinary collaboration. It offers takeaways for design, education, and tech teams about nurturing experimentation and breaking intellectual boundaries. The lesson is that curricula can unlock new modes of creative thinking when teachers embrace risk and collaboration.</p>\n<p class='hn-text-zh'>本文回顾了1960年代美术学院的一场实验，重新定义了人们对创造力的理解，往往涉及互动式教学与跨学科协作。为设计、教育乃至科技团队提供启示：在教师鼓励冒险与协作的条件下，课程能开启全新的创造力表达方式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47947944' data-tags='Hardware' data-hn-time='1777468546' data-hn-score='212' data-hot-score='0.11'>\n<div class='hn-body'>\n<p class='hn-title'>(76) <a href='https://www.gilesthomas.com/2026/04/10g-ethernet-what-i-did' target='_blank' rel='noopener noreferrer'>10Gb/s Ethernet: what I did to get it working in my home</a></p>\n<p class='hn-meta'>家庭网络的 10Gb/s 以太网：实现过程与经验</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 06:15 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47947944' target='_blank' rel='noopener noreferrer'>▲ 212</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47947944' target='_blank' rel='noopener noreferrer'>💬 150</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://www.gilesthomas.com/images/favicons/web-app-manifest-512x512.png' data-full='https://www.gilesthomas.com/images/favicons/web-app-manifest-512x512.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Practical steps to get 10GbE working at home, from hardware choices (NICs, switches) to cabling and configuration. The piece demystifies the upgrade path, offering real-world performance expectations and guidance on when 10GbE makes sense for a home lab or small office. It also covers compatibility and heat/power considerations.</p>\n<p class='hn-text-zh'>作者分享在家庭环境中实现 10GbE 的实际步骤，从硬件选择、线缆、驱动到配置。文章解开升级谜团，给出真实世界的性能预期与何时值得投资的建议，同时讨论兼容性、热量与功耗等注意事项。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47946899' data-tags='Culture' data-hn-time='1777462540' data-hn-score='209' data-hot-score='0.11'>\n<div class='hn-body'>\n<p class='hn-title'>(77) <a href='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/' target='_blank' rel='noopener noreferrer'>New copy of earliest poem in English, written 1,3k years ago, discovered in Rome</a></p>\n<p class='hn-meta'>在罗马发现的最早英语诗新抄本（距今约1300年）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 04:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47946899' target='_blank' rel='noopener noreferrer'>▲ 209</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47946899' target='_blank' rel='noopener noreferrer'>💬 125</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/media/tcd/news-images/Elisabetta-Magnanti-and-Mark-Faulkner-with-the-Trinity-copy-of-Bedes-Ecclesiastical-History.-To-be-clear-this-is-not-the-manuscript-they-found-in-Rome---.JPG' data-full='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/media/tcd/news-images/Elisabetta-Magnanti-and-Mark-Faulkner-with-the-Trinity-copy-of-Bedes-Ecclesiastical-History.-To-be-clear-this-is-not-the-manuscript-they-found-in-Rome---.JPG' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A newly discovered copy of Caedmon’s Hymn—one of the oldest known English poems—has been found in Rome. The find expands the manuscript trail of early Old English verse and could yield new insights into linguistic features and performance contexts from the era. It also underscores how medieval texts circulated far beyond their likely origin.</p>\n<p class='hn-text-zh'>在罗马发现的《凯德蒙颂》最早英语诗歌新抄本被揭示。此发现扩展了早期古英语诗歌的手稿传承，为语言特征与表演传统提供新线索，并显示中世纪文本可能的跨地流传。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47967069' data-tags='Security,Open Source' data-hn-time='1777576975' data-hn-score='68' data-hot-score='0.11'>\n<div class='hn-body'>\n<p class='hn-title'>(78) <a href='https://dustri.org/b/follow-up-to-carrot-disclosure-forgejo.html' target='_blank' rel='noopener noreferrer'>Follow-up to Carrot disclosure: Forgejo</a></p>\n<p class='hn-meta'>Carrot 披露后续：Forgejo</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 12:22 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47967069' target='_blank' rel='noopener noreferrer'>▲ 68</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47967069' target='_blank' rel='noopener noreferrer'>💬 11</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>A follow-up discussion ties the Carrot disclosure to Forgejo, examining the security implications and how open-source projects should respond to disclosure incidents.</p>\n<p class='hn-text-zh'>关于 Carrot 披露的跟进将焦点放在 Forgejo，探讨安全影响以及开源项目在披露事件中的应对之道。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965835' data-tags='Data,Open Source' data-hn-time='1777570931' data-hn-score='62' data-hot-score='0.09'>\n<div class='hn-body'>\n<p class='hn-title'>(79) <a href='https://lost-number.bearblog.dev/recovering-files-from-beyond-the-grave-using-photorec/' target='_blank' rel='noopener noreferrer'>Recovering files from beyond the grave using PhotoRec</a></p>\n<p class='hn-meta'>使用 PhotoRec 从已删除数据中恢复文件</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 10:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965835' target='_blank' rel='noopener noreferrer'>▲ 62</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965835' target='_blank' rel='noopener noreferrer'>💬 14</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://bear-images.sfo2.cdn.digitaloceanspaces.com/lost-number/image-7.webp' data-full='https://bear-images.sfo2.cdn.digitaloceanspaces.com/lost-number/image-7.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>PhotoRec, a robust data recovery tool, demonstrates recovery capabilities even after deletion or partition damage scenarios. The piece walks through practical tips, caveats, and success cases, illustrating how open-source recovery tools can rescue valuable data. It emphasizes the importance of backups and the limitations of recovery in certain failure modes.</p>\n<p class='hn-text-zh'>介绍了使用 PhotoRec 这类强大的数据恢复工具，在删除或分区损坏等场景下尝试找回数据。文章给出实际操作要点、注意事项和成功案例，强调备份的重要性并指出在某些故障模式下恢复的局限性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970578' data-tags='Hardware,Gaming' data-hn-time='1777600931' data-hn-score='41' data-hot-score='0.09'>\n<div class='hn-body'>\n<p class='hn-title'>(80) <a href='https://fabiensanglard.net/snes_hearts/' target='_blank' rel='noopener noreferrer'>The Hearts of the Super Nintendo (2024)</a></p>\n<p class='hn-meta'>超级任天堂的心脏</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:02 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970578' target='_blank' rel='noopener noreferrer'>▲ 41</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970578' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--purple' data-tag='Gaming'>Gaming</span></div>\n<img class='hn-img' src='https://fabiensanglard.net/snes_hearts/crystal.webp' data-full='https://fabiensanglard.net/snes_hearts/crystal.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A deep dive into the SNES's hardware core reveals how its central components powered games and shaped the console's distinctive capabilities. The piece connects engineering choices to a lasting cultural impact in retro gaming.</p>\n<p class='hn-text-zh'>对 SNES 硬件核心的深度解析，揭示其核心组件如何支撑游戏性能并塑造这款主机的独特能力。文章将工程选择与复古游戏的文化影响联系起来。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47937814' data-tags='Programming' data-hn-time='1777398098' data-hn-score='238' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(81) <a href='https://phulin.me/blog/simtower' target='_blank' rel='noopener noreferrer'>Reverse Engineering SimTower</a></p>\n<p class='hn-meta'>逆向工程 SimTower</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 10:41 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47937814' target='_blank' rel='noopener noreferrer'>▲ 238</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47937814' target='_blank' rel='noopener noreferrer'>💬 71</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://phulin.me/assets/og-image.png' data-full='https://phulin.me/assets/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A technical post explores reverse engineering the classic SimTower, revealing how its simulation logic and scheduling work under the hood. The write-up serves as a case study in analyzing legacy sim software and could inspire methods for modern game/tool reverse engineering.</p>\n<p class='hn-text-zh'>技术文章揭秘对经典游戏 SimTower 的逆向工程，揭示其内部仿真逻辑与调度机制。作为对遗留仿真软件分析的案例，或为现代游戏与工具的逆向研究提供思路。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47942863' data-tags='Business' data-hn-time='1777423815' data-hn-score='214' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(82) <a href='https://herbertlui.net/maladaptive-frugality/' target='_blank' rel='noopener noreferrer'>Maladaptive Frugality</a></p>\n<p class='hn-meta'>不良的节俭</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 17:50 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47942863' target='_blank' rel='noopener noreferrer'>▲ 214</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47942863' target='_blank' rel='noopener noreferrer'>💬 276</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://secure.gravatar.com/avatar/be9fdd2bb0be1f7bf014cffa18f1c9f5?s=32&d=mm&r=g' data-full='https://secure.gravatar.com/avatar/be9fdd2bb0be1f7bf014cffa18f1c9f5?s=32&d=mm&r=g' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Maladaptive frugality argues that extreme thrift can undermine long-term value, quality, and innovation. The piece urges balancing cost control with intentional investment and risk tolerance in tech and product development.</p>\n<p class='hn-text-zh'>不良的节俭观提醒我们，过度节省可能削弱长期价值、质量与创新。文章倡导在成本控制与有意投资、承受风险之间取得平衡，特别是在技术与产品开发领域。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47950070' data-tags='Business' data-hn-time='1777477698' data-hn-score='141' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(83) <a href='https://www.worksinprogress.news/p/how-disposable-diapers-conquered' target='_blank' rel='noopener noreferrer'>The smelly baby problem</a></p>\n<p class='hn-meta'>臭味婴儿问题</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 08:48 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47950070' target='_blank' rel='noopener noreferrer'>▲ 141</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47950070' target='_blank' rel='noopener noreferrer'>💬 80</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!_fei!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c7e66ce-5e9f-420e-aa3d-ca01da458f15_1195x821.jpeg' data-full='https://substackcdn.com/image/fetch/$s_!_fei!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c7e66ce-5e9f-420e-aa3d-ca01da458f15_1195x821.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Disposable diapers addressed odor by redesigning absorbency, materials, and containment, fueling wide adoption over cloth alternatives. The story also weighs environmental costs and the rapid growth of the diaper market.</p>\n<p class='hn-text-zh'>一次性尿布通过改进吸收性、材料和封控设计解决了“臭味”问题，从而推动了相对于布尿布的广泛采用。文章也讨论了环境成本与尿布产业的快速扩张。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47954394' data-tags='Space,Hardware' data-hn-time='1777495697' data-hn-score='125' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(84) <a href='https://artemistimeline.com/#artemis-ii-walkout-nhq202604010003' target='_blank' rel='noopener noreferrer'>Artemis II Photo Timeline</a></p>\n<p class='hn-meta'>阿尔忒弥斯II 照片时间线</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 13:48 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47954394' target='_blank' rel='noopener noreferrer'>▲ 125</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47954394' target='_blank' rel='noopener noreferrer'>💬 11</a> <span class='hn-tag hn-tag--teal' data-tag='Space'>Space</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://artemistimeline.com/web/9608627.jpg' data-full='https://artemistimeline.com/web/9608627.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>NASA releases a photo timeline documenting Artemis II walkthrough and milestones, offering a visual diary of the mission's path to a crewed lunar flyby. The sequence helps readers track preparation, hardware, and public-facing milestones as NASA advances human exploration.</p>\n<p class='hn-text-zh'>NASA 发布阿尔忒弥斯II 的照片时间线，记录从准备到载人绕月飞行等关键节点与工作流程。通过一组可视化材料，公众能直观看到任务进展、硬件进展以及对人类月球探测计划的阶段性里程碑。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47955789' data-tags='AI' data-hn-time='1777503370' data-hn-score='113' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(85) <a href='https://www.wired.com/story/when-robots-have-their-chatgpt-moment-remember-these-pincers/' target='_blank' rel='noopener noreferrer'>Eka’s robotic claw feels like we're approaching a ChatGPT moment</a></p>\n<p class='hn-meta'>Eka 的机械爪让人感觉我们正迎来‘ChatGPT 时刻’</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 15:56 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47955789' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47955789' target='_blank' rel='noopener noreferrer'>💬 145</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://media.wired.com/photos/69f11fc37df9442e8d9b4374/191:100/w_1280,c_limit/20260320-wired-eka-robotics-0429.jpg' data-full='https://media.wired.com/photos/69f11fc37df9442e8d9b4374/191:100/w_1280,c_limit/20260320-wired-eka-robotics-0429.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A robotic claw from Eka demonstrates AI-assisted manipulation, hinting at a future where robots interpret language models to guide physical tasks.</p>\n<p class='hn-text-zh'>Eka 的机器人爪展示了 AI 辅助的抓取与操作，暗示未来机器人可能借助语言模型来理解指令并完成复杂物理任务。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47924912' data-tags='Programming' data-hn-time='1777312332' data-hn-score='343' data-hot-score='0.07'>\n<div class='hn-body'>\n<p class='hn-title'>(86) <a href='https://lemire.me/blog/2026/04/27/you-can-beat-the-binary-search/' target='_blank' rel='noopener noreferrer'>You can beat the binary search</a></p>\n<p class='hn-meta'>你可以超越二分查找</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 27, 2026 / 10:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47924912' target='_blank' rel='noopener noreferrer'>▲ 343</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47924912' target='_blank' rel='noopener noreferrer'>💬 151</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://lemire.me/blog/wp-content/uploads/2026/04/Gemini_Generated_Image_rsv3zvrsv3zvrsv3-1024x572.png' data-full='https://lemire.me/blog/wp-content/uploads/2026/04/Gemini_Generated_Image_rsv3zvrsv3zvrsv3-1024x572.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Shows that under certain data distributions or with specialized techniques such as interpolation search, you can outperform classic binary search.</p>\n<p class='hn-text-zh'>文章指出在特定数据分布或条件下，类似插值查找等替代方法可超越二分查找，讨论权衡、缓存行为以及在实际场景中的适用性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47937033' data-tags='Hardware' data-hn-time='1777394952' data-hn-score='203' data-hot-score='0.07'>\n<div class='hn-body'>\n<p class='hn-title'>(87) <a href='https://wideluxx.com' target='_blank' rel='noopener noreferrer'>New mechanical panoramic film camera from Jeff Bridges</a></p>\n<p class='hn-meta'>Jeff Bridges 推出全新机械式全景胶片相机</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 09:49 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47937033' target='_blank' rel='noopener noreferrer'>▲ 203</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47937033' target='_blank' rel='noopener noreferrer'>💬 98</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://wideluxx.com/wp-content/uploads/2024/08/wideluxx-logo-white-red.png' data-full='https://wideluxx.com/wp-content/uploads/2024/08/wideluxx-logo-white-red.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Jeff Bridges unveils a new mechanical panoramic film camera, a nod to analog photography in the digital era. The release taps into a niche but growing interest in hands-on, artifact-grade gear and could appeal to film enthusiasts seeking unique wide-format shots.</p>\n<p class='hn-text-zh'>演员 Jeff Bridges 推出全新机械式全景胶片相机，凸显在数字时代对纯胶片摄影的热情。此举迎合对手工操作、高品质器材的细分市场，或吸引追求独特大画幅效果的胶片爱好者。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949616' data-tags='Science' data-hn-time='1777475777' data-hn-score='109' data-hot-score='0.06'>\n<div class='hn-body'>\n<p class='hn-title'>(88) <a href='https://www.quantamagazine.org/what-can-we-gain-by-losing-infinity-20260429/' target='_blank' rel='noopener noreferrer'>What can we gain by losing infinity?</a></p>\n<p class='hn-meta'>我们能通过失去无限获得什么？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 08:16 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949616' target='_blank' rel='noopener noreferrer'>▲ 109</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949616' target='_blank' rel='noopener noreferrer'>💬 117</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://www.quantamagazine.org/wp-content/uploads/2026/04/Anti-Infinity-cr-Kristina-Armitage-Social.jpg' data-full='https://www.quantamagazine.org/wp-content/uploads/2026/04/Anti-Infinity-cr-Kristina-Armitage-Social.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Explores how embracing finitary approaches or truncating infinite concepts can yield new mathematical or computational insights. The piece ties abstract ideas to practical gains in computation, physics, or philosophy, showing that shedding the ideal of infinity can lead to usable approximations or new theories. It emphasizes the value of finite models in tackling real-world problems.</p>\n<p class='hn-text-zh'>探讨在将无限概念简化或接受有限化时，如何带来新的数学或计算洞见。文章将抽象理念与计算、物理或哲学的实际应用联系起来，展示放弃无限理想能带来可用的近似或新理论，强调有限模型在现实问题中的价值。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47960778' data-tags='Energy' data-hn-time='1777547314' data-hn-score='56' data-hot-score='0.06'>\n<div class='hn-body'>\n<p class='hn-title'>(89) <a href='https://www.heise.de/en/news/1-4-GW-Huge-battery-storage-at-former-Grohnde-nuclear-power-plant-11277367.html' target='_blank' rel='noopener noreferrer'>1.4 GW: battery storage at former Grohnde nuclear power plant</a></p>\n<p class='hn-meta'>前 Grohnde 核电站 1.4GW 巨型储能</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47960778' target='_blank' rel='noopener noreferrer'>▲ 56</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47960778' target='_blank' rel='noopener noreferrer'>💬 66</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span></div>\n<img class='hn-img' src='https://heise.cloudimg.io/bound/1200x1200/q85.png-lossy-85.webp-lossy-85.foil1/_www-heise-de_/imgs/18/5/0/7/4/0/4/2/BESS-GESI-Grohnde-16-9-d9d7a171b660eebb.jpg' data-full='https://heise.cloudimg.io/bound/1200x1200/q85.png-lossy-85.webp-lossy-85.foil1/_www-heise-de_/imgs/18/5/0/7/4/0/4/2/BESS-GESI-Grohnde-16-9-d9d7a171b660eebb.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A massive 1.4 GW battery storage project is planned at the site of the former Grohnde nuclear plant, signaling the shift to grid-scale storage and energy resilience. It shows how decommissioned plants can host renewable storage assets.</p>\n<p class='hn-text-zh'>在前 Grohnde 核电站计划建设 1.4GW 级别的巨型储能项目，标志着对电网规模化储能与能源韧性的重视。退役核电设施正在转为承载可再生储能的潜在资产。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47933934' data-tags='Design' data-hn-time='1777381073' data-hn-score='139' data-hot-score='0.04'>\n<div class='hn-body'>\n<p class='hn-title'>(90) <a href='https://pomax.github.io/bezierinfo/' target='_blank' rel='noopener noreferrer'>A Primer on Bézier Curves – So What Makes a Bézier Curve?</a></p>\n<p class='hn-meta'>贝塞尔曲线入门：到底是什么构成贝塞尔曲线？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 05:57 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47933934' target='_blank' rel='noopener noreferrer'>▲ 139</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47933934' target='_blank' rel='noopener noreferrer'>💬 21</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://pomax.github.io/bezierinfo/images/og-image.png' data-full='https://pomax.github.io/bezierinfo/images/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Breaks down Bezier curves, explaining control points, the De Casteljau construction, and how these curves underpin vector graphics and font design. The guide also contrasts Bezier with other spline types and gives practical tips for use.</p>\n<p class='hn-text-zh'>贝塞尔曲线入门讲解了控制点、De Casteljau 算法及其在矢量图形、字体设计中的应用，並比较了与其他样条的区别，给出实际使用要点。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939246' data-tags='Programming' data-hn-time='1777403946' data-hn-score='113' data-hot-score='0.04'>\n<div class='hn-body'>\n<p class='hn-title'>(91) <a href='https://gregraiz.com/blog/local-vibe/' target='_blank' rel='noopener noreferrer'>I Got Sick of Remembering Port Numbers</a></p>\n<p class='hn-meta'>我终于厌倦了记端口号</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:19 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939246' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939246' target='_blank' rel='noopener noreferrer'>💬 109</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://gregraiz.com/assets/avatar.png' data-full='https://gregraiz.com/assets/avatar.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Port numbers are a hassle; the post shares approaches to avoid memorizing them, such as using service discovery, DNS aliases, or local routing tricks. It argues for more ergonomic development workflows in networked services.</p>\n<p class='hn-text-zh'>端口号记忆麻烦，文中分享通过服务发现、DNS 别名或本地路由等方式来避免记住端口号的方法，主张让开发者在网络服务中拥有更高效的工作流。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47927011' data-tags='AI' data-hn-time='1777322302' data-hn-score='114' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(92) <a href='https://idlemachines.co.uk/essays/softmax' target='_blank' rel='noopener noreferrer'>Softmax, can you derive the Jacobian? And should you care?</a></p>\n<p class='hn-meta'>Softmax：能推导雅可比矩阵吗？是否值得关心？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 27, 2026 / 13:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47927011' target='_blank' rel='noopener noreferrer'>▲ 114</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47927011' target='_blank' rel='noopener noreferrer'>💬 45</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://idlemachines.co.uk/api/og/essay?title=Softmax%2C%20can%20you%20really%20derive%20the%20Jacobian%3F%20And%20should%20you%20care%3F' data-full='https://idlemachines.co.uk/api/og/essay?title=Softmax%2C%20can%20you%20really%20derive%20the%20Jacobian%3F%20And%20should%20you%20care%3F' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The post derives the Jacobian of the Softmax function and discusses its relevance for practical machine learning. While the Jacobian is dense and coupled, understanding it helps diagnose gradient flow in multi-class models and informs numerical implementation choices. The takeaway is that Softmax’s interactions across outputs matter more than they appear at first glance.</p>\n<p class='hn-text-zh'>文章推导了 Softmax 的雅可比矩阵，并讨论其在实际机器学习中的作用。虽然雅可比矩阵很稠密且耦合，但理解它有助于诊断多分类模型的梯度流动，并为数值实现提供指引。要点在于输出之间的耦合关系比初看时更为重要。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939158' data-tags='Energy,Politics' data-hn-time='1777403606' data-hn-score='96' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(93) <a href='https://en.wikipedia.org/wiki/Church_Rock_uranium_mill_spill' target='_blank' rel='noopener noreferrer'>The Church Rock Uranium Mill Spill</a></p>\n<p class='hn-meta'>Church Rock 铀矿厂泄漏事故</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:13 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939158' target='_blank' rel='noopener noreferrer'>▲ 96</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939158' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://upload.wikimedia.org/wikipedia/commons/d/d5/United_Nuclear_Corporation_Church_Rock_Uranium_Mill.jpeg' data-full='https://upload.wikimedia.org/wikipedia/commons/d/d5/United_Nuclear_Corporation_Church_Rock_Uranium_Mill.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A 1979 uranium mill spill at Church Rock released large amounts of radioactive waste into the desert; it's one of the worst nuclear incidents in US history. It underscores legacy pollution and regulatory challenges in mining and energy sectors, with lessons for tech and policy.</p>\n<p class='hn-text-zh'>Church Rock 铀矿厂在 1979 年发生严重的放射性废料泄漏，成为美国历史上最严重的核事故之一。此事揭示了矿业与能源领域的遗留污染与监管挑战，对科技与政策具有长期影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47936184' data-tags='Culture' data-hn-time='1777391497' data-hn-score='91' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(94) <a href='https://en.wikipedia.org/wiki/Auto_polo' target='_blank' rel='noopener noreferrer'>Auto Polo</a></p>\n<p class='hn-meta'>自动马球</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 08:51 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47936184' target='_blank' rel='noopener noreferrer'>▲ 91</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47936184' target='_blank' rel='noopener noreferrer'>💬 23</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://upload.wikimedia.org/wikipedia/commons/6/67/Auto_polo_crop1.jpg' data-full='https://upload.wikimedia.org/wikipedia/commons/6/67/Auto_polo_crop1.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Auto Polo is a historical experiment where drivers control cars on a polo field, blending early automotive tech with sport. The note covers its origins, rules, and why it stands as a curious footnote in the history of vehicles and games.</p>\n<p class='hn-text-zh'>自动马球是一项早期的实验性运动，驾驶员驾驶汽车在马球场上竞技，融合了汽车技术与体育趣味。文中回顾了起源、规则，以及其在汽车史与体育史中的有趣地位。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47948152' data-tags='Education' data-hn-time='1777469327' data-hn-score='52' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(95) <a href='https://spectrum.ieee.org/roboticist-turned-teacher-eniac-replica' target='_blank' rel='noopener noreferrer'>Roboticist-Turned-Teacher Built a Life-Size Replica of Eniac</a></p>\n<p class='hn-meta'>从机器人专家转为教师：打造了 ENIAC 的等身复制品</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 06:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47948152' target='_blank' rel='noopener noreferrer'>▲ 52</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47948152' target='_blank' rel='noopener noreferrer'>💬 10</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span></div>\n<img class='hn-img' src='https://spectrum.ieee.org/media-library/image.png?id=65575461&width=1200&height=600&coordinates=0%2C281%2C0%2C282' data-full='https://spectrum.ieee.org/media-library/image.png?id=65575461&width=1200&height=600&coordinates=0%2C281%2C0%2C282' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A robotics-trained educator built a life-size replica of ENIAC, reviving the iconic pre-transistor computer for teaching and public engagement. The project shows how hands-on making and robotics skills can illuminate early computing history and inspire students. It also demonstrates value in interdisciplinary approaches to tech education.</p>\n<p class='hn-text-zh'>一位具备机器人学背景的教师打造了 ENIAC 的等身复制品，用于教学与公众互动。该项目展示了动手制作与机器人技能如何点亮早期计算机历史并激发学生兴趣，同时凸显跨学科方法在科技教育中的价值。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949794' data-tags='Science' data-hn-time='1777476535' data-hn-score='32' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(96) <a href='https://e360.yale.edu/digest/atoll-islands-sea-level-rise-fungi' target='_blank' rel='noopener noreferrer'>To Restore an Island Paradise, Add Fungi</a></p>\n<p class='hn-meta'>为修复岛屿天堂，添加真菌</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 08:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949794' target='_blank' rel='noopener noreferrer'>▲ 32</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949794' target='_blank' rel='noopener noreferrer'>💬 2</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://yale-threesixty.transforms.svdcdn.com/production/Palmyra-Atoll_USFWS.jpg?w=1200&q=60&auto=format&fit=max&dm=1777370036&s=7780e4a4b6cf9acd95ab9f441eb39d2f' data-full='https://yale-threesixty.transforms.svdcdn.com/production/Palmyra-Atoll_USFWS.jpg?w=1200&q=60&auto=format&fit=max&dm=1777370036&s=7780e4a4b6cf9acd95ab9f441eb39d2f' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Yale Environment Research highlights that introducing fungi can improve soil formation, vegetation, and resilience on atolls facing sea-level rise. By boosting nutrient cycling and soil stability, fungi offer a practical tool for climate adaptation in vulnerable island ecosystems.</p>\n<p class='hn-text-zh'>耶鲁环境研究强调，在面临海平面上升的环礁岛屿上添加真菌，可以改善土壤形成、植被覆盖与生态韧性。通过提升养分循环和土壤稳定性，真菌为脆弱岛屿环境的气候适应提供了切实可行的工具。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47952773' data-tags='Science' data-hn-time='1777489117' data-hn-score='32' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(97) <a href='https://www.nature.com/articles/s41467-026-71526-5' target='_blank' rel='noopener noreferrer'>Direct electrochemical black coffee quality appraisal using cyclic voltammetry</a></p>\n<p class='hn-meta'>直接用循环伏安法评估黑咖啡品质</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 11:58 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47952773' target='_blank' rel='noopener noreferrer'>▲ 32</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47952773' target='_blank' rel='noopener noreferrer'>💬 6</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://media.springernature.com/m685/springer-static/image/art%3A10.1038%2Fs41467-026-71526-5/MediaObjects/41467_2026_71526_Fig1_HTML.png' data-full='https://media.springernature.com/m685/springer-static/image/art%3A10.1038%2Fs41467-026-71526-5/MediaObjects/41467_2026_71526_Fig1_HTML.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Researchers demonstrate that cyclic voltammetry can quantify coffee quality by analyzing oxidation/reduction features linked to roasting level and antioxidant content. The method offers a rapid, non-destructive assay that could standardize quality control in coffee supply chains.</p>\n<p class='hn-text-zh'>研究人员展示循环伏安法可通过分析氧化还原信号来表征烘焙程度与抗氧化物含量，从而评估咖啡品质。这种快速、非破坏性的方法有望为咖啡供应链带来标准化的质量控制。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47952096' data-tags='Culture' data-hn-time='1777486015' data-hn-score='29' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(98) <a href='https://www.audubon.org/magazine/tennessees-most-historic-hotel-also-home-greatest-duck-tradition' target='_blank' rel='noopener noreferrer'>Historic Tennessee hotel is also home to the greatest duck tradition (2016)</a></p>\n<p class='hn-meta'>田纳西历史酒店与其鸭子传统</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 11:06 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47952096' target='_blank' rel='noopener noreferrer'>▲ 29</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47952096' target='_blank' rel='noopener noreferrer'>💬 2</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://media.audubon.org/sfw_duck-march-antony.jpg?width=1200&height=630&auto=webp&quality=90&fit=crop&enable=upscale' data-full='https://media.audubon.org/sfw_duck-march-antony.jpg?width=1200&height=630&auto=webp&quality=90&fit=crop&enable=upscale' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The historic Tennessee hotel is famous for its long-running duckling tradition, a quirky hallmark that attracts visitors and preservationists. The feature highlights how small rituals can shape a property's identity and branding.</p>\n<p class='hn-text-zh'>这家历史悠久的田纳西酒店因其长期流传的鸭子传统而知名，成为吸引游客与保护者的独特标志。文章强调这种小型仪式如何塑造酒店的身份与品牌。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939227' data-tags='Programming,Hardware' data-hn-time='1777403859' data-hn-score='39' data-hot-score='0.01'>\n<div class='hn-body'>\n<p class='hn-title'>(99) <a href='https://nikhiljha.com/posts/vt100/' target='_blank' rel='noopener noreferrer'>Using a 1978 terminal in 2026 (DEC VT-100)</a></p>\n<p class='hn-meta'>在2026年使用一台1978年的 DEC VT-100 终端机</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:17 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939227' target='_blank' rel='noopener noreferrer'>▲ 39</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939227' target='_blank' rel='noopener noreferrer'>💬 14</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://nikhiljha.com/images/vt100/Hero.jpg' data-full='https://nikhiljha.com/images/vt100/Hero.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A 2026 experiment uses a DEC VT-100 terminal to explore retro computing today, highlighting the charm and limits of 1970s hardware. The setup sheds light on minimal interfaces and resilience trade-offs compared to modern user experiences.</p>\n<p class='hn-text-zh'>用一台 DEC VT-100 终端机在2026年进行实验，展示了1970年代硬件的魅力与局限。该体验凸显极简界面与现代用户体验之间的权衡。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47946990' data-tags='Design' data-hn-time='1777463165' data-hn-score='30' data-hot-score='0.01'>\n<div class='hn-body'>\n<p class='hn-title'>(100) <a href='https://nik.digital/posts/compositing-blending' target='_blank' rel='noopener noreferrer'>Compositing and Blending – Exploring the math and intuition behind blend modes</a></p>\n<p class='hn-meta'>合成与混合——探索混合模式的数学与直觉</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 04:46 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47946990' target='_blank' rel='noopener noreferrer'>▲ 30</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47946990' target='_blank' rel='noopener noreferrer'>💬 3</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://nik.digital/posts/compositing-blending/opengraph-image-1wdqp3?9295f72f0f3c774d' data-full='https://nik.digital/posts/compositing-blending/opengraph-image-1wdqp3?9295f72f0f3c774d' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An exploration of blend modes in graphics, covering the math of alpha compositing and how different modes affect color and contrast. The piece provides intuition for designers and practical tips for choosing blend modes in compositing and visual effects.</p>\n<p class='hn-text-zh'>本文深入讲解图像合成中的混合模式，涵盖透明度运算与不同模式对颜色与对比度的影响，并为设计师提供直观理解与实际选用建议。</p>\n</div>\n</div>\n</div>\n"}, "396f4aca7573a9b3cd6bfd2c3b49ae2cee328945": {"t": 1785772467.3962212, "n": 158063, "h": "8d626c8e98c76f13", "c": "---\nlayout: hn\ntitle: \"Hacker News — Trending (2026-05-01)\"\n---\n<h1 class='hn-h1'>Hacker News Daily — 2026-05-01 <span class='hn-mode-badge hn-mode-top'>Trending</span></h1>\n<div class='hn-nav'><a class='hn-nav-btn hn-prev' href='/hackernews/2026/04/30/top_stories_04302026'>‹ Prev day</a><a class='hn-nav-btn hn-nav-index' href='/hackernews/'>← Index</a><a class='hn-nav-btn hn-next' href='/hackernews/2026/05/02/top_stories_05022026'>Next day ›</a></div>\n<p class='hn-subtitle'>Scraped at 15:40, May 01, 2026 (PDT)</p>\n<hr class='hn-rule'/>\n<div class='hn-list'>\n<div class='hn-card' id='story-47979839' data-tags='Security' data-hn-time='1777667184' data-hn-score='132' data-hot-score='9.69'>\n<div class='hn-body'>\n<p class='hn-title'>(1) <a href='https://metin.nextc.org/posts/Credit_Cards_Are_Vulnerable_To_Brute_Force_Kind_Attacks.html' target='_blank' rel='noopener noreferrer'>Credit cards are vulnerable to brute force attacks</a></p>\n<p class='hn-meta'>信用卡易受暴力破解攻击</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 13:26 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47979839' target='_blank' rel='noopener noreferrer'>▲ 132</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47979839' target='_blank' rel='noopener noreferrer'>💬 112</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://metin.nextc.org/static/5/receipt.jpg' data-full='https://metin.nextc.org/static/5/receipt.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A security analysis shows that some card-processing setups can be exploited via offline brute-forcing of card numbers, enabling attackers to test large candidate pools until a valid number is found. The finding underscores the need for strong rate limiting, tokenization, and robust verification to prevent fraud in both card-present and online contexts.</p>\n<p class='hn-text-zh'>安全分析显示，某些信用卡处理流程在离线环境下可能被暴力穷举卡号，攻击者可测试大量候选号码直至找到有效卡。这一发现凸显对速率限制、令牌化和强健验证的需求，以防止实体和在线交易中的欺诈。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47979583' data-tags='Hardware' data-hn-time='1777666019' data-hn-score='148' data-hot-score='9.53'>\n<div class='hn-body'>\n<p class='hn-title'>(2) <a href='https://education.ti.com/en/products/calculators/graphing-calculators/ti-84-evo' target='_blank' rel='noopener noreferrer'>Ti-84 Evo</a></p>\n<p class='hn-meta'>Ti-84 Evo 图形计算器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 13:06 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47979583' target='_blank' rel='noopener noreferrer'>▲ 148</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47979583' target='_blank' rel='noopener noreferrer'>💬 170</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://education.ti.com/-/media/ti/education/images/global-images/logos/ti-edtech-og-social-400x.png?rev=ec2fd198-6664-4265-951e-8d68e29d91b5' data-full='https://education.ti.com/-/media/ti/education/images/global-images/logos/ti-edtech-og-social-400x.png?rev=ec2fd198-6664-4265-951e-8d68e29d91b5' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Texas Instruments unveils the TI-84 Evo, a refreshed TI-84 graphing calculator aimed at students. It aims to deliver a snappier experience and better usability to keep calculators relevant in a classroom with modern devices. The update signals continued refinement of educational hardware rather than a switch to entirely different devices.</p>\n<p class='hn-text-zh'>德州仪器推出 TI-84 Evo，作为 TI-84 图形计算器系列的更新版本，瞄准学生市场。新机型力求提升运行体验和可用性，使在使用笔记本和平板的课堂环境中，计算器仍具相关性。此次更新体现了教育硬件的持续改进，而非转向完全依赖其他设备。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978370' data-tags='Privacy' data-hn-time='1777660667' data-hn-score='231' data-hot-score='8.98'>\n<div class='hn-body'>\n<p class='hn-title'>(3) <a href='https://www.404media.co/city-learns-flock-accessed-cameras-in-childrens-gymnastics-room-as-a-sales-pitch-demo-renews-contract-anyway/' target='_blank' rel='noopener noreferrer'>City Learns Flock Accessed Cameras in Children's Gymnastics Room as a Sales Demo</a></p>\n<p class='hn-meta'>市政府发现 Flock 摄像头在儿童体操房被用作销售演示时访问摄像头</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 11:37 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978370' target='_blank' rel='noopener noreferrer'>▲ 231</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978370' target='_blank' rel='noopener noreferrer'>💬 60</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://storage.ghost.io/c/0f/76/0f76b548-bc58-4f25-abc3-3f5ebca07da4/content/images/size/w1200/2026/04/CleanShot-2026-04-30-at-06.17.39@2x.png' data-full='https://storage.ghost.io/c/0f/76/0f76b548-bc58-4f25-abc3-3f5ebca07da4/content/images/size/w1200/2026/04/CleanShot-2026-04-30-at-06.17.39@2x.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>City learned that Flock cameras accessed cameras in a children's gymnastics room as a sales demo, raising privacy and governance concerns for surveillance tech vendors.</p>\n<p class='hn-text-zh'>市政府发现 Flock 摄像头在儿童体操房被用作销售演示时访问摄像头，引发对监控技术供应商隐私与治理的担忧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977383' data-tags='AI,Energy' data-hn-time='1777655938' data-hn-score='290' data-hot-score='7.93'>\n<div class='hn-body'>\n<p class='hn-title'>(4) <a href='https://californiawaterblog.com/2026/04/26/ai-water-use-distractions-and-lessons-for-california/' target='_blank' rel='noopener noreferrer'>AI uses less water than the public thinks</a></p>\n<p class='hn-meta'>人工智能用水量低于公众预期</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:18 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977383' target='_blank' rel='noopener noreferrer'>▲ 290</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977383' target='_blank' rel='noopener noreferrer'>💬 262</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span></div>\n<img class='hn-img' src='https://i0.wp.com/californiawaterblog.com/wp-content/uploads/2026/01/Christine-ICON-circle-WaterBlog-Profile.png?fit=1625%2C1850&ssl=1' data-full='https://i0.wp.com/californiawaterblog.com/wp-content/uploads/2026/01/Christine-ICON-circle-WaterBlog-Profile.png?fit=1625%2C1850&ssl=1' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A California Water Blog post argues AI water use is smaller than common perception, despite AI's energy footprint. It dives into cooling practices, water recycling, and regional policy implications for water-scarce states, urging nuance in water-footprint accounting as AI expands.</p>\n<p class='hn-text-zh'>加州水资源博客指出，尽管 AI 能耗很高，人工智能的数据中心用水量往往低于公众想象。文章探讨制冷方法、水循环再利用以及对水资源紧张地区的政策影响，强调在 AI 规模扩大时需要更精细的用水足迹核算。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977134' data-tags='AI,Security,Programming' data-hn-time='1777654775' data-hn-score='289' data-hot-score='7.31'>\n<div class='hn-body'>\n<p class='hn-title'>(5) <a href='https://github.com/Exocija/ZetaLib/blob/main/The%20Gay%20Jailbreak/The%20Gay%20Jailbreak.md' target='_blank' rel='noopener noreferrer'>The Gay Jailbreak Technique</a></p>\n<p class='hn-meta'>The Gay Jailbreak 技术</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:59 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977134' target='_blank' rel='noopener noreferrer'>▲ 289</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977134' target='_blank' rel='noopener noreferrer'>💬 98</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/f7084640ae7a3c235f00955e7babf67d7e28d5eba98b1996ad46784aaf2e0370/Exocija/ZetaLib' data-full='https://opengraph.githubassets.com/f7084640ae7a3c235f00955e7babf67d7e28d5eba98b1996ad46784aaf2e0370/Exocija/ZetaLib' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A GitHub doc exposes a jailbreak technique named 'The Gay Jailbreak' that demonstrates prompt-injection and safety bypass methods for large language models. It underscores the ongoing arms race between researchers strengthening AI safety and attackers probing guardrails, with implications for defense and policy.</p>\n<p class='hn-text-zh'>一份 GitHub 文档披露了名为“The Gay Jailbreak”的越狱技术，展示了通过提示注入绕过大型语言模型安全机制的方法。它凸显了AI 安全研究与对抗之间的博弈，以及对防御与政策的持续影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47976415' data-tags='AI,Business' data-hn-time='1777651733' data-hn-score='321' data-hot-score='6.74'>\n<div class='hn-body'>\n<p class='hn-title'>(6) <a href='https://www.briefs.co/news/uber-torches-entire-2026-ai-budget-on-claude-code-in-four-months/' target='_blank' rel='noopener noreferrer'>Uber Torches 2026 AI Budget on Claude Code in Four Months</a></p>\n<p class='hn-meta'>Uber 四个月内把 2026 年 AI 预算全花在 Claude 代码上</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47976415' target='_blank' rel='noopener noreferrer'>▲ 321</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47976415' target='_blank' rel='noopener noreferrer'>💬 342</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://www.briefs.co/wp-content/uploads/2026/04/uber-torches-entire-2026-ai-budget-on-claude-code-in-four-months.png' data-full='https://www.briefs.co/wp-content/uploads/2026/04/uber-torches-entire-2026-ai-budget-on-claude-code-in-four-months.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Uber reportedly burned through its entire 2026 AI budget on Claude-based code in four months, signaling a rapid vendor consolidation strategy. The move illustrates enterprise appetite for single-vendor AI stacks to accelerate product work, but raises concerns about cost control and vendor lock-in. It also hints at how quickly AI budgets can be exhausted when ambitious plans scale up.</p>\n<p class='hn-text-zh'>据称 Uber 在四个月内用尽了 2026 年的 AI 预算用于 Claude 相关代码，显示出向单一供应商工具栈快速集中的一种策略。此举揭示企业为加速 AI 驱动的产品开发而追随单一平台的趋势，同时引发对成本控制与供应商锁定的担忧，亦反映在高强度计划下预算的快速消耗。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977748' data-tags='Science,Education' data-hn-time='1777657662' data-hn-score='156' data-hot-score='4.8'>\n<div class='hn-body'>\n<p class='hn-title'>(7) <a href='https://www.newyorker.com/culture/annals-of-inquiry/its-possible-to-learn-in-our-sleep-should-we' target='_blank' rel='noopener noreferrer'>New research suggests people can communicate and practice skills while dreaming</a></p>\n<p class='hn-meta'>新研究表明人们在梦中也能交流并练习技能</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:47 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977748' target='_blank' rel='noopener noreferrer'>▲ 156</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977748' target='_blank' rel='noopener noreferrer'>💬 84</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span></div>\n<img class='hn-img' src='https://media.newyorker.com/photos/69f38c2c92c2d134aec145ec/16:9/w_1280,c_limit/image2%20(4).jpeg' data-full='https://media.newyorker.com/photos/69f38c2c92c2d134aec145ec/16:9/w_1280,c_limit/image2%20(4).jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>New research finds that people may practice skills and even engage in brief communication while dreaming, suggesting sleep can support learning in ways previously underestimated. The results raise questions about how to harness dream-based rehearsal and what it means for education and memory consolidation.</p>\n<p class='hn-text-zh'>新研究发现，人在做梦时可能练习技能、甚至与梦中人物短暂交流，说明睡眠也能以意想不到的方式促进学习。研究结果提出如何利用梦境中的演练来提升教育效果与记忆巩固的问题。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977583' data-tags='Culture' data-hn-time='1777656889' data-hn-score='144' data-hot-score='4.19'>\n<div class='hn-body'>\n<p class='hn-title'>(8) <a href='https://midnightmurmurations.substack.com/p/the-x-files-has-made-me-nostalgic' target='_blank' rel='noopener noreferrer'>The X-Files has made me nostalgic for a time I never experienced</a></p>\n<p class='hn-meta'>《X档案》让我对一个我从未经历过的时代感到怀旧</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977583' target='_blank' rel='noopener noreferrer'>▲ 144</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977583' target='_blank' rel='noopener noreferrer'>💬 137</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<p class='hn-text-en'>The X-Files nostalgia piece examines how a 90s sci-fi series shapes contemporary tech anxieties and cultural memory, even for generations who didn't live through the era.</p>\n<p class='hn-text-zh'>本文讨论《X档案》如何让人对未曾经历的时代产生怀旧，反映出90年代科幻在当代科技焦虑与文化记忆中的影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47976856' data-tags='AI,Entertainment' data-hn-time='1777653761' data-hn-score='172' data-hot-score='4.07'>\n<div class='hn-body'>\n<p class='hn-title'>(9) <a href='https://www.bbc.com/news/articles/c5yerr4m1yno' target='_blank' rel='noopener noreferrer'>Spotify adds 'Verified' badges to distinguish human artists from AI</a></p>\n<p class='hn-meta'>Spotify 增加 Verified 徽章以区分真人艺人与 AI 创作</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47976856' target='_blank' rel='noopener noreferrer'>▲ 172</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47976856' target='_blank' rel='noopener noreferrer'>💬 194</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--purple' data-tag='Entertainment'>Entertainment</span></div>\n<img class='hn-img' src='https://ichef.bbci.co.uk/news/1024/branded_news/d379/live/9f35a8f0-4545-11f1-8ea3-630273c214ab.jpg' data-full='https://ichef.bbci.co.uk/news/1024/branded_news/d379/live/9f35a8f0-4545-11f1-8ea3-630273c214ab.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Spotify adds Verified badges to differentiate human artists from AI-generated content, signaling a move toward transparency in streaming metadata and potential new monetization rules.</p>\n<p class='hn-text-zh'>Spotify 推出 Verified 徽章以区分真人艺人与 AI 生成内容，表明在流媒体元数据透明度方面向前迈出一步，并可能引入新的货币化规则。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978892' data-tags='Security,Open Source,DevOps' data-hn-time='1777662881' data-hn-score='80' data-hot-score='3.74'>\n<div class='hn-body'>\n<p class='hn-title'>(10) <a href='https://arstechnica.com/security/2026/05/ubuntu-infrastructure-has-been-down-for-more-than-a-day/' target='_blank' rel='noopener noreferrer'>Ubuntu servers taken offline by \"sustained, cross-border attack\"</a></p>\n<p class='hn-meta'>Ubuntu 服务器因持续的跨境攻击而离线</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 12:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978892' target='_blank' rel='noopener noreferrer'>▲ 80</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978892' target='_blank' rel='noopener noreferrer'>💬 13</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://cdn.arstechnica.net/wp-content/uploads/2022/11/error-503-1000x648.jpg' data-full='https://cdn.arstechnica.net/wp-content/uploads/2022/11/error-503-1000x648.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Ubuntu infrastructure suffered a sustained cross-border attack causing network outages and downtime, highlighting the fragility of open-source service ecosystems and the need for resilient incident response.</p>\n<p class='hn-text-zh'>Ubuntu 基础设施遭遇持续性的跨境攻击，导致服务离线并停机。事件凸显开源服务生态系统的脆弱性以及对更强韧的事件响应能力的需求。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977450' data-tags='Privacy,Security,AI' data-hn-time='1777656336' data-hn-score='129' data-hot-score='3.61'>\n<div class='hn-body'>\n<p class='hn-title'>(11) <a href='https://www.youtube.com/watch?v=nHwxV0Sd9V8' target='_blank' rel='noopener noreferrer'>Flock cameras keep telling police a man who doesn't have a warrant has a warrant</a></p>\n<p class='hn-meta'>Flock 摄像头在无授权情况下向警察告警，称有搜查令</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:25 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977450' target='_blank' rel='noopener noreferrer'>▲ 129</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977450' target='_blank' rel='noopener noreferrer'>💬 94</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<p class='hn-text-en'>A city found that Flock cameras repeatedly flagged a man as having a warrant, prompting scrutiny of surveillance accuracy and due process. The incident adds to concerns about AI-enabled policing and warrants-based alerts.</p>\n<p class='hn-text-zh'>市政府发现 Flock 摄像头多次向警察报告一名男子有逮捕令，引发对监控准确性与程序正义的质疑。此事加剧了对以 AI 驱动的执法与基于逮捕令警报的担忧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975785' data-tags='Open Source,Health,Security' data-hn-time='1777648536' data-hn-score='198' data-hot-score='3.47'>\n<div class='hn-body'>\n<p class='hn-title'>(12) <a href='https://keepthingsopen.com' target='_blank' rel='noopener noreferrer'>An open letter asking NHS England to keep its code open</a></p>\n<p class='hn-meta'>公开信：请英格兰国民保健署保持代码开源</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:15 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975785' target='_blank' rel='noopener noreferrer'>▲ 198</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975785' target='_blank' rel='noopener noreferrer'>💬 13</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--emerald' data-tag='Health'>Health</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://keepthingsopen.com/og.png' data-full='https://keepthingsopen.com/og.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An open letter urging NHS England to keep its software open-source, arguing openness improves security, interoperability, and accountability in health tech.</p>\n<p class='hn-text-zh'>公开信呼吁 NHS England 保持代码开源，主张开放性可提升安全性、互操作性和对健康科技开发者及患者的问责性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978386' data-tags='Politics' data-hn-time='1777660735' data-hn-score='87' data-hot-score='3.38'>\n<div class='hn-body'>\n<p class='hn-title'>(13) <a href='https://www.rightscon.org/rc26-statement/' target='_blank' rel='noopener noreferrer'>A statement about why RightsCon 2026 will not take place in Zambia</a></p>\n<p class='hn-meta'>RightsCon 2026 不在赞比亚举行的声明</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 11:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978386' target='_blank' rel='noopener noreferrer'>▲ 87</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978386' target='_blank' rel='noopener noreferrer'>💬 37</a> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://www.rightscon.org/cms/assets/uploads/2026/05/Blog-header-Statement-RC-Zambia-01-IC-1.jpg' data-full='https://www.rightscon.org/cms/assets/uploads/2026/05/Blog-header-Statement-RC-Zambia-01-IC-1.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>RightsCon 2026 will not be hosted in Zambia, according to an official statement from the conference organizers. The note outlines the reasons behind the decision and hints at alternate plans, signaling where the event will land next. The move underscores how political and logistical factors shape global digital rights gatherings.</p>\n<p class='hn-text-zh'>RightsCon 2026 不在赞比亚举行的官方声明揭示了决定背后的原因，并暗示将有替代安排，指向下一步的举办地点。此举反映了政治与后勤因素如何影响全球数字权利大会的安排。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975571' data-tags='Career' data-hn-time='1777647607' data-hn-score='201' data-hot-score='3.36'>\n<div class='hn-body'>\n<p class='hn-title'>(14) <a href='https://news.ycombinator.com/item?id=47975571' target='_blank' rel='noopener noreferrer'>Ask HN: Who is hiring? (May 2026)</a></p>\n<p class='hn-meta'>Ask HN：五月 2026 的招聘信息</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:00 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975571' target='_blank' rel='noopener noreferrer'>▲ 201</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975571' target='_blank' rel='noopener noreferrer'>💬 225</a> <span class='hn-tag hn-tag--sky' data-tag='Career'>Career</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A Hacker News community-sourced roundup of open roles for May 2026. Expect startups and tech firms listing software, data, and engineering roles, with an emphasis on remote work and competitive compensation.</p>\n<p class='hn-text-zh'>这是 Hacker News 社区整理的五月 2026 年开放岗位汇总，覆盖初创公司与科技企业的软件、数据与工程类职位，重点关注远程工作与有竞争力的薪酬。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977498' data-tags='Business' data-hn-time='1777656525' data-hn-score='113' data-hot-score='3.2'>\n<div class='hn-body'>\n<p class='hn-title'>(15) <a href='https://arstechnica.com/gadgets/2026/05/amazon-stuck-with-months-of-repairs-after-drone-strikes-on-data-centers/' target='_blank' rel='noopener noreferrer'>AWS stops billing Middle East cloud customers as repairs to war damage drag on</a></p>\n<p class='hn-meta'>AWS 暂停向中东地区云客户计费</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977498' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977498' target='_blank' rel='noopener noreferrer'>💬 45</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://cdn.arstechnica.net/wp-content/uploads/2026/05/GettyImages-2264958756-1024x648.jpg' data-full='https://cdn.arstechnica.net/wp-content/uploads/2026/05/GettyImages-2264958756-1024x648.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>AWS paused billing for Middle East cloud customers as repairs to war-damaged data centers drag on, highlighting ongoing resilience challenges for regional cloud users.</p>\n<p class='hn-text-zh'>AWS 暂停向中东地区云客户计费，原因是对战争破坏的数据中心进行的修复拖延，凸显区域云服务在韧性与持续运营方面的挑战。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973378' data-tags='Security,Privacy,AI' data-hn-time='1777633712' data-hn-score='342' data-hot-score='3.13'>\n<div class='hn-body'>\n<p class='hn-title'>(16) <a href='https://x.com/aaronp613/status/2049986504617820551' target='_blank' rel='noopener noreferrer'>Apple accidentally left Claude.md files Apple Support app</a></p>\n<p class='hn-meta'>苹果意外在 Apple Support 应用中暴露 Claude.md 文件</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973378' target='_blank' rel='noopener noreferrer'>▲ 342</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973378' target='_blank' rel='noopener noreferrer'>💬 278</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://pbs.twimg.com/media/HHMDhzqXEAATAX9.jpg' data-full='https://pbs.twimg.com/media/HHMDhzqXEAATAX9.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Apple left Claude.md files exposed in the Apple Support app, risking exposure of internal docs. The incident points to misconfigurations in asset hosting and the importance of strict access controls in software packaging.</p>\n<p class='hn-text-zh'>苹果支持应用中意外暴露了内部 Claude.md 文件，可能暴露敏感文档。此事件凸显资源配置失误可能带来的信息泄露，以及在应用打包中加强访问控制的必要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972511' data-tags='Show HN,Programming,Hardware' data-hn-time='1777625025' data-hn-score='372' data-hot-score='2.53'>\n<div class='hn-body'>\n<p class='hn-title'>(17) <a href='https://github.com/darrylmorley/whatcable' target='_blank' rel='noopener noreferrer'>Show HN: WhatCable, a tiny menu bar app for inspecting USB-C cables</a></p>\n<p class='hn-meta'>Show HN：WhatCable——用于查看 USB-C 电缆的小型菜单栏应用</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972511' target='_blank' rel='noopener noreferrer'>▲ 372</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972511' target='_blank' rel='noopener noreferrer'>💬 124</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://repository-images.githubusercontent.com/1226286910/faabb9c8-772f-43d0-8643-57d90b45f5b2' data-full='https://repository-images.githubusercontent.com/1226286910/faabb9c8-772f-43d0-8643-57d90b45f5b2' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>WhatCable is a tiny macOS menu-bar app that inspects USB-C cables to report capabilities like power delivery and alt-mode support. It demonstrates how lightweight utilities can help developers verify hardware compatibility.</p>\n<p class='hn-text-zh'>WhatCable 是一个极简的 macOS 菜单栏应用，可检查 USB-C 电缆的供电、替代模式等能力，帮助开发者快速核对硬件兼容性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972447' data-tags='AI' data-hn-time='1777624171' data-hn-score='369' data-hot-score='2.45'>\n<div class='hn-body'>\n<p class='hn-title'>(18) <a href='https://docs.x.ai/developers/models/grok-4.3' target='_blank' rel='noopener noreferrer'>Grok 4.3</a></p>\n<p class='hn-meta'>Grok 4.3</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:29 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972447' target='_blank' rel='noopener noreferrer'>▲ 369</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972447' target='_blank' rel='noopener noreferrer'>💬 492</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://docs.x.ai/api/og?t=eyJ0aXRsZSI6Ikdyb2sgNC4zIiwidiI6IjMiLCJzY29wZSI6ImRldmVsb3BlcnMiLCJzZWN0aW9uIjoiTW9kZWxzIGFuZCBQcmljaW5nIn0.SMidkHaGudRzuawDgM_H4n4Y3WQgd7xcEmaQjlFarcw' data-full='https://docs.x.ai/api/og?t=eyJ0aXRsZSI6Ikdyb2sgNC4zIiwidiI6IjMiLCJzY29wZSI6ImRldmVsb3BlcnMiLCJzZWN0aW9uIjoiTW9kZWxzIGFuZCBQcmljaW5nIn0.SMidkHaGudRzuawDgM_H4n4Y3WQgd7xcEmaQjlFarcw' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Grok 4.3 is the latest release of the Grok model family, offering updates to its model API and capabilities for developers building on the platform.</p>\n<p class='hn-text-zh'>Grok 4.3 是 Grok 模型家族的最新版本，为在该平台上构建应用的开发者带来 API 与能力的更新。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963204' data-tags='AI' data-hn-time='1777559818' data-hn-score='1296' data-hot-score='2.26'>\n<div class='hn-body'>\n<p class='hn-title'>(19) <a href='https://twitter.com/theo/status/2049645973350363168' target='_blank' rel='noopener noreferrer'>Claude Code refuses requests or charges extra if your commits mention \"OpenClaw\"</a></p>\n<p class='hn-meta'>Claude Code 对提及 OpenClaw 的提交拒绝请求，甚至额外收费</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 07:36 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963204' target='_blank' rel='noopener noreferrer'>▲ 1296</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963204' target='_blank' rel='noopener noreferrer'>💬 698</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://pbs.twimg.com/media/HHHOBgQaYAAV1gG.jpg:large' data-full='https://pbs.twimg.com/media/HHHOBgQaYAAV1gG.jpg:large' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Claude Code reportedly refuses or incurs extra charges for requests tied to the phrase OpenClaw, illustrating guardrails around prompts and naming in coding assistants. The detail reflects how policy constraints and pricing are implemented in AI development tools.</p>\n<p class='hn-text-zh'>报道称 Claude Code 对提及 OpenClaw 的提交拒绝请求，甚至额外收费，体现对特定提示的安全与定价策略在编码助手中的应用。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977470' data-tags='AI' data-hn-time='1777656423' data-hn-score='79' data-hot-score='2.21'>\n<div class='hn-body'>\n<p class='hn-title'>(20) <a href='https://github.com/Lum1104/Understand-Anything' target='_blank' rel='noopener noreferrer'>Understand Anything</a></p>\n<p class='hn-meta'>Understand Anything 项目</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:27 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977470' target='_blank' rel='noopener noreferrer'>▲ 79</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977470' target='_blank' rel='noopener noreferrer'>💬 25</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/a5eac5e3ff091b6da9e53f0e8fa09af183e11499fbfddd2bbe224fd314a429cf/Lum1104/Understand-Anything' data-full='https://opengraph.githubassets.com/a5eac5e3ff091b6da9e53f0e8fa09af183e11499fbfddd2bbe224fd314a429cf/Lum1104/Understand-Anything' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Understand Anything is a project aiming to build a broad reasoning interface to demystify complex concepts and code across domains. It explores universal explainability tooling and cross-domain collaboration.</p>\n<p class='hn-text-zh'>Understand Anything 项目旨在构建一个广域推理界面，以跨领域解释复杂概念与代码。它探索普适的可解释性工具以及跨领域协作的可能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973376' data-tags='Design' data-hn-time='1777633700' data-hn-score='235' data-hot-score='2.15'>\n<div class='hn-body'>\n<p class='hn-title'>(21) <a href='https://websmith.studio/blog/your-website-is-not-for-you/' target='_blank' rel='noopener noreferrer'>Your website is not for you</a></p>\n<p class='hn-meta'>你的网站不是为你自己设计的</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973376' target='_blank' rel='noopener noreferrer'>▲ 235</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973376' target='_blank' rel='noopener noreferrer'>💬 173</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<p class='hn-text-en'>Design decisions should serve users, not the creator. The piece emphasizes user-centered UX, urging clear content, accessible navigation, and task-focused flows, with practical cues to measure success from a user’s point of view.</p>\n<p class='hn-text-zh'>设计决策应以用户为中心，而非以设计者为中心。文章强调提升可用性、清晰信息结构和以用户任务为导向的体验，并给出从用户角度评估成效的实用建议。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47979438' data-tags='Show HN,AI,Programming' data-hn-time='1777665378' data-hn-score='36' data-hot-score='2.12'>\n<div class='hn-body'>\n<p class='hn-title'>(22) <a href='https://github.com/xodn348/destiny' target='_blank' rel='noopener noreferrer'>Show HN: Destiny – Claude Code's fortune Teller skill</a></p>\n<p class='hn-meta'>Show HN：Destiny——Claude Code 的算命技能</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 12:56 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47979438' target='_blank' rel='noopener noreferrer'>▲ 36</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47979438' target='_blank' rel='noopener noreferrer'>💬 30</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/ac18fe5a5b083e4de4009d1351353b831333b463d5ec35e722973ec36ff68338/xodn348/destiny' data-full='https://opengraph.githubassets.com/ac18fe5a5b083e4de4009d1351353b831333b463d5ec35e722973ec36ff68338/xodn348/destiny' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN introduces Destiny, a small project that builds a fortune-telling skill using Claude Code, demonstrating how LLMs can be composed into playful, interactive utilities. It highlights the potential for accessible, creative AI tools that feel personalized.</p>\n<p class='hn-text-zh'>Show HN 展示 Destiny，这是一个用 Claude Code 构建的算命技能，展示了将语言模型组合成有趣、互动的小工具的可能性，体现了可及、富有创意的 AI 应用潜力。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47979190' data-tags='Education' data-hn-time='1777664139' data-hn-score='40' data-hot-score='2.08'>\n<div class='hn-body'>\n<p class='hn-title'>(23) <a href='https://courses.joshwcomeau.com/wham/open-house/00-introduction' target='_blank' rel='noopener noreferrer'>Whimsical Animations Course Open House</a></p>\n<p class='hn-meta'>Whimsical Animations 课程开放日</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 12:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47979190' target='_blank' rel='noopener noreferrer'>▲ 40</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47979190' target='_blank' rel='noopener noreferrer'>💬 7</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span></div>\n<img class='hn-img' src='https://courses.joshwcomeau.com/open-house/og-open-house.png' data-full='https://courses.joshwcomeau.com/open-house/og-open-house.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Josh Comeau's Whimsical Animations course opens its doors for an open house, inviting developers to preview the curriculum and see practical animation techniques. It emphasizes practical, performant animation patterns for the web.</p>\n<p class='hn-text-zh'>Josh Comeau 的《Whimsical Animations》课程开放日邀请开发者预览课程大纲，了解实用的网页动画技巧。课程强调在保持性能的前提下实现富有趣味性的动画。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47979898' data-tags='Career,Security,Business' data-hn-time='1777667514' data-hn-score='26' data-hot-score='1.92'>\n<div class='hn-body'>\n<p class='hn-title'>(24) <a href='https://news.ycombinator.com/item?id=47979898' target='_blank' rel='noopener noreferrer'>Ask HN: Who wants to be fired? (May 2026)</a></p>\n<p class='hn-meta'>Ask HN：谁愿意被解雇？（2026 年 5 月）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 13:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47979898' target='_blank' rel='noopener noreferrer'>▲ 26</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47979898' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--sky' data-tag='Career'>Career</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A thread exploring voluntary separation and layoff experiences reveals attitudes toward career security, compensation, and negotiation in tech, offering lessons for managers and workers about transitions.</p>\n<p class='hn-text-zh'>一个讨论自愿离职与裁员经历的帖子，揭示科技行业对职业保障、薪酬与谈判的态度，为管理者和员工在职业转换时提供经验教训。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975472' data-tags='Show HN,Hardware' data-hn-time='1777647127' data-hn-score='113' data-hot-score='1.83'>\n<div class='hn-body'>\n<p class='hn-title'>(25) <a href='https://www.ghost.charity/' target='_blank' rel='noopener noreferrer'>Show HN: GhostBox – Borrow a disposable little machine from the Global Free Tier</a></p>\n<p class='hn-meta'>Show HN：GhostBox——从全球免费层借用的一次性小机器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 07:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975472' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975472' target='_blank' rel='noopener noreferrer'>💬 66</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://www.ghost.charity/ghost-ascii.png' data-full='https://www.ghost.charity/ghost-ascii.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>GhostBox is a concept to borrow a disposable micro-machine from a 'Global Free Tier' to run ephemeral experiments, illustrating a model for low-commitment hardware access and experimentation.</p>\n<p class='hn-text-zh'>GhostBox 是一个从全球免费资源借用一次性小型机器的概念，旨在让用户以低成本、短期的方式进行硬件实验，推动无锁定成本的试用模式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975676' data-tags='Startups,Legal' data-hn-time='1777648022' data-hn-score='108' data-hot-score='1.83'>\n<div class='hn-body'>\n<p class='hn-title'>(26) <a href='https://news.ycombinator.com/item?id=47975676' target='_blank' rel='noopener noreferrer'>I'm Peter Roberts, immigration attorney who does work for YC and startups. AMA</a></p>\n<p class='hn-meta'>我是 Peter Roberts，一位为 YC 与初创公司提供移民法律服务的律师</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:07 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975676' target='_blank' rel='noopener noreferrer'>▲ 108</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975676' target='_blank' rel='noopener noreferrer'>💬 171</a> <span class='hn-tag hn-tag--amber' data-tag='Startups'>Startups</span> <span class='hn-tag hn-tag--orange' data-tag='Legal'>Legal</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Peter Roberts, an immigration attorney who works with YC and startups, hosts an AMA about visas, sponsorship pipelines, and global hiring realities for startups.</p>\n<p class='hn-text-zh'>Peter Roberts 这位为 YC 与初创公司提供移民法律服务的律师开启 AMA，解答签证选项、赞助流程及全球招聘中的现实挑战。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47976566' data-tags='Science,Data' data-hn-time='1777652483' data-hn-score='84' data-hot-score='1.83'>\n<div class='hn-body'>\n<p class='hn-title'>(27) <a href='https://ews.kylemcdonald.net/' target='_blank' rel='noopener noreferrer'>Apocalypse Early Warning System</a></p>\n<p class='hn-meta'>末日预警系统</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:21 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47976566' target='_blank' rel='noopener noreferrer'>▲ 84</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47976566' target='_blank' rel='noopener noreferrer'>💬 45</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<p class='hn-text-en'>A project for real-time, global catastrophe early warning using data fusion and alerting; discusses how citizens and systems should respond to existential threats.</p>\n<p class='hn-text-zh'>一个基于数据融合的全球实时灾难预警系统，探讨公民与系统应对严重威胁的方式与治理。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975592' data-tags='Programming,Open Source' data-hn-time='1777647668' data-hn-score='109' data-hot-score='1.82'>\n<div class='hn-body'>\n<p class='hn-title'>(28) <a href='https://github.com/whohas/whohas' target='_blank' rel='noopener noreferrer'>whohas – Command-line utility for cross-distro, cross-repository package search</a></p>\n<p class='hn-meta'>whohas：跨发行版、跨仓库的软件包搜索命令行工具</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:01 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975592' target='_blank' rel='noopener noreferrer'>▲ 109</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975592' target='_blank' rel='noopener noreferrer'>💬 26</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/7faee107133727c56d2e417d33b10b454cb243f3581b8f7cd5294c501be4d0e6/whohas/whohas' data-full='https://opengraph.githubassets.com/7faee107133727c56d2e417d33b10b454cb243f3581b8f7cd5294c501be4d0e6/whohas/whohas' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>whohas is a CLI tool to search packages across Linux distributions and repositories, streamlining compatibility checks for multi-distro environments. It helps developers quickly locate where a package exists and what version is available, reducing dependency guesswork.</p>\n<p class='hn-text-zh'>whohas 是一个命令行工具，用于跨 Linux 发行版和仓库搜索软件包，简化多发行环境下的兼容性检查。它帮助开发者快速定位软件包的位置与可用版本，降低依赖猜测成本。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47967786' data-tags='Privacy' data-hn-time='1777580842' data-hn-score='719' data-hot-score='1.76'>\n<div class='hn-body'>\n<p class='hn-title'>(29) <a href='https://rivian.com/support/article/can-i-disable-all-data-collection-from-my-vehicle' target='_blank' rel='noopener noreferrer'>Can I disable all data collection from my vehicle?</a></p>\n<p class='hn-meta'>我能否完全禁用车辆的数据收集？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 13:27 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47967786' target='_blank' rel='noopener noreferrer'>▲ 719</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47967786' target='_blank' rel='noopener noreferrer'>💬 327</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://media.rivian.com/image/upload/f_auto,q_auto/v1695930282/rivian-com/default-riv-com-sharing-image_gjg8mw.jpg' data-full='https://media.rivian.com/image/upload/f_auto,q_auto/v1695930282/rivian-com/default-riv-com-sharing-image_gjg8mw.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Car makers generally allow opting out of some data collection, but completely disabling telemetry is often not possible due to safety, features, and updates. The Rivian guidance illustrates what can be turned off and what remains required for core functions like safety and navigation.</p>\n<p class='hn-text-zh'>多数车企允许关闭某些数据收集，但完全禁用遥测往往因安全性、功能性和更新需求而受限。Rivian 的指南显示哪些数据可以关闭、哪些仍然被收集用于安全与导航等核心功能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975570' data-tags='Career' data-hn-time='1777647607' data-hn-score='106' data-hot-score='1.76'>\n<div class='hn-body'>\n<p class='hn-title'>(30) <a href='https://news.ycombinator.com/item?id=47975570' target='_blank' rel='noopener noreferrer'>Ask HN: Who wants to be hired? (May 2026)</a></p>\n<p class='hn-meta'>Ask HN：谁想被雇佣？（五月 2026）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:00 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975570' target='_blank' rel='noopener noreferrer'>▲ 106</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975570' target='_blank' rel='noopener noreferrer'>💬 213</a> <span class='hn-tag hn-tag--sky' data-tag='Career'>Career</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Another Hacker News thread inviting recruiters and job seekers to share openings and opportunities for May 2026, with notes on remote work trends and skills in demand.</p>\n<p class='hn-text-zh'>又一条 Hacker News 帖子，邀请招聘者和求职者分享 2026 年五月的招聘信息与机会，关注远程工作趋势与热门技能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975392' data-tags='Hardware,Science' data-hn-time='1777646747' data-hn-score='98' data-hot-score='1.56'>\n<div class='hn-body'>\n<p class='hn-title'>(31) <a href='https://www.online-tribute.com/SallyMcKee' target='_blank' rel='noopener noreferrer'>Sally McKee, who coined the term \"the memory wall\", has died</a></p>\n<p class='hn-meta'>提出“记忆墙”一词的 Sally McKee 去世</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 07:45 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975392' target='_blank' rel='noopener noreferrer'>▲ 98</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975392' target='_blank' rel='noopener noreferrer'>💬 19</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://www.online-tribute.com/memorial/uploads/photo/page-1899-2696-17423572810.jpeg' data-full='https://www.online-tribute.com/memorial/uploads/photo/page-1899-2696-17423572810.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Tributes to Sally McKee, who coined the term 'memory wall,' recognizing her influence on computer architecture and memory systems. Her work helped frame how memory bandwidth and hierarchy shape performance.</p>\n<p class='hn-text-zh'>向提出“记忆墙”一词的 Sally McKee 致敬，肯定她在计算机体系结构与内存系统方面的影响。她的工作帮助人们把内存带宽与层级对性能的影响纳入讨论。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949027' data-tags='Programming' data-hn-time='1777473259' data-hn-score='2094' data-hot-score='1.4'>\n<div class='hn-body'>\n<p class='hn-title'>(32) <a href='https://zed.dev/blog/zed-1-0' target='_blank' rel='noopener noreferrer'>Zed 1.0</a></p>\n<p class='hn-meta'>Zed 1.0 发布</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 07:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949027' target='_blank' rel='noopener noreferrer'>▲ 2094</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949027' target='_blank' rel='noopener noreferrer'>💬 677</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://zed.dev/img/post/one-point-zero/thumbnail.webp' data-full='https://zed.dev/img/post/one-point-zero/thumbnail.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Zed 1.0 marks the first stable release of the Zed language, accompanied by its tooling and documentation. The release signals readiness for broader adoption in systems programming and showcases a focus on safe, expressive syntax and productive tooling.</p>\n<p class='hn-text-zh'>Zed 1.0 标志着 Zed 语言的首个稳定版本及其工具链的发布。此举表明该语言准备迎接更广泛的应用，强调安全、可读性强的语法和高效的开发工具。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977694' data-tags='Show HN,AI,Design' data-hn-time='1777657433' data-hn-score='45' data-hot-score='1.34'>\n<div class='hn-body'>\n<p class='hn-title'>(33) <a href='https://fusion.adam.new/install' target='_blank' rel='noopener noreferrer'>Show HN: AI CAD Harness</a></p>\n<p class='hn-meta'>Show HN：AI CAD Harness（AI CAD 助力工具）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977694' target='_blank' rel='noopener noreferrer'>▲ 45</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977694' target='_blank' rel='noopener noreferrer'>💬 60</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://fusion.adam.new/opengraph-image?bfdae25aab0c7a47' data-full='https://fusion.adam.new/opengraph-image?bfdae25aab0c7a47' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN: AI CAD Harness introduces a toolkit to inject AI capabilities into CAD workflows, enabling smarter drafting and generative design.</p>\n<p class='hn-text-zh'>Show HN：AI CAD Harness 提供一套将 AI 能力注入 CAD 工作流的工具集，支持更智能的草图与生成式设计。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978834' data-tags='Programming,Open Source' data-hn-time='1777662656' data-hn-score='30' data-hot-score='1.34'>\n<div class='hn-body'>\n<p class='hn-title'>(34) <a href='https://github.com/microsoft/lib0xc' target='_blank' rel='noopener noreferrer'>Lib0xc: A set of C standard library-adjacent APIs for safer systems programming</a></p>\n<p class='hn-meta'>Lib0xc：一组更安全的 C 标准库相关 API，面向更安全的系统编程</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 12:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978834' target='_blank' rel='noopener noreferrer'>▲ 30</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978834' target='_blank' rel='noopener noreferrer'>💬 13</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/5889945d833f61e1ccc2e73f9097e22e4da7d283735bc510aa07893833d19da4/microsoft/lib0xc' data-full='https://opengraph.githubassets.com/5889945d833f61e1ccc2e73f9097e22e4da7d283735bc510aa07893833d19da4/microsoft/lib0xc' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Lib0xc provides a set of C standard library-adjacent APIs that emphasize safety for systems programming, with bounds-checked routines and safer defaults to reduce memory-safety risks while staying compatible with existing C code.</p>\n<p class='hn-text-zh'>Lib0xc 提供一组接近 C 标准库的更安全 API，聚焦在边界检查和更安全的默认行为，帮助降低系统编程中的内存安全风险，同时尽量保持与现有代码的兼容性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47961319' data-tags='Energy,Politics,Security' data-hn-time='1777551434' data-hn-score='839' data-hot-score='1.3'>\n<div class='hn-body'>\n<p class='hn-title'>(35) <a href='https://dpa-international.com/general-news/urn:newsml:dpa.com:20090101:260430-930-14717/' target='_blank' rel='noopener noreferrer'>Belgium stops decommissioning nuclear power plants</a></p>\n<p class='hn-meta'>比利时暂停核电站退役计划</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 05:17 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47961319' target='_blank' rel='noopener noreferrer'>▲ 839</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47961319' target='_blank' rel='noopener noreferrer'>💬 902</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://dpa-international.com/img/logo-dpa-international.svg' data-full='https://dpa-international.com/img/logo-dpa-international.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Belgium has paused its plan to decommission certain nuclear power plants, citing energy security and potential gaps in supply. The move illustrates the tension between decarbonization goals and reliable power, and could influence regional energy policy.</p>\n<p class='hn-text-zh'>比利时宣布暂停核电站退役计划，强调保障能源供应的现实需要。此举揭示了在实现低碳目标与确保电力稳定之间的权衡，可能影响区域能源治理与政策走向。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965060' data-tags='Privacy,Politics' data-hn-time='1777567260' data-hn-score='655' data-hot-score='1.28'>\n<div class='hn-body'>\n<p class='hn-title'>(36) <a href='https://thereader.mitpress.mit.edu/the-whistleblower-who-uncovered-the-nsas-big-brother-machine/' target='_blank' rel='noopener noreferrer'>How Mark Klein told the EFF about Room 641A [book excerpt]</a></p>\n<p class='hn-meta'>马克·克莱因向 EFF 披露641A室内幕的书摘</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:41 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965060' target='_blank' rel='noopener noreferrer'>▲ 655</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965060' target='_blank' rel='noopener noreferrer'>💬 217</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<p class='hn-text-en'>Mark Klein, a former AT&T technician, disclosed to the EFF the existence of Room 641A, a secret facility where fiber-optic lines were allegedly tapped for mass surveillance. The excerpt presents his firsthand account and the ensuing controversy, showing how insider disclosures can catalyze public scrutiny and policy debate around surveillance. It underscores the lasting impact whistleblowers have on privacy advocacy and reform efforts.</p>\n<p class='hn-text-zh'>前 AT&T 技术员 Mark Klein 向电子前哨基金会披露了“641A 室”的存在，据称在那里对光纤线路进行了大规模监控拦截。书摘给出他的第一手叙述及随后的争议，展示了内部披露如何点燃公众关注并推动 surveillance 相关的政策辩论。此事凸显举报人在隐私倡议与改革中的长期影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977645' data-tags='Space,Science' data-hn-time='1777657151' data-hn-score='44' data-hot-score='1.28'>\n<div class='hn-body'>\n<p class='hn-title'>(37) <a href='https://alearningaday.blog/2026/05/01/artemis-ii-fault-tolerance/' target='_blank' rel='noopener noreferrer'>Artemis II Fault Tolerance</a></p>\n<p class='hn-meta'>阿耳忒弥斯 II 的容错设计</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:39 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977645' target='_blank' rel='noopener noreferrer'>▲ 44</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977645' target='_blank' rel='noopener noreferrer'>💬 25</a> <span class='hn-tag hn-tag--teal' data-tag='Space'>Space</span> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://alearningaday.blog/wp-content/uploads/2017/05/cropped-alearningadaylogov6.png?w=200' data-full='https://alearningaday.blog/wp-content/uploads/2017/05/cropped-alearningadaylogov6.png?w=200' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Artemis II fault-tolerance overview discusses redundancy, safety, and reliability requirements for NASA's crewed lunar mission, reflecting hard engineering constraints.</p>\n<p class='hn-text-zh'>《阿耳忒弥斯 II》容错概览讨论了载人月球任务的冗余、安全性与可靠性要求，反映出严苛的工程约束。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973755' data-tags='Programming,Web' data-hn-time='1777636691' data-hn-score='113' data-hot-score='1.15'>\n<div class='hn-body'>\n<p class='hn-title'>(38) <a href='https://www.pagetable.com/?p=1854' target='_blank' rel='noopener noreferrer'>Running Adobe's 1991 PostScript Interpreter in the Browser</a></p>\n<p class='hn-meta'>在浏览器中运行 Adobe 的 1991 年 PostScript 解释器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:58 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973755' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973755' target='_blank' rel='noopener noreferrer'>💬 26</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://www.pagetable.com/docs/retro-ps/retro-ps.png' data-full='https://www.pagetable.com/docs/retro-ps/retro-ps.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A project ports Adobe's 1991 PostScript interpreter to run in the browser, allowing faithful rendering of legacy PostScript documents without server-side tooling. It highlights the challenges of porting a vintage interpreter to modern environments and the performance/precision considerations involved. The effort underscores the value of emulation for digital preservation and retro computing.</p>\n<p class='hn-text-zh'>一个将 Adobe 1991 年 PostScript 解释器移植到浏览器的项目，使老旧的 PostScript 文档能够在客户端渲染，避免对服务器端运行时的依赖。展示了把历史解释器带入现代运行时的挑战以及性能与精度的权衡。此工作凸显了在数字保存和复古计算领域，浏览器端仿真的重要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965108' data-tags='Security' data-hn-time='1777567427' data-hn-score='559' data-hot-score='1.09'>\n<div class='hn-body'>\n<p class='hn-title'>(39) <a href='https://www.openwall.com/lists/oss-security/2026/04/30/10' target='_blank' rel='noopener noreferrer'>For Linux kernel vulnerabilities, there is no heads-up to distributions</a></p>\n<p class='hn-meta'>Linux 内核漏洞：对发行版没有事先通知</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965108' target='_blank' rel='noopener noreferrer'>▲ 559</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965108' target='_blank' rel='noopener noreferrer'>💬 471</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://www.openwall.com/logo.png' data-full='https://www.openwall.com/logo.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Linux kernel vulnerability disclosures often fail to provide a formal heads-up to distributions, delaying patch adoption. The situation highlights gaps in how advisories propagate from researchers to downstream users, affecting enterprise risk management.</p>\n<p class='hn-text-zh'>Linux 内核漏洞的披露往往没有直接向发行版提供正式的事先通知，导致修补落地延迟。这暴露了研究人员、公告渠道与发行版维护之间的信息传递断层，影响企业的风险管理和修补节奏。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977659' data-tags='Show HN,Privacy,Open Source,Programming,Data' data-hn-time='1777657215' data-hn-score='34' data-hot-score='0.99'>\n<div class='hn-body'>\n<p class='hn-title'>(40) <a href='https://github.com/calebwin/gitgres' target='_blank' rel='noopener noreferrer'>Show HN: My Private GitHub on Postgres</a></p>\n<p class='hn-meta'>Show HN：把私人 GitHub 放在 PostgreSQL 上</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:40 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977659' target='_blank' rel='noopener noreferrer'>▲ 34</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977659' target='_blank' rel='noopener noreferrer'>💬 20</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/ebc2ad7915ba4a5000f53849989ab2cb310cefec44e623f8d53eaa62674578b5/calebwin/gitgres' data-full='https://opengraph.githubassets.com/ebc2ad7915ba4a5000f53849989ab2cb310cefec44e623f8d53eaa62674578b5/calebwin/gitgres' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A project stores private GitHub data in PostgreSQL, enabling a self-hosted, private code repository workflow. It raises questions about data portability, privacy, and how to run private repos at scale.</p>\n<p class='hn-text-zh'>一个项目将私有 GitHub 数据存放在 PostgreSQL 中，实现自托管、私有代码库工作流。此举引发对数据可移植性、隐私保护以及大规模私有仓库运行的讨论。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973108' data-tags='AI,Business' data-hn-time='1777631292' data-hn-score='115' data-hot-score='0.96'>\n<div class='hn-body'>\n<p class='hn-title'>(41) <a href='https://techcrunch.com/2026/04/30/after-dissing-anthropic-for-limiting-mythos-openai-restricts-access-to-cyber-too/' target='_blank' rel='noopener noreferrer'>After dissing Anthropic for limiting Mythos, OpenAI restricts access to Cyber</a></p>\n<p class='hn-meta'>在批评 Anthropic 对 Mythos 的限制后，OpenAI 也收紧了 Cyber 的访问</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973108' target='_blank' rel='noopener noreferrer'>▲ 115</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973108' target='_blank' rel='noopener noreferrer'>💬 90</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://techcrunch.com/wp-content/uploads/2026/04/Screenshot-2026-04-14-at-7.00.44-PM.png?resize=1200,783' data-full='https://techcrunch.com/wp-content/uploads/2026/04/Screenshot-2026-04-14-at-7.00.44-PM.png?resize=1200,783' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>OpenAI tightened access to Cyber after publicly criticizing Anthropic over Mythos limits, underscoring how platform-controlled model access shapes competition and developer workflows. The move signals ongoing consolidation of AI tooling access policies.</p>\n<p class='hn-text-zh'>在公开批评 Anthropic 对 Mythos 的限制后，OpenAI 也收紧了 Cyber 的访问权限，凸显平台对模型访问的控制如何影响竞争格局和开发者工作流。此举预示着 AI 工具访问政策的持续收紧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972213' data-tags='Security,Open Source,DevOps' data-hn-time='1777621457' data-hn-score='155' data-hot-score='0.94'>\n<div class='hn-body'>\n<p class='hn-title'>(42) <a href='https://status.canonical.com/#/incident/KNms6QK9ewuzz-7xUsPsNylV20jEt5kyKsd8A-3ptQEHpOd8VQ40ZQs-KD81fboQXeGZB94okNHdHBGlCv58Sw==' target='_blank' rel='noopener noreferrer'>Canonical/Ubuntu have been under DDoS</a></p>\n<p class='hn-meta'>Canonical/Ubuntu 遭遇超过15小时的 DDoS 攻击</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 00:44 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972213' target='_blank' rel='noopener noreferrer'>▲ 155</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972213' target='_blank' rel='noopener noreferrer'>💬 49</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<p class='hn-text-en'>Canonical and Ubuntu infrastructure faced a sustained DDoS attack lasting more than 15 hours, disrupting services and user access. The incident underscores the need for robust DDoS defenses and incident response in high-visibility open-source ecosystems.</p>\n<p class='hn-text-zh'>Canonical 与 Ubuntu 的基础设施遭受持续超过15小时的 DDoS 攻击，影响服务与用户访问。事件凸显在高可见性开源生态中部署强大防护和应急响应能力的重要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47964034' data-tags='Politics,Privacy' data-hn-time='1777563100' data-hn-score='495' data-hot-score='0.9'>\n<div class='hn-body'>\n<p class='hn-title'>(43) <a href='https://www.democrata.es/en/politics/congress-and-senate/congress-will-act-against-massive-ip-blockages-by-laliga/' target='_blank' rel='noopener noreferrer'>Spain's parliament will act against massive IP blockages by LaLiga</a></p>\n<p class='hn-meta'>西班牙议会将对 LaLiga 的大规模 IP 阻断采取行动</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 08:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47964034' target='_blank' rel='noopener noreferrer'>▲ 495</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47964034' target='_blank' rel='noopener noreferrer'>💬 197</a> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<p class='hn-text-en'>Spain's parliament plans to curb mass IP blockades pushed by La Liga, addressing concerns over overbroad blocks that can affect legitimate sites. The move signals a push for more measured, privacy-respecting enforcement while preserving anti-piracy aims. It highlights the tension between content protection and civil liberties in digital policy.</p>\n<p class='hn-text-zh'>西班牙议会计划限制 La Liga 推动的广泛 IP 阻断措施，纠正对合法站点和服务的过度封锁。此举旨在在实现反盗版目标的同时，推动更克制、尊重隐私的执法方式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47962548' data-tags='Energy,Science,DevOps' data-hn-time='1777557260' data-hn-score='509' data-hot-score='0.85'>\n<div class='hn-body'>\n<p class='hn-title'>(44) <a href='https://www.construction-physics.com/p/how-an-oil-refinery-works' target='_blank' rel='noopener noreferrer'>How an oil refinery works</a></p>\n<p class='hn-meta'>炼油厂如何运作</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 06:54 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47962548' target='_blank' rel='noopener noreferrer'>▲ 509</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47962548' target='_blank' rel='noopener noreferrer'>💬 181</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!AIFC!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff98b1375-89f9-4b10-a92a-25faf8a82069_800x600.png' data-full='https://substackcdn.com/image/fetch/$s_!AIFC!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff98b1375-89f9-4b10-a92a-25faf8a82069_800x600.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An oil refinery uses distillation towers to separate crude oil into fuels and feedstocks, then refines these streams through cracking, reforming, and blending. The process is large-scale, energy-intensive, and central to energy economics, making understanding it valuable for anyone following infrastructure tech.</p>\n<p class='hn-text-zh'>炼油厂通过塔式蒸馏等工艺把原油分离成燃料和化工原料，再经裂解、改质和混合进行深加工。这个过程规模庞大、能耗高，是能源经济的核心，理解其流程有助于把握能源市场的运行。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47964617' data-tags='Security,AI' data-hn-time='1777565366' data-hn-score='430' data-hot-score='0.81'>\n<div class='hn-body'>\n<p class='hn-title'>(45) <a href='https://semgrep.dev/blog/2026/malicious-dependency-in-pytorch-lightning-used-for-ai-training/' target='_blank' rel='noopener noreferrer'>Shai-Hulud Themed Malware Found in the PyTorch Lightning AI Training Library</a></p>\n<p class='hn-meta'>在 PyTorch Lightning 训练库中发现以 Shai-Hulud 为主题的恶意依赖</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47964617' target='_blank' rel='noopener noreferrer'>▲ 430</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47964617' target='_blank' rel='noopener noreferrer'>💬 158</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://semgrep.dev/assets/blog/semgrep-blog-pytorch-lightning-advisory.png' data-full='https://semgrep.dev/assets/blog/semgrep-blog-pytorch-lightning-advisory.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Researchers found a malware-laden dependency in the PyTorch Lightning AI training library, themed around Shai-Hulud from Dune. The incident highlights the ongoing supply-chain risk in ML tooling, where critical libraries can be hijacked or compromised. It emphasizes the need for strict dependency vetting, vendor auditing, and reproducible environments to keep ML workflows secure.</p>\n<p class='hn-text-zh'>研究人员在 PyTorch Lightning 的 AI 训练库中发现了一个带有 Shai-Hulud 主题的恶意依赖。此事件暴露了机器学习工具链的持续供应链风险——核心库可能被劫持或被植入恶意代码。强调对依赖项的严格审查、供应商审核，以及可重复环境的重要性，以确保 ML 工作流安全。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972659' data-tags='AI,Hardware' data-hn-time='1777626602' data-hn-score='111' data-hot-score='0.79'>\n<div class='hn-body'>\n<p class='hn-title'>(46) <a href='https://github.com/intel/auto-round' target='_blank' rel='noopener noreferrer'>Advanced Quantization Algorithm for LLMs</a></p>\n<p class='hn-meta'>面向大语言模型的高级量化算法</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972659' target='_blank' rel='noopener noreferrer'>▲ 111</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972659' target='_blank' rel='noopener noreferrer'>💬 15</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/67df602be56917fc94933f6ec25306fc6999e4881d962c672a5b8aa5795a3ca2/intel/auto-round' data-full='https://opengraph.githubassets.com/67df602be56917fc94933f6ec25306fc6999e4881d962c672a5b8aa5795a3ca2/intel/auto-round' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Auto-Round introduces a sophisticated quantization approach for large language models, preserving accuracy while shrinking model size and speeding up inference. The technique promises meaningful efficiency gains for CPU/GPU deployment and lowers the cost of running large models.</p>\n<p class='hn-text-zh'>Auto-Round 提出了一种面向大语言模型的高级量化方法，在不显著损失精度的前提下缩小模型规模并加速推理。该技术有望在 CPU/GPU 部署中带来显著的效率提升，降低大模型的运营成本。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47959463' data-tags='Privacy,Web' data-hn-time='1777535035' data-hn-score='615' data-hot-score='0.77'>\n<div class='hn-body'>\n<p class='hn-title'>(47) <a href='https://github.com/mozilla/standards-positions/issues/1213#issuecomment-4347988313' target='_blank' rel='noopener noreferrer'>Mozilla's opposition to Chrome's Prompt API</a></p>\n<p class='hn-meta'>Mozilla 反对 Chrome 的 Prompt API</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 00:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47959463' target='_blank' rel='noopener noreferrer'>▲ 615</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47959463' target='_blank' rel='noopener noreferrer'>💬 221</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/051ef604bbf18878e0d34869e80cae4cb42b36e86956f6d67294e6faaf2b614a/mozilla/standards-positions/issues/1213' data-full='https://opengraph.githubassets.com/051ef604bbf18878e0d34869e80cae4cb42b36e86956f6d67294e6faaf2b614a/mozilla/standards-positions/issues/1213' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Mozilla has voiced concerns about Chrome's Prompt API, arguing it could complicate user consent and privacy controls and fragment browser standards. The stance highlights ongoing tensions between platform features, privacy safeguards, and interoperability in browser ecosystems.</p>\n<p class='hn-text-zh'>Mozilla 对 Chrome 的 Prompt API 表态反对，担心会削弱用户同意与隐私控制，并破坏跨浏览器标准的一致性。这一立场凸显了浏览器生态中对隐私保护、功能设计与互操作性的持续博弈。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972888' data-tags='Show HN,Programming' data-hn-time='1777629135' data-hn-score='98' data-hot-score='0.76'>\n<div class='hn-body'>\n<p class='hn-title'>(48) <a href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>Show HN: Perfect Bluetooth MIDI for Windows</a></p>\n<p class='hn-meta'>Show HN：Windows 上的完美蓝牙 MIDI</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>▲ 98</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>💬 31</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Windows finally achieves reliable Bluetooth MIDI performance with low latency and stable throughput, comparable to native platforms.</p>\n<p class='hn-text-zh'>Windows 的蓝牙 MIDI 性能实现了稳定低延迟，与原生平台相当。该进展提升了 Windows 上的跨平台音乐工作流，解决长期存在的兼容性难题。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970622' data-tags='Open Source' data-hn-time='1777601446' data-hn-score='186' data-hot-score='0.68'>\n<div class='hn-body'>\n<p class='hn-title'>(49) <a href='https://openwarp.zerx.dev' target='_blank' rel='noopener noreferrer'>OpenWarp</a></p>\n<p class='hn-meta'>OpenWarp</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970622' target='_blank' rel='noopener noreferrer'>▲ 186</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970622' target='_blank' rel='noopener noreferrer'>💬 135</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>OpenWarp appears to be an open-source project focused on warp-themed tooling.</p>\n<p class='hn-text-zh'>OpenWarp 看起来是一个聚焦于 warp 相关工具的开源项目。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965503' data-tags='Gaming,Programming,Hardware' data-hn-time='1777569261' data-hn-score='331' data-hot-score='0.66'>\n<div class='hn-body'>\n<p class='hn-title'>(50) <a href='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/' target='_blank' rel='noopener noreferrer'>I built a Game Boy emulator in F#</a></p>\n<p class='hn-meta'>我用 F# 构建了一个 Game Boy 模拟器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 10:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965503' target='_blank' rel='noopener noreferrer'>▲ 331</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965503' target='_blank' rel='noopener noreferrer'>💬 75</a> <span class='hn-tag hn-tag--purple' data-tag='Gaming'>Gaming</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/images/pokemon.gif' data-full='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/images/pokemon.gif' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>I built a Game Boy emulator in F# from scratch, tackling the platform's timing, CPU, and memory quirks with a functional language. The project showcases how expressive, type-safe FP languages can still perform low-level emulation, and offers insights on bridging game architecture with modern tooling. It's a proof-of-concept that highlights the trade-offs between expressiveness and performance in hobby hardware emulation.</p>\n<p class='hn-text-zh'>作者用 F# 从零开始实现了一个 Game Boy 模拟器，需处理时序、CPU 与内存等细节。这个项目展示了函数式语言在底层仿真中的可行性与权衡，给出在现代工具链下进行硬件仿真的经验与启示。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971768' data-tags='Business,Hardware' data-hn-time='1777616433' data-hn-score='103' data-hot-score='0.54'>\n<div class='hn-body'>\n<p class='hn-title'>(51) <a href='https://www.macrumors.com/2026/04/30/mac-studio-mac-mini-constrained-months/' target='_blank' rel='noopener noreferrer'>Apple Says Mac Studio and Mac Mini Will Be in Short Supply for Months</a></p>\n<p class='hn-meta'>苹果称 Mac Studio 与 Mac Mini 将在数月内短缺</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 23:20 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971768' target='_blank' rel='noopener noreferrer'>▲ 103</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971768' target='_blank' rel='noopener noreferrer'>💬 92</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://images.macrumors.com/t/F7gwDgXGoRIlK9uUFsivYREvyZs=/2000x/article-new/2025/11/mac-studio-purple.jpg' data-full='https://images.macrumors.com/t/F7gwDgXGoRIlK9uUFsivYREvyZs=/2000x/article-new/2025/11/mac-studio-purple.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Apple has announced that Mac Studio and Mac Mini will be in short supply for months, signaling ongoing supply-chain constraints despite strong demand. The shortage could affect buyers, developers, and upgrade plans, and hints at broader pressures in the semiconductor and logistics ecosystem. It may impact pacing of new product workflows and budgeting for teams.</p>\n<p class='hn-text-zh'>苹果宣布 Mac Studio 和 Mac Mini 将在数月内短缺，表明需求强劲下供应链仍然受限。缺货可能影响买家、开发者及升级计划，也反映出半导体与物流生态的更广泛压力，或将影响团队的工作节奏与预算分配。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973559' data-tags='Show HN,Web,Data' data-hn-time='1777635168' data-hn-score='53' data-hot-score='0.5'>\n<div class='hn-body'>\n<p class='hn-title'>(52) <a href='https://sitemogging.com' target='_blank' rel='noopener noreferrer'>Show HN: Site Mogging</a></p>\n<p class='hn-meta'>Show HN：Site Mogging</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:32 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973559' target='_blank' rel='noopener noreferrer'>▲ 53</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973559' target='_blank' rel='noopener noreferrer'>💬 63</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://sitemogging.com/og-home.png' data-full='https://sitemogging.com/og-home.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN features Site Mogging, a project that analyzes and aggregates website performance metrics, possibly offering insights into optimization opportunities for developers building fast, reliable sites.</p>\n<p class='hn-text-zh'>Show HN 展示 Site Mogging，这是一款分析并聚合网站性能指标的项目，帮助开发者发现提升网站速度与可靠性的机会。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973635' data-tags='Programming' data-hn-time='1777635732' data-hn-score='47' data-hot-score='0.46'>\n<div class='hn-body'>\n<p class='hn-title'>(53) <a href='https://www.jsoftware.com/papers/Dijkstra_Letter.htm' target='_blank' rel='noopener noreferrer'>A Letter from Dijkstra on APL (1982)</a></p>\n<p class='hn-meta'>迪克斯特拉关于 APL 的来信</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973635' target='_blank' rel='noopener noreferrer'>▲ 47</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973635' target='_blank' rel='noopener noreferrer'>💬 45</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<p class='hn-text-en'>Dijkstra offers a thoughtful take on APL, weighing its expressive power against readability and maintainability. The letter context sheds light on how APL influenced early language design and the ongoing debate between conciseness and clarity.</p>\n<p class='hn-text-zh'>迪克斯特拉对 APL 的表达力与可读性之间的权衡提出独到见解，兼具赞赏与批评。此信件为早期编程语言设计的历史提供了洞见，展示简洁性与清晰度之间的张力。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47961378' data-tags='Data,Web,Politics' data-hn-time='1777551893' data-hn-score='291' data-hot-score='0.45'>\n<div class='hn-body'>\n<p class='hn-title'>(54) <a href='https://bidprowl.com' target='_blank' rel='noopener noreferrer'>I aggregated 28 US Government auction sites into one search</a></p>\n<p class='hn-meta'>我把 28 个美国政府拍卖网站聚合成一个搜索入口</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 05:24 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47961378' target='_blank' rel='noopener noreferrer'>▲ 291</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47961378' target='_blank' rel='noopener noreferrer'>💬 81</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://bidprowl.com/api/og?title=Government+Surplus+Auctions+in+One+Place&subtitle=Search+GSA,+GovDeals,+GovPlanet+and+more' data-full='https://bidprowl.com/api/og?title=Government+Surplus+Auctions+in+One+Place&subtitle=Search+GSA,+GovDeals,+GovPlanet+and+more' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>I aggregated 28 US government auction sites into one search tool to simplify finding assets, surplus equipment, and procurement opportunities. The project illustrates the value of unifying public-data sources to boost efficiency, while data freshness and reliability remain important.</p>\n<p class='hn-text-zh'>作者把 28 个美国政府拍卖网站聚合为一个检索入口，便于发现资产、闲置设备与采购机会。此举体现整合公开数据源以提升效率的趋势，但数据的时效性与可信度同样重要。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47960507' data-tags='AI,Open Source' data-hn-time='1777545077' data-hn-score='298' data-hot-score='0.42'>\n<div class='hn-body'>\n<p class='hn-title'>(55) <a href='https://firethering.com/granite-4-1-ibm-open-source-model-family/' target='_blank' rel='noopener noreferrer'>Granite 4.1: IBM's 8B Model Matching 32B MoE</a></p>\n<p class='hn-meta'>Granite 4.1：IBM 的 8B 模型与 32B MoE</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 03:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47960507' target='_blank' rel='noopener noreferrer'>▲ 298</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47960507' target='_blank' rel='noopener noreferrer'>💬 194</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://firethering.com/wp-content/uploads/2026/04/Granite-4.1-IBMs-8B-Model-Is-Competing-With-Models-Four-Times-Its-Size.jpg' data-full='https://firethering.com/wp-content/uploads/2026/04/Granite-4.1-IBMs-8B-Model-Is-Competing-With-Models-Four-Times-Its-Size.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Granite 4.1 introduces open-source tooling for aligning an 8B base model with a 32B MoE (Mixture of Experts) architecture, enabling scalable inference and modular model design. It signals IBM's ongoing push to empower open AI tooling and explore mixture-of-experts approaches for efficiency.</p>\n<p class='hn-text-zh'>Granite 4.1 是一个开源模型家族，展示将一个 8B 基模型与 32B MoE 架构结合的能力，支持可扩展推理与模块化模型设计。体现 IBM 在开源 AI 工具与专家门控混合模型领域的持续探索。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47969288' data-tags='Security' data-hn-time='1777589331' data-hn-score='145' data-hot-score='0.41'>\n<div class='hn-body'>\n<p class='hn-title'>(56) <a href='https://labs.watchtowr.com/the-internet-is-falling-down-falling-down-falling-down-cpanel-whm-authentication-bypass-cve-2026-41940/' target='_blank' rel='noopener noreferrer'>CPanel and WHM Authentication Bypass – CVE-2026-41940</a></p>\n<p class='hn-meta'>CPanel 与 WHM 身份认证绕过漏洞——CVE-2026-41940</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 15:48 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47969288' target='_blank' rel='noopener noreferrer'>▲ 145</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47969288' target='_blank' rel='noopener noreferrer'>💬 58</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://storage.ghost.io/c/a0/dc/a0dcbbe4-0ae7-4d7e-90f7-ebbc3a0f5a84/content/images/size/w1200/2026/04/Group-8730--2-.png' data-full='https://storage.ghost.io/c/a0/dc/a0dcbbe4-0ae7-4d7e-90f7-ebbc3a0f5a84/content/images/size/w1200/2026/04/Group-8730--2-.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>CPanel/WHM authentication bypass CVE-2026-41940 is a critical flaw affecting millions of servers; attackers can bypass login and gain control. Patching and applying mitigations is essential to protect sites.</p>\n<p class='hn-text-zh'>CPanel/WHM 的 CVE-2026-41940 是一项影响大量服务器的关键漏洞，攻击者可绕过身份验证获得控制权。迅速打补丁并应用缓解措施以保护站点。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972367' data-tags='DevOps,Programming' data-hn-time='1777623247' data-hn-score='61' data-hot-score='0.39'>\n<div class='hn-body'>\n<p class='hn-title'>(57) <a href='https://lovable.dev/blog/hunting-networking-bugs-in-kubernetes' target='_blank' rel='noopener noreferrer'>Our agent found a bug with WireGuard in Google Kubernetes Engine</a></p>\n<p class='hn-meta'>我们的代理在 Google Kubernetes Engine 中发现 WireGuard 的一个 bug</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972367' target='_blank' rel='noopener noreferrer'>▲ 61</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972367' target='_blank' rel='noopener noreferrer'>💬 31</a> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://lovable.dev/content/news/covers/blog-hunting-networking-bugs-in-kubernetes.jpg' data-full='https://lovable.dev/content/news/covers/blog-hunting-networking-bugs-in-kubernetes.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Our agent discovered a bug in WireGuard integration within Google Kubernetes Engine, detailing symptoms and the debugging process. The finding illustrates how networking in managed Kubernetes can produce subtle VPN issues that require careful triage.</p>\n<p class='hn-text-zh'>在 Google Kubernetes Engine 中发现了 WireGuard 的一个 bug，描述症状与调试过程。该发现揭示了托管 Kubernetes 的网络层可能出现的微妙 VPN 问题，需要细致的排错。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972807' data-tags='Privacy,Design' data-hn-time='1777628347' data-hn-score='51' data-hot-score='0.38'>\n<div class='hn-body'>\n<p class='hn-title'>(58) <a href='https://skysedge.com/telecom/RUSP/index.html' target='_blank' rel='noopener noreferrer'>The Rotary Un-Smartphone (2023)</a></p>\n<p class='hn-meta'>旋转式无智能手机（2023）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:39 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972807' target='_blank' rel='noopener noreferrer'>▲ 51</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972807' target='_blank' rel='noopener noreferrer'>💬 10</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://www.skysedge.us/images/favicon.png' data-full='https://www.skysedge.us/images/favicon.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The Rotary Un-Smartphone project revisits a rotary dial experience as a minimal, privacy-focused device, eschewing modern apps for a tactile, slower form of communication. It examines design choices that prioritize user agency and a lighter digital footprint.</p>\n<p class='hn-text-zh'>通过重新回到拨号轮体验，该项目打造了一款低隐私、极简的设备，放弃大量应用，强调更具触觉和节奏的沟通方式。设计选择聚焦于提升用户自主性与减轻数字足迹。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963316' data-tags='Data,Programming' data-hn-time='1777560182' data-hn-score='212' data-hot-score='0.37'>\n<div class='hn-body'>\n<p class='hn-title'>(59) <a href='https://honker.dev/' target='_blank' rel='noopener noreferrer'>Honker – Durable queues, streams, pub/sub, and cron scheduler in a SQLite file</a></p>\n<p class='hn-meta'>SQLite 文件中的持久化队列、流、Pub/Sub 与 cron 调度器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 07:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963316' target='_blank' rel='noopener noreferrer'>▲ 212</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963316' target='_blank' rel='noopener noreferrer'>💬 53</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://honker.dev/og-image.png' data-full='https://honker.dev/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A single SQLite file can host durable queues, streams, pub/sub, and a cron-like scheduler, enabling complex data workflows without external services. This approach can be appealing for edge apps or offline-first systems.</p>\n<p class='hn-text-zh'>一个 SQLite 文件就能承载持久化队列、流、发布/订阅和类似 cron 的调度功能，从而在不依赖外部服务的情况下实现复杂数据工作流。文中探讨如何在一个紧凑的数据存储中实现原语，权衡简单性与潜在的性能、可移植性之间的取舍，适合边缘计算或离线优先场景。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47966254' data-tags='Data,Open Source' data-hn-time='1777572858' data-hn-score='173' data-hot-score='0.37'>\n<div class='hn-body'>\n<p class='hn-title'>(60) <a href='https://peterdohertys.website/blog-posts/full-text-search-w-duckdb.html' target='_blank' rel='noopener noreferrer'>Full-Text Search with DuckDB</a></p>\n<p class='hn-meta'>DuckDB 的全文检索</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 11:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47966254' target='_blank' rel='noopener noreferrer'>▲ 173</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47966254' target='_blank' rel='noopener noreferrer'>💬 33</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://peterdohertyswebsite.analytics.peterdohertyllc.com/piwik.php?idsite=1' data-full='https://peterdohertyswebsite.analytics.peterdohertyllc.com/piwik.php?idsite=1' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A practical guide to enabling full-text search with DuckDB, outlining the setup, indexing strategies, and performance considerations. The piece demonstrates how embedded analytics databases can provide rich search capabilities without requiring separate search engines, useful for data apps and notebooks. It also notes caveats compared to dedicated search systems.</p>\n<p class='hn-text-zh'>介绍在 DuckDB 中实现全文检索的实用指南，涵盖设置、索引策略及性能考量。展示了嵌入式分析数据库在无需独立搜索引擎的情况下提供丰富检索能力，对数据应用和笔记本场景尤为有用，同时也提醒了相对于专门的搜索系统的局限。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973084' data-tags='Programming,Open Source,Privacy' data-hn-time='1777631032' data-hn-score='43' data-hot-score='0.35'>\n<div class='hn-body'>\n<p class='hn-title'>(61) <a href='https://btxx.org/posts/beginners-guide-sourcehut/' target='_blank' rel='noopener noreferrer'>A beginner's guide to Sourcehut (2025)</a></p>\n<p class='hn-meta'>Sourcehut 初学者指南（2025）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:23 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973084' target='_blank' rel='noopener noreferrer'>▲ 43</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973084' target='_blank' rel='noopener noreferrer'>💬 13</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://btxx.org/public/images/sourcehut-patches-list.webp' data-full='https://btxx.org/public/images/sourcehut-patches-list.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A practical tour of Sourcehut's open, lean toolchain for hosting code, builds, and mailing lists, with emphasis on self-hosting and privacy-friendly workflows. The guide contrasts Sourcehut with centralized platforms and offers steps to get started.</p>\n<p class='hn-text-zh'>这份指南介绍 Sourcehut 的开源、简洁的代码托管、构建和邮件列表工具链，强调自托管与隐私友好型工作流，并给出上手步骤。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973710' data-tags='Open Source,Politics,Security' data-hn-time='1777636402' data-hn-score='35' data-hot-score='0.35'>\n<div class='hn-body'>\n<p class='hn-title'>(62) <a href='https://shkspr.mobi/blog/2026/05/nhs-goes-to-war-against-open-source/' target='_blank' rel='noopener noreferrer'>NHS Goes to War Against Open Source</a></p>\n<p class='hn-meta'>NHS 与开源的一场战争</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:53 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973710' target='_blank' rel='noopener noreferrer'>▲ 35</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973710' target='_blank' rel='noopener noreferrer'>💬 3</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://shkspr.mobi/blog/wp-content/uploads/2026/04/SDLC-8.webp' data-full='https://shkspr.mobi/blog/wp-content/uploads/2026/04/SDLC-8.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Critiques NHS policies that hinder open-source software adoption, arguing it stifles innovation, vendor neutrality, and security benefits from community-driven tooling. Calls for policy reforms to embrace open-source benefits in healthcare IT.</p>\n<p class='hn-text-zh'>批评 NHS 的做法，认为其对开源软件的限制阻碍创新、供应商中立性以及社区驱动工具的安全收益，呼吁在医疗 IT 中重新评估政策以拥抱开源的潜在好处。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47951295' data-tags='Privacy,AI' data-hn-time='1777482543' data-hn-score='455' data-hot-score='0.33'>\n<div class='hn-body'>\n<p class='hn-title'>(63) <a href='https://www.theargumentmag.com/p/i-can-never-talk-to-an-ai-anonymously' target='_blank' rel='noopener noreferrer'>Opus 4.7 knows the real Kelsey</a></p>\n<p class='hn-meta'>Opus 4.7 能认出真正的 Kelsey</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 10:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47951295' target='_blank' rel='noopener noreferrer'>▲ 455</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47951295' target='_blank' rel='noopener noreferrer'>💬 245</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!q0IX!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F830c09c6-06a9-47e6-8552-6ba2cbfd3da5_2121x1414.jpeg' data-full='https://substackcdn.com/image/fetch/$s_!q0IX!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F830c09c6-06a9-47e6-8552-6ba2cbfd3da5_2121x1414.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Opus 4.7 claims to know the real Kelsey, raising questions about identity, privacy, and how AI systems handle sensitive personal information.</p>\n<p class='hn-text-zh'>Opus 4.7 声称识别出真实的 Kelsey，引发关于身份、隐私以及 AI 系统如何处理敏感个人信息的关注。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47966625' data-tags='Data,Programming' data-hn-time='1777574722' data-hn-score='153' data-hot-score='0.33'>\n<div class='hn-body'>\n<p class='hn-title'>(64) <a href='https://www.dbos.dev/blog/benchmarking-workflow-execution-scalability-on-postgres' target='_blank' rel='noopener noreferrer'>Does Postgres Scale?</a></p>\n<p class='hn-meta'>PostgreSQL 能否扩展？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 11:45 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47966625' target='_blank' rel='noopener noreferrer'>▲ 153</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47966625' target='_blank' rel='noopener noreferrer'>💬 64</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://cdn.prod.website-files.com/672411cbf038560468c9e68f/69ea2ef1c3fc50d09e3def99_Workflow-Execution-on-Postgres-Benchmark.png' data-full='https://cdn.prod.website-files.com/672411cbf038560468c9e68f/69ea2ef1c3fc50d09e3def99_Workflow-Execution-on-Postgres-Benchmark.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A benchmark examines how well Postgres scales for workflow execution, testing parallel task handling and throughput under realistic workloads. The results offer guidance for architects choosing database backends for data-heavy automation and pipelines.</p>\n<p class='hn-text-zh'>一项基准测试评估 PostgreSQL 在工作流执行中的可扩展性，测试在现实工作负载下的并行任务处理与吞吐量。结果为在数据密集型自动化与流水线场景下选择数据库后端提供参考。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973093' data-tags='Show HN,AI,Programming' data-hn-time='1777631141' data-hn-score='38' data-hot-score='0.31'>\n<div class='hn-body'>\n<p class='hn-title'>(65) <a href='https://github.com/leox255/loopsy' target='_blank' rel='noopener noreferrer'>Show HN: Loopsy, a way for terminals and AI agents on different machines to talk</a></p>\n<p class='hn-meta'>Show HN：Loopsy——跨主机的终端与 AI 代理通信</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:25 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973093' target='_blank' rel='noopener noreferrer'>▲ 38</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973093' target='_blank' rel='noopener noreferrer'>💬 8</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/f6a0736750b0bff38f555582ee0472ae7da4467da88e2f73afe7e116df6f622a/leox255/loopsy' data-full='https://opengraph.githubassets.com/f6a0736750b0bff38f555582ee0472ae7da4467da88e2f73afe7e116df6f622a/leox255/loopsy' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Loopsy enables terminals and AI agents on separate machines to talk, enabling distributed orchestration and collaboration across environments.</p>\n<p class='hn-text-zh'>Loopsy 让不同机器上的终端和 AI 代理能够通信，推动分布式编排与跨环境协作，同时引发对安全性与时延的讨论。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47968982' data-tags='Science' data-hn-time='1777587537' data-hn-score='98' data-hot-score='0.27'>\n<div class='hn-body'>\n<p class='hn-title'>(66) <a href='https://sciencex.com/news/2026-04-snowball-earth-stranger-climate.html' target='_blank' rel='noopener noreferrer'>Snowball Earth may hide a far stranger climate cycle than anyone expected</a></p>\n<p class='hn-meta'>雪球地球理论可能隐藏比预期更古怪的气候循环</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 15:18 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47968982' target='_blank' rel='noopener noreferrer'>▲ 98</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47968982' target='_blank' rel='noopener noreferrer'>💬 45</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://scx2.b-cdn.net/gfx/news/2018/5af0afa4a666b.jpg' data-full='https://scx2.b-cdn.net/gfx/news/2018/5af0afa4a666b.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>New climate research suggests Snowball Earth could involve more intricate climate cycles than previously imagined, implying a richer set of feedback mechanisms governing global glaciation and deglaciation.</p>\n<p class='hn-text-zh'>最新气候研究表明，雪球地球现象可能包含比以往设想更复杂的气候循环，意味着全球冰川化与退冰过程背后有更丰富的反馈机制。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970690' data-tags='Show HN,Programming' data-hn-time='1777602223' data-hn-score='74' data-hot-score='0.27'>\n<div class='hn-body'>\n<p class='hn-title'>(67) <a href='https://github.com/kernalix7/winpodx' target='_blank' rel='noopener noreferrer'>Show HN: Winpodx – run Windows apps on Linux as native windows</a></p>\n<p class='hn-meta'>Show HN：Winpodx——在 Linux 上以本地 Windows 窗口运行 Windows 应用</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:23 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970690' target='_blank' rel='noopener noreferrer'>▲ 74</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970690' target='_blank' rel='noopener noreferrer'>💬 38</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/9a66e0c39b00187ada654af245c6f07bd2e828e67ff2099fa7180179622d149f/kernalix7/winpodx' data-full='https://opengraph.githubassets.com/9a66e0c39b00187ada654af245c6f07bd2e828e67ff2099fa7180179622d149f/kernalix7/winpodx' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN: Winpodx enables Windows apps to run on Linux with native-looking Windows windows, illustrating progress in cross-OS app compatibility. The project demonstrates how far toolchains and UI integration have come for Linux users.</p>\n<p class='hn-text-zh'>Show HN：Winpodx 让 Windows 应用在 Linux 上以原生 Windows 窗口显示运行，体现跨操作系统应用兼容性的进展。该项目展示了 Linux 用户在工具链和 UI 集成方面的最新进展。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965027' data-tags='Culture' data-hn-time='1777567094' data-hn-score='122' data-hot-score='0.24'>\n<div class='hn-body'>\n<p class='hn-title'>(68) <a href='https://www.derekthompson.org/p/why-do-richer-dads-spend-more-time' target='_blank' rel='noopener noreferrer'>American Dads Became the Parents Their Fathers Never Were</a></p>\n<p class='hn-meta'>美国父亲们：成为了父辈从未成为的父母</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965027' target='_blank' rel='noopener noreferrer'>▲ 122</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965027' target='_blank' rel='noopener noreferrer'>💬 155</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://images.unsplash.com/photo-1562494855-e008650bb2c6?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxMHx8ZGFkfGVufDB8fHx8MTc3NzQ3MzYzM3ww&ixlib=rb-4.1.0&q=80&w=1080' data-full='https://images.unsplash.com/photo-1562494855-e008650bb2c6?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxMHx8ZGFkfGVufDB8fHx8MTc3NzQ3MzYzM3ww&ixlib=rb-4.1.0&q=80&w=1080' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A Derek Thompson piece argues that wealthier dads now take on more parenting roles than their fathers did, reshaping expectations around fatherhood and time investment. It highlights how income, work culture, and policy shape caregiving norms in modern America.</p>\n<p class='hn-text-zh'>Derek Thompson 的文章指出，富裕家庭的父亲如今在育儿中的投入超过父辈，正在重新塑造父亲角色与时间投入的期望。文章分析收入、工作文化与政策如何共同塑造当代美国家庭的育儿规范。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973547' data-tags='Space,Science' data-hn-time='1777635112' data-hn-score='25' data-hot-score='0.23'>\n<div class='hn-body'>\n<p class='hn-title'>(69) <a href='https://www.theregister.com/2026/05/01/spacex_debris_landing/' target='_blank' rel='noopener noreferrer'>SpaceX rocket set for unintentional Moon landing – well, a piece of it anyway</a></p>\n<p class='hn-meta'>SpaceX 火箭将进行意外的月球着陆——只是其中的一部分碎片</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973547' target='_blank' rel='noopener noreferrer'>▲ 25</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973547' target='_blank' rel='noopener noreferrer'>💬 7</a> <span class='hn-tag hn-tag--teal' data-tag='Space'>Space</span> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://regmedia.co.uk/2017/01/10/moon.jpg' data-full='https://regmedia.co.uk/2017/01/10/moon.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>SpaceX debris is expected to land on the Moon as part of a mission's aftermath, turning a misstep into a rare lunar encounter. The incident highlights the ongoing issue of space debris and lunar exploration.</p>\n<p class='hn-text-zh'>报道称 SpaceX 的残骸有望在月球表面着陆，成为一次罕见的月球遭遇。此次事件凸显太空碎片问题以及月球探索的长期挑战。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47962269' data-tags='Programming,Open Source' data-hn-time='1777556318' data-hn-score='116' data-hot-score='0.19'>\n<div class='hn-body'>\n<p class='hn-title'>(70) <a href='https://matduggan.com/if-i-could-make-my-own-github/' target='_blank' rel='noopener noreferrer'>If I could make my own GitHub</a></p>\n<p class='hn-meta'>如果我能做自己的 GitHub</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 06:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47962269' target='_blank' rel='noopener noreferrer'>▲ 116</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47962269' target='_blank' rel='noopener noreferrer'>💬 133</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>Explores building a GitHub-like platform from scratch, weighing open-source, self-hosting, feature scope, and governance trade-offs. It offers practical design considerations for developers aiming to create developer tooling with community ownership.</p>\n<p class='hn-text-zh'>探讨从零构建一个类似 GitHub 的平台，权衡开源、自托管、功能边界和治理等要点。提供面向开发者工具的实际设计建议，强调社区所有权与可持续性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963868' data-tags='Education,Design,Culture' data-hn-time='1777562449' data-hn-score='91' data-hot-score='0.16'>\n<div class='hn-body'>\n<p class='hn-title'>(71) <a href='https://thereader.mitpress.mit.edu/the-1960s-art-school-experiment-that-redefined-creativity/' target='_blank' rel='noopener noreferrer'>A 1960s art school experiment that redefined creativity</a></p>\n<p class='hn-meta'>1960 年代美术学院的一场重新定义创造力的实验</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 08:20 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963868' target='_blank' rel='noopener noreferrer'>▲ 91</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963868' target='_blank' rel='noopener noreferrer'>💬 29</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<p class='hn-text-en'>This piece surveys a 1960s art-school experiment that reshaped how people think about creativity, likely involving interactive pedagogy and cross-disciplinary collaboration. It offers takeaways for design, education, and tech teams about nurturing experimentation and breaking intellectual boundaries. The lesson is that curricula can unlock new modes of creative thinking when teachers embrace risk and collaboration.</p>\n<p class='hn-text-zh'>本文回顾了1960年代美术学院的一场实验，重新定义了人们对创造力的理解，往往涉及互动式教学与跨学科协作。为设计、教育乃至科技团队提供启示：在教师鼓励冒险与协作的条件下，课程能开启全新的创造力表达方式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973841' data-tags='Finance,Business' data-hn-time='1777637349' data-hn-score='16' data-hot-score='0.16'>\n<div class='hn-body'>\n<p class='hn-title'>(72) <a href='https://fortune.com/2026/04/30/national-debt-larger-than-economy-gdp-ratio-100-percent/' target='_blank' rel='noopener noreferrer'>For first time since World War II, US national debt now larger than its economy</a></p>\n<p class='hn-meta'>自二战以来首次，美国国债规模超过其经济</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 05:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973841' target='_blank' rel='noopener noreferrer'>▲ 16</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973841' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--amber' data-tag='Finance'>Finance</span> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://fortune.com/img-assets/wp-content/uploads/2026/04/GettyImages-2273558901-e1777562513664.jpg?resize=1200,600' data-full='https://fortune.com/img-assets/wp-content/uploads/2026/04/GettyImages-2273558901-e1777562513664.jpg?resize=1200,600' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>For the first time since WWII, the US debt exceeds its annual economic output, hitting 100% of GDP. The milestone signals mounting deficits, debt sustainability concerns, and potential macro implications for interest rates and tech funding.</p>\n<p class='hn-text-zh'>这是自二战以来的一个里程碑，美国国债规模首次达到并超过 GDP 的 100%，反映出日益增长的赤字与债务可持续性担忧，以及对利率和科技投资的潜在宏观影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47967069' data-tags='Security,Open Source' data-hn-time='1777576975' data-hn-score='68' data-hot-score='0.15'>\n<div class='hn-body'>\n<p class='hn-title'>(73) <a href='https://dustri.org/b/follow-up-to-carrot-disclosure-forgejo.html' target='_blank' rel='noopener noreferrer'>Follow-up to Carrot disclosure: Forgejo</a></p>\n<p class='hn-meta'>Carrot 披露后续：Forgejo</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 12:22 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47967069' target='_blank' rel='noopener noreferrer'>▲ 68</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47967069' target='_blank' rel='noopener noreferrer'>💬 11</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>A follow-up discussion ties the Carrot disclosure to Forgejo, examining the security implications and how open-source projects should respond to disclosure incidents.</p>\n<p class='hn-text-zh'>关于 Carrot 披露的跟进将焦点放在 Forgejo，探讨安全影响以及开源项目在披露事件中的应对之道。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970578' data-tags='Gaming,Hardware' data-hn-time='1777600931' data-hn-score='41' data-hot-score='0.15'>\n<div class='hn-body'>\n<p class='hn-title'>(74) <a href='https://fabiensanglard.net/snes_hearts/' target='_blank' rel='noopener noreferrer'>The Hearts of the Super Nintendo (2024)</a></p>\n<p class='hn-meta'>超级任天堂的心脏</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:02 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970578' target='_blank' rel='noopener noreferrer'>▲ 41</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970578' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--purple' data-tag='Gaming'>Gaming</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://fabiensanglard.net/snes_hearts/crystal.webp' data-full='https://fabiensanglard.net/snes_hearts/crystal.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A deep dive into the SNES's hardware core reveals how its central components powered games and shaped the console's distinctive capabilities. The piece connects engineering choices to a lasting cultural impact in retro gaming.</p>\n<p class='hn-text-zh'>对 SNES 硬件核心的深度解析，揭示其核心组件如何支撑游戏性能并塑造这款主机的独特能力。文章将工程选择与复古游戏的文化影响联系起来。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47947944' data-tags='Hardware' data-hn-time='1777468546' data-hn-score='212' data-hot-score='0.14'>\n<div class='hn-body'>\n<p class='hn-title'>(75) <a href='https://www.gilesthomas.com/2026/04/10g-ethernet-what-i-did' target='_blank' rel='noopener noreferrer'>10Gb/s Ethernet: what I did to get it working in my home</a></p>\n<p class='hn-meta'>家庭网络的 10Gb/s 以太网：实现过程与经验</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 06:15 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47947944' target='_blank' rel='noopener noreferrer'>▲ 212</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47947944' target='_blank' rel='noopener noreferrer'>💬 150</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://www.gilesthomas.com/images/favicons/web-app-manifest-512x512.png' data-full='https://www.gilesthomas.com/images/favicons/web-app-manifest-512x512.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Practical steps to get 10GbE working at home, from hardware choices (NICs, switches) to cabling and configuration. The piece demystifies the upgrade path, offering real-world performance expectations and guidance on when 10GbE makes sense for a home lab or small office. It also covers compatibility and heat/power considerations.</p>\n<p class='hn-text-zh'>作者分享在家庭环境中实现 10GbE 的实际步骤，从硬件选择、线缆、驱动到配置。文章解开升级谜团，给出真实世界的性能预期与何时值得投资的建议，同时讨论兼容性、热量与功耗等注意事项。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971830' data-tags='Programming' data-hn-time='1777617294' data-hn-score='27' data-hot-score='0.14'>\n<div class='hn-body'>\n<p class='hn-title'>(76) <a href='https://yadin.com/notes/toasted/' target='_blank' rel='noopener noreferrer'>It’s Toasted</a></p>\n<p class='hn-meta'>它已烧焦</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 23:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971830' target='_blank' rel='noopener noreferrer'>▲ 27</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971830' target='_blank' rel='noopener noreferrer'>💬 15</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://yadin.com/notes/wp-content/uploads/2026/05/Lucky_Strike_ad_1926-10-wide-1024x576.jpg' data-full='https://yadin.com/notes/wp-content/uploads/2026/05/Lucky_Strike_ad_1926-10-wide-1024x576.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A short note signaling that something has failed or is irreparably broken.</p>\n<p class='hn-text-zh'>一则简短笔记表示某个项目或系统已失败，无法挽回。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965835' data-tags='Data,Open Source' data-hn-time='1777570931' data-hn-score='62' data-hot-score='0.13'>\n<div class='hn-body'>\n<p class='hn-title'>(77) <a href='https://lost-number.bearblog.dev/recovering-files-from-beyond-the-grave-using-photorec/' target='_blank' rel='noopener noreferrer'>Recovering files from beyond the grave using PhotoRec</a></p>\n<p class='hn-meta'>使用 PhotoRec 从已删除数据中恢复文件</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 10:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965835' target='_blank' rel='noopener noreferrer'>▲ 62</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965835' target='_blank' rel='noopener noreferrer'>💬 14</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://bear-images.sfo2.cdn.digitaloceanspaces.com/lost-number/image-7.webp' data-full='https://bear-images.sfo2.cdn.digitaloceanspaces.com/lost-number/image-7.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>PhotoRec, a robust data recovery tool, demonstrates recovery capabilities even after deletion or partition damage scenarios. The piece walks through practical tips, caveats, and success cases, illustrating how open-source recovery tools can rescue valuable data. It emphasizes the importance of backups and the limitations of recovery in certain failure modes.</p>\n<p class='hn-text-zh'>介绍了使用 PhotoRec 这类强大的数据恢复工具，在删除或分区损坏等场景下尝试找回数据。文章给出实际操作要点、注意事项和成功案例，强调备份的重要性并指出在某些故障模式下恢复的局限性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47946899' data-tags='Science,Culture' data-hn-time='1777462540' data-hn-score='199' data-hot-score='0.12'>\n<div class='hn-body'>\n<p class='hn-title'>(78) <a href='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/' target='_blank' rel='noopener noreferrer'>New copy of earliest poem in English, written 1,3k years ago, discovered in Rome</a></p>\n<p class='hn-meta'>在罗马发现的最早英语诗新抄本（距今约1300年）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 04:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47946899' target='_blank' rel='noopener noreferrer'>▲ 199</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47946899' target='_blank' rel='noopener noreferrer'>💬 117</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/media/tcd/news-images/Elisabetta-Magnanti-and-Mark-Faulkner-with-the-Trinity-copy-of-Bedes-Ecclesiastical-History.-To-be-clear-this-is-not-the-manuscript-they-found-in-Rome---.JPG' data-full='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/media/tcd/news-images/Elisabetta-Magnanti-and-Mark-Faulkner-with-the-Trinity-copy-of-Bedes-Ecclesiastical-History.-To-be-clear-this-is-not-the-manuscript-they-found-in-Rome---.JPG' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A newly discovered copy of Caedmon’s Hymn—one of the oldest known English poems—has been found in Rome. The find expands the manuscript trail of early Old English verse and could yield new insights into linguistic features and performance contexts from the era. It also underscores how medieval texts circulated far beyond their likely origin.</p>\n<p class='hn-text-zh'>在罗马发现的《凯德蒙颂》最早英语诗歌新抄本被揭示。此发现扩展了早期古英语诗歌的手稿传承，为语言特征与表演传统提供新线索，并显示中世纪文本可能的跨地流传。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47937814' data-tags='Programming,Gaming' data-hn-time='1777398098' data-hn-score='238' data-hot-score='0.09'>\n<div class='hn-body'>\n<p class='hn-title'>(79) <a href='https://phulin.me/blog/simtower' target='_blank' rel='noopener noreferrer'>Reverse Engineering SimTower</a></p>\n<p class='hn-meta'>逆向工程 SimTower</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 10:41 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47937814' target='_blank' rel='noopener noreferrer'>▲ 238</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47937814' target='_blank' rel='noopener noreferrer'>💬 71</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--purple' data-tag='Gaming'>Gaming</span></div>\n<img class='hn-img' src='https://phulin.me/assets/og-image.png' data-full='https://phulin.me/assets/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A technical post explores reverse engineering the classic SimTower, revealing how its simulation logic and scheduling work under the hood. The write-up serves as a case study in analyzing legacy sim software and could inspire methods for modern game/tool reverse engineering.</p>\n<p class='hn-text-zh'>技术文章揭秘对经典游戏 SimTower 的逆向工程，揭示其内部仿真逻辑与调度机制。作为对遗留仿真软件分析的案例，或为现代游戏与工具的逆向研究提供思路。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47942863' data-tags='Business,Finance' data-hn-time='1777423815' data-hn-score='207' data-hot-score='0.09'>\n<div class='hn-body'>\n<p class='hn-title'>(80) <a href='https://herbertlui.net/maladaptive-frugality/' target='_blank' rel='noopener noreferrer'>Maladaptive Frugality</a></p>\n<p class='hn-meta'>不良的节俭</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 17:50 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47942863' target='_blank' rel='noopener noreferrer'>▲ 207</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47942863' target='_blank' rel='noopener noreferrer'>💬 260</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span> <span class='hn-tag hn-tag--amber' data-tag='Finance'>Finance</span></div>\n<img class='hn-img' src='https://secure.gravatar.com/avatar/be9fdd2bb0be1f7bf014cffa18f1c9f5?s=32&d=mm&r=g' data-full='https://secure.gravatar.com/avatar/be9fdd2bb0be1f7bf014cffa18f1c9f5?s=32&d=mm&r=g' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Maladaptive frugality argues that extreme thrift can undermine long-term value, quality, and innovation. The piece urges balancing cost control with intentional investment and risk tolerance in tech and product development.</p>\n<p class='hn-text-zh'>不良的节俭观提醒我们，过度节省可能削弱长期价值、质量与创新。文章倡导在成本控制与有意投资、承受风险之间取得平衡，特别是在技术与产品开发领域。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971585' data-tags='AI,Privacy' data-hn-time='1777613749' data-hn-score='19' data-hot-score='0.09'>\n<div class='hn-body'>\n<p class='hn-title'>(81) <a href='https://www.anthropic.com/research/claude-personal-guidance' target='_blank' rel='noopener noreferrer'>How People ask Claude for personal guidance</a></p>\n<p class='hn-meta'>人们如何向 Claude 请求个人化指导</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 22:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971585' target='_blank' rel='noopener noreferrer'>▲ 19</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971585' target='_blank' rel='noopener noreferrer'>💬 6</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Knot&backgroundColor=heather' data-full='https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Knot&backgroundColor=heather' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A study examines how users prompt Claude to provide personal guidance, highlighting how prompt design shapes safety, privacy, and usefulness. The findings suggest design lessons for building trusted AI assistants that offer calibrated, context-aware advice.</p>\n<p class='hn-text-zh'>研究分析用户如何向 Claude 请求个性化指导，强调提示设计对安全性、隐私和实用性的影响。结果为打造可信的、上下文感知的 AI 助手提供了设计启示。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47924912' data-tags='Programming' data-hn-time='1777312332' data-hn-score='343' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(82) <a href='https://lemire.me/blog/2026/04/27/you-can-beat-the-binary-search/' target='_blank' rel='noopener noreferrer'>You can beat the binary search</a></p>\n<p class='hn-meta'>你可以超越二分查找</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 27, 2026 / 10:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47924912' target='_blank' rel='noopener noreferrer'>▲ 343</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47924912' target='_blank' rel='noopener noreferrer'>💬 151</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://lemire.me/blog/wp-content/uploads/2026/04/Gemini_Generated_Image_rsv3zvrsv3zvrsv3-1024x572.png' data-full='https://lemire.me/blog/wp-content/uploads/2026/04/Gemini_Generated_Image_rsv3zvrsv3zvrsv3-1024x572.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Shows that under certain data distributions or with specialized techniques such as interpolation search, you can outperform classic binary search.</p>\n<p class='hn-text-zh'>文章指出在特定数据分布或条件下，类似插值查找等替代方法可超越二分查找，讨论权衡、缓存行为以及在实际场景中的适用性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47937033' data-tags='Hardware' data-hn-time='1777394952' data-hn-score='203' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(83) <a href='https://wideluxx.com' target='_blank' rel='noopener noreferrer'>New mechanical panoramic film camera from Jeff Bridges</a></p>\n<p class='hn-meta'>Jeff Bridges 推出全新机械式全景胶片相机</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 09:49 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47937033' target='_blank' rel='noopener noreferrer'>▲ 203</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47937033' target='_blank' rel='noopener noreferrer'>💬 98</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://wideluxx.com/wp-content/uploads/2024/08/wideluxx-logo-white-red.png' data-full='https://wideluxx.com/wp-content/uploads/2024/08/wideluxx-logo-white-red.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Jeff Bridges unveils a new mechanical panoramic film camera, a nod to analog photography in the digital era. The release taps into a niche but growing interest in hands-on, artifact-grade gear and could appeal to film enthusiasts seeking unique wide-format shots.</p>\n<p class='hn-text-zh'>演员 Jeff Bridges 推出全新机械式全景胶片相机，凸显在数字时代对纯胶片摄影的热情。此举迎合对手工操作、高品质器材的细分市场，或吸引追求独特大画幅效果的胶片爱好者。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47960778' data-tags='Energy' data-hn-time='1777547314' data-hn-score='56' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(84) <a href='https://www.heise.de/en/news/1-4-GW-Huge-battery-storage-at-former-Grohnde-nuclear-power-plant-11277367.html' target='_blank' rel='noopener noreferrer'>1.4 GW: battery storage at former Grohnde nuclear power plant</a></p>\n<p class='hn-meta'>前 Grohnde 核电站 1.4GW 巨型储能</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47960778' target='_blank' rel='noopener noreferrer'>▲ 56</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47960778' target='_blank' rel='noopener noreferrer'>💬 66</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span></div>\n<img class='hn-img' src='https://heise.cloudimg.io/bound/1200x1200/q85.png-lossy-85.webp-lossy-85.foil1/_www-heise-de_/imgs/18/5/0/7/4/0/4/2/BESS-GESI-Grohnde-16-9-d9d7a171b660eebb.jpg' data-full='https://heise.cloudimg.io/bound/1200x1200/q85.png-lossy-85.webp-lossy-85.foil1/_www-heise-de_/imgs/18/5/0/7/4/0/4/2/BESS-GESI-Grohnde-16-9-d9d7a171b660eebb.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A massive 1.4 GW battery storage project is planned at the site of the former Grohnde nuclear plant, signaling the shift to grid-scale storage and energy resilience. It shows how decommissioned plants can host renewable storage assets.</p>\n<p class='hn-text-zh'>在前 Grohnde 核电站计划建设 1.4GW 级别的巨型储能项目，标志着对电网规模化储能与能源韧性的重视。退役核电设施正在转为承载可再生储能的潜在资产。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972158' data-tags='Science' data-hn-time='1777620926' data-hn-score='15' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(85) <a href='https://journalofcognition.org/articles/10.5334/joc.273' target='_blank' rel='noopener noreferrer'>Music with Lyrics Interferes with Cognitive Tasks (2023)</a></p>\n<p class='hn-meta'>带歌词的音乐干扰认知任务（2023）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 00:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972158' target='_blank' rel='noopener noreferrer'>▲ 15</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972158' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<p class='hn-text-en'>A study shows lyrics hinder performance on cognitive tasks like memory and attention, while instrumental music has different effects. The findings help decide when to use music as background and when to focus in work or study.</p>\n<p class='hn-text-zh'>研究表明歌词会削弱记忆、注意力等认知任务的表现，而无词音乐则有不同作用。这为工作或学习时是否听音乐提供了依据。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949616' data-tags='Science' data-hn-time='1777475777' data-hn-score='109' data-hot-score='0.07'>\n<div class='hn-body'>\n<p class='hn-title'>(86) <a href='https://www.quantamagazine.org/what-can-we-gain-by-losing-infinity-20260429/' target='_blank' rel='noopener noreferrer'>What can we gain by losing infinity?</a></p>\n<p class='hn-meta'>我们能通过失去无限获得什么？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 08:16 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949616' target='_blank' rel='noopener noreferrer'>▲ 109</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949616' target='_blank' rel='noopener noreferrer'>💬 117</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://www.quantamagazine.org/wp-content/uploads/2026/04/Anti-Infinity-cr-Kristina-Armitage-Social.jpg' data-full='https://www.quantamagazine.org/wp-content/uploads/2026/04/Anti-Infinity-cr-Kristina-Armitage-Social.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Explores how embracing finitary approaches or truncating infinite concepts can yield new mathematical or computational insights. The piece ties abstract ideas to practical gains in computation, physics, or philosophy, showing that shedding the ideal of infinity can lead to usable approximations or new theories. It emphasizes the value of finite models in tackling real-world problems.</p>\n<p class='hn-text-zh'>探讨在将无限概念简化或接受有限化时，如何带来新的数学或计算洞见。文章将抽象理念与计算、物理或哲学的实际应用联系起来，展示放弃无限理想能带来可用的近似或新理论，强调有限模型在现实问题中的价值。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47968035' data-tags='Open Source,Privacy' data-hn-time='1777582161' data-hn-score='26' data-hot-score='0.06'>\n<div class='hn-body'>\n<p class='hn-title'>(87) <a href='https://simplex.chat/blog/20260430-simplex-channels-v6-5-consortium-crowdfunding-freedom-of-speech.html' target='_blank' rel='noopener noreferrer'>SimpleX Channels, SimpleX Network Consortium and Community Crowdfunding</a></p>\n<p class='hn-meta'>SimpleX 通道、SimpleX 网络联盟与社区众筹</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 13:49 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47968035' target='_blank' rel='noopener noreferrer'>▲ 26</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47968035' target='_blank' rel='noopener noreferrer'>💬 2</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://simplex.chat/blog/images/20260430-home.png' data-full='https://simplex.chat/blog/images/20260430-home.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A post announcing SimpleX Channels v6.5 and a network consortium, with a focus on crowdfunding to support a decentralised, censorship-resistant communications platform. It outlines governance goals and how backers can participate in building an open, privacy-preserving communication layer.</p>\n<p class='hn-text-zh'>社区众筹与 SimpleX Channels 版本 6.5、SimpleX 网络联盟一并推出，旨在资助一个去中心化、抗审查的消息传递网络。文中阐述治理原则以及背书方如何参与建设一个开放、注重隐私的通信层。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47969522' data-tags='Science,Data' data-hn-time='1777590897' data-hn-score='20' data-hot-score='0.06'>\n<div class='hn-body'>\n<p class='hn-title'>(88) <a href='https://phys.org/news/2026-04-universal-patterns-emerge-languages-vocabularies.html' target='_blank' rel='noopener noreferrer'>Universal patterns emerge across 22 languages, mapping how vocabularies evolve</a></p>\n<p class='hn-meta'>22种语言中的通用模式：词汇演变的映射</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 16:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47969522' target='_blank' rel='noopener noreferrer'>▲ 20</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47969522' target='_blank' rel='noopener noreferrer'>💬 1</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://scx2.b-cdn.net/gfx/news/hires/2026/universal-patterns-eme.jpg' data-full='https://scx2.b-cdn.net/gfx/news/hires/2026/universal-patterns-eme.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Researchers report universal patterns in how vocabularies evolve across 22 languages, suggesting shared underlying dynamics in lexical growth. The finding informs language modeling, cross-linguistic NLP, and cognitive linguistics by revealing scaling laws or common development trajectories.</p>\n<p class='hn-text-zh'>研究表明在22种语言中词汇演化存在普遍模式，揭示词汇增长背后可能的共同驱动机制。这一发现对语言建模、跨语言自然语言处理以及认知语言学具有重要启示，或揭示普遍的扩展规律。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47933934' data-tags='Design,Programming' data-hn-time='1777381073' data-hn-score='139' data-hot-score='0.05'>\n<div class='hn-body'>\n<p class='hn-title'>(89) <a href='https://pomax.github.io/bezierinfo/' target='_blank' rel='noopener noreferrer'>A Primer on Bézier Curves – So What Makes a Bézier Curve?</a></p>\n<p class='hn-meta'>贝塞尔曲线入门：到底是什么构成贝塞尔曲线？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 05:57 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47933934' target='_blank' rel='noopener noreferrer'>▲ 139</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47933934' target='_blank' rel='noopener noreferrer'>💬 21</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://pomax.github.io/bezierinfo/images/og-image.png' data-full='https://pomax.github.io/bezierinfo/images/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Breaks down Bezier curves, explaining control points, the De Casteljau construction, and how these curves underpin vector graphics and font design. The guide also contrasts Bezier with other spline types and gives practical tips for use.</p>\n<p class='hn-text-zh'>贝塞尔曲线入门讲解了控制点、De Casteljau 算法及其在矢量图形、字体设计中的应用，並比较了与其他样条的区别，给出实际使用要点。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47955789' data-tags='AI,Hardware' data-hn-time='1777503370' data-hn-score='55' data-hot-score='0.05'>\n<div class='hn-body'>\n<p class='hn-title'>(90) <a href='https://www.wired.com/story/when-robots-have-their-chatgpt-moment-remember-these-pincers/' target='_blank' rel='noopener noreferrer'>Eka’s robotic claw feels like we're approaching a ChatGPT moment</a></p>\n<p class='hn-meta'>Eka 的机械爪让人感觉我们正迎来‘ChatGPT 时刻’</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 15:56 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47955789' target='_blank' rel='noopener noreferrer'>▲ 55</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47955789' target='_blank' rel='noopener noreferrer'>💬 53</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://media.wired.com/photos/69f11fc37df9442e8d9b4374/191:100/w_1280,c_limit/20260320-wired-eka-robotics-0429.jpg' data-full='https://media.wired.com/photos/69f11fc37df9442e8d9b4374/191:100/w_1280,c_limit/20260320-wired-eka-robotics-0429.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A robotic claw from Eka demonstrates AI-assisted manipulation, hinting at a future where robots interpret language models to guide physical tasks.</p>\n<p class='hn-text-zh'>Eka 的机器人爪展示了 AI 辅助的抓取与操作，暗示未来机器人可能借助语言模型来理解指令并完成复杂物理任务。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939246' data-tags='DevOps,Programming' data-hn-time='1777403946' data-hn-score='113' data-hot-score='0.04'>\n<div class='hn-body'>\n<p class='hn-title'>(91) <a href='https://gregraiz.com/blog/local-vibe/' target='_blank' rel='noopener noreferrer'>I Got Sick of Remembering Port Numbers</a></p>\n<p class='hn-meta'>我终于厌倦了记端口号</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:19 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939246' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939246' target='_blank' rel='noopener noreferrer'>💬 109</a> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://gregraiz.com/assets/avatar.png' data-full='https://gregraiz.com/assets/avatar.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Port numbers are a hassle; the post shares approaches to avoid memorizing them, such as using service discovery, DNS aliases, or local routing tricks. It argues for more ergonomic development workflows in networked services.</p>\n<p class='hn-text-zh'>端口号记忆麻烦，文中分享通过服务发现、DNS 别名或本地路由等方式来避免记住端口号的方法，主张让开发者在网络服务中拥有更高效的工作流。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939158' data-tags='Energy,Politics' data-hn-time='1777403606' data-hn-score='96' data-hot-score='0.04'>\n<div class='hn-body'>\n<p class='hn-title'>(92) <a href='https://en.wikipedia.org/wiki/Church_Rock_uranium_mill_spill' target='_blank' rel='noopener noreferrer'>The Church Rock Uranium Mill Spill</a></p>\n<p class='hn-meta'>Church Rock 铀矿厂泄漏事故</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:13 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939158' target='_blank' rel='noopener noreferrer'>▲ 96</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939158' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://upload.wikimedia.org/wikipedia/commons/d/d5/United_Nuclear_Corporation_Church_Rock_Uranium_Mill.jpeg' data-full='https://upload.wikimedia.org/wikipedia/commons/d/d5/United_Nuclear_Corporation_Church_Rock_Uranium_Mill.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A 1979 uranium mill spill at Church Rock released large amounts of radioactive waste into the desert; it's one of the worst nuclear incidents in US history. It underscores legacy pollution and regulatory challenges in mining and energy sectors, with lessons for tech and policy.</p>\n<p class='hn-text-zh'>Church Rock 铀矿厂在 1979 年发生严重的放射性废料泄漏，成为美国历史上最严重的核事故之一。此事揭示了矿业与能源领域的遗留污染与监管挑战，对科技与政策具有长期影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47927011' data-tags='Programming,AI' data-hn-time='1777322302' data-hn-score='114' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(93) <a href='https://idlemachines.co.uk/essays/softmax' target='_blank' rel='noopener noreferrer'>Softmax, can you derive the Jacobian? And should you care?</a></p>\n<p class='hn-meta'>Softmax：能推导雅可比矩阵吗？是否值得关心？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 27, 2026 / 13:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47927011' target='_blank' rel='noopener noreferrer'>▲ 114</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47927011' target='_blank' rel='noopener noreferrer'>💬 45</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://idlemachines.co.uk/api/og/essay?title=Softmax%2C%20can%20you%20really%20derive%20the%20Jacobian%3F%20And%20should%20you%20care%3F' data-full='https://idlemachines.co.uk/api/og/essay?title=Softmax%2C%20can%20you%20really%20derive%20the%20Jacobian%3F%20And%20should%20you%20care%3F' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The post derives the Jacobian of the Softmax function and discusses its relevance for practical machine learning. While the Jacobian is dense and coupled, understanding it helps diagnose gradient flow in multi-class models and informs numerical implementation choices. The takeaway is that Softmax’s interactions across outputs matter more than they appear at first glance.</p>\n<p class='hn-text-zh'>文章推导了 Softmax 的雅可比矩阵，并讨论其在实际机器学习中的作用。虽然雅可比矩阵很稠密且耦合，但理解它有助于诊断多分类模型的梯度流动，并为数值实现提供指引。要点在于输出之间的耦合关系比初看时更为重要。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47936184' data-tags='Culture' data-hn-time='1777391497' data-hn-score='91' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(94) <a href='https://en.wikipedia.org/wiki/Auto_polo' target='_blank' rel='noopener noreferrer'>Auto Polo</a></p>\n<p class='hn-meta'>自动马球</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 08:51 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47936184' target='_blank' rel='noopener noreferrer'>▲ 91</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47936184' target='_blank' rel='noopener noreferrer'>💬 23</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://upload.wikimedia.org/wikipedia/commons/6/67/Auto_polo_crop1.jpg' data-full='https://upload.wikimedia.org/wikipedia/commons/6/67/Auto_polo_crop1.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Auto Polo is a historical experiment where drivers control cars on a polo field, blending early automotive tech with sport. The note covers its origins, rules, and why it stands as a curious footnote in the history of vehicles and games.</p>\n<p class='hn-text-zh'>自动马球是一项早期的实验性运动，驾驶员驾驶汽车在马球场上竞技，融合了汽车技术与体育趣味。文中回顾了起源、规则，以及其在汽车史与体育史中的有趣地位。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47948152' data-tags='Education,Science' data-hn-time='1777469327' data-hn-score='52' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(95) <a href='https://spectrum.ieee.org/roboticist-turned-teacher-eniac-replica' target='_blank' rel='noopener noreferrer'>Roboticist-Turned-Teacher Built a Life-Size Replica of Eniac</a></p>\n<p class='hn-meta'>从机器人专家转为教师：打造了 ENIAC 的等身复制品</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 06:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47948152' target='_blank' rel='noopener noreferrer'>▲ 52</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47948152' target='_blank' rel='noopener noreferrer'>💬 10</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://spectrum.ieee.org/media-library/image.png?id=65575461&width=1200&height=600&coordinates=0%2C281%2C0%2C282' data-full='https://spectrum.ieee.org/media-library/image.png?id=65575461&width=1200&height=600&coordinates=0%2C281%2C0%2C282' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A robotics-trained educator built a life-size replica of ENIAC, reviving the iconic pre-transistor computer for teaching and public engagement. The project shows how hands-on making and robotics skills can illuminate early computing history and inspire students. It also demonstrates value in interdisciplinary approaches to tech education.</p>\n<p class='hn-text-zh'>一位具备机器人学背景的教师打造了 ENIAC 的等身复制品，用于教学与公众互动。该项目展示了动手制作与机器人技能如何点亮早期计算机历史并激发学生兴趣，同时凸显跨学科方法在科技教育中的价值。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939227' data-tags='Hardware,Culture' data-hn-time='1777403859' data-hn-score='39' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(96) <a href='https://nikhiljha.com/posts/vt100/' target='_blank' rel='noopener noreferrer'>Using a 1978 terminal in 2026 (DEC VT-100)</a></p>\n<p class='hn-meta'>在2026年使用一台1978年的 DEC VT-100 终端机</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:17 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939227' target='_blank' rel='noopener noreferrer'>▲ 39</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939227' target='_blank' rel='noopener noreferrer'>💬 14</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://nikhiljha.com/images/vt100/Hero.jpg' data-full='https://nikhiljha.com/images/vt100/Hero.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A 2026 experiment uses a DEC VT-100 terminal to explore retro computing today, highlighting the charm and limits of 1970s hardware. The setup sheds light on minimal interfaces and resilience trade-offs compared to modern user experiences.</p>\n<p class='hn-text-zh'>用一台 DEC VT-100 终端机在2026年进行实验，展示了1970年代硬件的魅力与局限。该体验凸显极简界面与现代用户体验之间的权衡。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47946990' data-tags='Design,Programming' data-hn-time='1777463165' data-hn-score='30' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(97) <a href='https://nik.digital/posts/compositing-blending' target='_blank' rel='noopener noreferrer'>Compositing and Blending – Exploring the math and intuition behind blend modes</a></p>\n<p class='hn-meta'>合成与混合——探索混合模式的数学与直觉</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 04:46 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47946990' target='_blank' rel='noopener noreferrer'>▲ 30</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47946990' target='_blank' rel='noopener noreferrer'>💬 3</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://nik.digital/posts/compositing-blending/opengraph-image-1wdqp3?9295f72f0f3c774d' data-full='https://nik.digital/posts/compositing-blending/opengraph-image-1wdqp3?9295f72f0f3c774d' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An exploration of blend modes in graphics, covering the math of alpha compositing and how different modes affect color and contrast. The piece provides intuition for designers and practical tips for choosing blend modes in compositing and visual effects.</p>\n<p class='hn-text-zh'>本文深入讲解图像合成中的混合模式，涵盖透明度运算与不同模式对颜色与对比度的影响，并为设计师提供直观理解与实际选用建议。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47942347' data-tags='Science' data-hn-time='1777419787' data-hn-score='29' data-hot-score='0.01'>\n<div class='hn-body'>\n<p class='hn-title'>(98) <a href='https://www.alphaxiv.org/abs/2604.23468' target='_blank' rel='noopener noreferrer'>A Milestone in Formalization: The Sphere Packing Problem in Dimension 8</a></p>\n<p class='hn-meta'>8 维球面打包问题的形式化里程碑</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 16:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47942347' target='_blank' rel='noopener noreferrer'>▲ 29</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47942347' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://www.alphaxiv.org/api/paper-twitter-image?title=A+Milestone+in+Formalization%3A+The+Sphere+Packing+Problem+in+Dimension+8&authors=Sidharth+Hariharan%2C+Christopher+Birkbeck%2C+Seewoo+Lee%2C+Ho+Kiu+Gareth+Ma%2C+Bhavik+Mehta%2C+Auguste+Poiroux%2C+Maryna+Viazovska' data-full='https://www.alphaxiv.org/api/paper-twitter-image?title=A+Milestone+in+Formalization%3A+The+Sphere+Packing+Problem+in+Dimension+8&authors=Sidharth+Hariharan%2C+Christopher+Birkbeck%2C+Seewoo+Lee%2C+Ho+Kiu+Gareth+Ma%2C+Bhavik+Mehta%2C+Auguste+Poiroux%2C+Maryna+Viazovska' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A milestone in formalization: the sphere packing problem in 8 dimensions has been formalized and verified, enabling machine-checked proofs of optimality. The work advances the collaboration between mathematical insight and formal proof systems, with implications for coding theory and communications.</p>\n<p class='hn-text-zh'>形式化证明方面取得里程碑：对8维球面打包问题进行了形式化验证，允许对最优性进行机器可校验的证明。此进展标志着将数学洞见与形式化证明系统结合的里程碑，对于编码理论和通信研究具有潜在影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47950070' data-tags='Business' data-hn-time='1777477698' data-hn-score='21' data-hot-score='0.01'>\n<div class='hn-body'>\n<p class='hn-title'>(99) <a href='https://www.worksinprogress.news/p/how-disposable-diapers-conquered' target='_blank' rel='noopener noreferrer'>The Smelly Baby Problem</a></p>\n<p class='hn-meta'>臭味婴儿问题</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 08:48 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47950070' target='_blank' rel='noopener noreferrer'>▲ 21</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47950070' target='_blank' rel='noopener noreferrer'>💬 6</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!_fei!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c7e66ce-5e9f-420e-aa3d-ca01da458f15_1195x821.jpeg' data-full='https://substackcdn.com/image/fetch/$s_!_fei!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c7e66ce-5e9f-420e-aa3d-ca01da458f15_1195x821.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Disposable diapers addressed odor by redesigning absorbency, materials, and containment, fueling wide adoption over cloth alternatives. The story also weighs environmental costs and the rapid growth of the diaper market.</p>\n<p class='hn-text-zh'>一次性尿布通过改进吸收性、材料和封控设计解决了“臭味”问题，从而推动了相对于布尿布的广泛采用。文章也讨论了环境成本与尿布产业的快速扩张。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47952807' data-tags='Privacy' data-hn-time='1777489247' data-hn-score='16' data-hot-score='0.01'>\n<div class='hn-body'>\n<p class='hn-title'>(100) <a href='https://simme.dev/posts/the-end-of-just-ask-sarah/' target='_blank' rel='noopener noreferrer'>The end of \"Just ask Sarah\"</a></p>\n<p class='hn-meta'>《Just ask Sarah》的终结</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 12:00 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47952807' target='_blank' rel='noopener noreferrer'>▲ 16</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47952807' target='_blank' rel='noopener noreferrer'>💬 10</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<p class='hn-text-en'>The piece argues that the 'Just ask Sarah' approach is ending, citing concerns over coverage, privacy, and reliability, and hints at more robust, multi-source QA patterns.</p>\n<p class='hn-text-zh'>文章讨论“Just ask Sarah”方法为何走到尽头，指出覆盖、隐私与可靠性方面的担忧，并暗示将出现更稳健的多源问答模式。</p>\n</div>\n</div>\n</div>\n"}, "175f52d086b69eef1e84a38cb2d2a5f1cf4c181a": {"t": 1785772470.5189383, "n": 147677, "h": "5361da15e640f3a4", "c": "---\nlayout: hn\ntitle: \"Hacker News — Trending (2026-05-01)\"\n---\n<h1 class='hn-h1'>Hacker News Daily — 2026-05-01 <span class='hn-mode-badge hn-mode-top'>Trending</span></h1>\n<div class='hn-nav'><a class='hn-nav-btn hn-prev' href='/hackernews/2026/04/30/top_stories_04302026'>‹ Prev day</a><a class='hn-nav-btn hn-nav-index' href='/hackernews/'>← Index</a><a class='hn-nav-btn hn-next' href='/hackernews/2026/05/02/top_stories_05022026'>Next day ›</a></div>\n<p class='hn-subtitle'>Scraped at 12:06, May 01, 2026 (PDT)</p>\n<hr class='hn-rule'/>\n<div class='hn-list'>\n<div class='hn-card' id='story-47976415' data-tags='AI,Business' data-hn-time='1777651733' data-hn-score='321' data-hot-score='17.42'>\n<div class='hn-body'>\n<p class='hn-title'>(1) <a href='https://www.briefs.co/news/uber-torches-entire-2026-ai-budget-on-claude-code-in-four-months/' target='_blank' rel='noopener noreferrer'>Uber Torches 2026 AI Budget on Claude Code in Four Months</a></p>\n<p class='hn-meta'>Uber 四个月内把 2026 年 AI 预算全花在 Claude 代码上</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47976415' target='_blank' rel='noopener noreferrer'>▲ 321</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47976415' target='_blank' rel='noopener noreferrer'>💬 342</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://www.briefs.co/wp-content/uploads/2026/04/uber-torches-entire-2026-ai-budget-on-claude-code-in-four-months.png' data-full='https://www.briefs.co/wp-content/uploads/2026/04/uber-torches-entire-2026-ai-budget-on-claude-code-in-four-months.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Uber reportedly burned through its entire 2026 AI budget on Claude-based code in four months, signaling a rapid vendor consolidation strategy. The move illustrates enterprise appetite for single-vendor AI stacks to accelerate product work, but raises concerns about cost control and vendor lock-in. It also hints at how quickly AI budgets can be exhausted when ambitious plans scale up.</p>\n<p class='hn-text-zh'>据称 Uber 在四个月内用尽了 2026 年的 AI 预算用于 Claude 相关代码，显示出向单一供应商工具栈快速集中的一种策略。此举揭示企业为加速 AI 驱动的产品开发而追随单一平台的趋势，同时引发对成本控制与供应商锁定的担忧，亦反映在高强度计划下预算的快速消耗。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977450' data-tags='Security,Privacy,AI' data-hn-time='1777656336' data-hn-score='129' data-hot-score='11.8'>\n<div class='hn-body'>\n<p class='hn-title'>(2) <a href='https://www.youtube.com/watch?v=nHwxV0Sd9V8' target='_blank' rel='noopener noreferrer'>Flock cameras keep telling police a man who doesn't have a warrant has a warrant</a></p>\n<p class='hn-meta'>Flock 摄像头在无授权情况下向警察告警，称有搜查令</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:25 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977450' target='_blank' rel='noopener noreferrer'>▲ 129</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977450' target='_blank' rel='noopener noreferrer'>💬 94</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<p class='hn-text-en'>A city found that Flock cameras repeatedly flagged a man as having a warrant, prompting scrutiny of surveillance accuracy and due process. The incident adds to concerns about AI-enabled policing and warrants-based alerts.</p>\n<p class='hn-text-zh'>市政府发现 Flock 摄像头多次向警察报告一名男子有逮捕令，引发对监控准确性与程序正义的质疑。此事加剧了对以 AI 驱动的执法与基于逮捕令警报的担忧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977383' data-tags='AI,Energy' data-hn-time='1777655938' data-hn-score='87' data-hot-score='7.53'>\n<div class='hn-body'>\n<p class='hn-title'>(3) <a href='https://californiawaterblog.com/2026/04/26/ai-water-use-distractions-and-lessons-for-california/' target='_blank' rel='noopener noreferrer'>AI Uses Less Water Than the Public Thinks</a></p>\n<p class='hn-meta'>人工智能用水量低于公众预期</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:18 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977383' target='_blank' rel='noopener noreferrer'>▲ 87</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977383' target='_blank' rel='noopener noreferrer'>💬 53</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span></div>\n<img class='hn-img' src='https://i0.wp.com/californiawaterblog.com/wp-content/uploads/2026/01/Christine-ICON-circle-WaterBlog-Profile.png?fit=1625%2C1850&ssl=1' data-full='https://i0.wp.com/californiawaterblog.com/wp-content/uploads/2026/01/Christine-ICON-circle-WaterBlog-Profile.png?fit=1625%2C1850&ssl=1' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A California Water Blog post argues AI water use is smaller than common perception, despite AI's energy footprint. It dives into cooling practices, water recycling, and regional policy implications for water-scarce states, urging nuance in water-footprint accounting as AI expands.</p>\n<p class='hn-text-zh'>加州水资源博客指出，尽管 AI 能耗很高，人工智能的数据中心用水量往往低于公众想象。文章探讨制冷方法、水循环再利用以及对水资源紧张地区的政策影响，强调在 AI 规模扩大时需要更精细的用水足迹核算。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977134' data-tags='AI,Security,Programming' data-hn-time='1777654775' data-hn-score='90' data-hot-score='6.74'>\n<div class='hn-body'>\n<p class='hn-title'>(4) <a href='https://github.com/Exocija/ZetaLib/blob/main/The%20Gay%20Jailbreak/The%20Gay%20Jailbreak.md' target='_blank' rel='noopener noreferrer'>The Gay Jailbreak Technique</a></p>\n<p class='hn-meta'>The Gay Jailbreak 技术</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:59 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977134' target='_blank' rel='noopener noreferrer'>▲ 90</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977134' target='_blank' rel='noopener noreferrer'>💬 31</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/f7084640ae7a3c235f00955e7babf67d7e28d5eba98b1996ad46784aaf2e0370/Exocija/ZetaLib' data-full='https://opengraph.githubassets.com/f7084640ae7a3c235f00955e7babf67d7e28d5eba98b1996ad46784aaf2e0370/Exocija/ZetaLib' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A GitHub doc exposes a jailbreak technique named 'The Gay Jailbreak' that demonstrates prompt-injection and safety bypass methods for large language models. It underscores the ongoing arms race between researchers strengthening AI safety and attackers probing guardrails, with implications for defense and policy.</p>\n<p class='hn-text-zh'>一份 GitHub 文档披露了名为“The Gay Jailbreak”的越狱技术，展示了通过提示注入绕过大型语言模型安全机制的方法。它凸显了AI 安全研究与对抗之间的博弈，以及对防御与政策的持续影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978386' data-tags='Politics' data-hn-time='1777660735' data-hn-score='32' data-hot-score='5.8'>\n<div class='hn-body'>\n<p class='hn-title'>(5) <a href='https://www.rightscon.org/rc26-statement/' target='_blank' rel='noopener noreferrer'>A statement about why RightsCon 2026 will not take place in Zambia</a></p>\n<p class='hn-meta'>RightsCon 2026 不在赞比亚举行的声明</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 11:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978386' target='_blank' rel='noopener noreferrer'>▲ 32</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978386' target='_blank' rel='noopener noreferrer'>💬 2</a> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://www.rightscon.org/cms/assets/uploads/2026/05/Blog-header-Statement-RC-Zambia-01-IC-1.jpg' data-full='https://www.rightscon.org/cms/assets/uploads/2026/05/Blog-header-Statement-RC-Zambia-01-IC-1.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>RightsCon 2026 will not be hosted in Zambia, according to an official statement from the conference organizers. The note outlines the reasons behind the decision and hints at alternate plans, signaling where the event will land next. The move underscores how political and logistical factors shape global digital rights gatherings.</p>\n<p class='hn-text-zh'>RightsCon 2026 不在赞比亚举行的官方声明揭示了决定背后的原因，并暗示将有替代安排，指向下一步的举办地点。此举反映了政治与后勤因素如何影响全球数字权利大会的安排。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975785' data-tags='Open Source,Health,Security' data-hn-time='1777648536' data-hn-score='143' data-hot-score='5.77'>\n<div class='hn-body'>\n<p class='hn-title'>(6) <a href='https://keepthingsopen.com' target='_blank' rel='noopener noreferrer'>An open letter asking NHS England to keep its code open</a></p>\n<p class='hn-meta'>公开信：请英格兰国民保健署保持代码开源</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:15 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975785' target='_blank' rel='noopener noreferrer'>▲ 143</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975785' target='_blank' rel='noopener noreferrer'>💬 7</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--emerald' data-tag='Health'>Health</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://keepthingsopen.com/og.png' data-full='https://keepthingsopen.com/og.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An open letter urging NHS England to keep its software open-source, arguing openness improves security, interoperability, and accountability in health tech.</p>\n<p class='hn-text-zh'>公开信呼吁 NHS England 保持代码开源，主张开放性可提升安全性、互操作性和对健康科技开发者及患者的问责性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975571' data-tags='Career,Startups' data-hn-time='1777647607' data-hn-score='144' data-hot-score='5.38'>\n<div class='hn-body'>\n<p class='hn-title'>(7) <a href='https://news.ycombinator.com/item?id=47975571' target='_blank' rel='noopener noreferrer'>Ask HN: Who is hiring? (May 2026)</a></p>\n<p class='hn-meta'>Ask HN：五月 2026 的招聘信息</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:00 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975571' target='_blank' rel='noopener noreferrer'>▲ 144</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975571' target='_blank' rel='noopener noreferrer'>💬 155</a> <span class='hn-tag hn-tag--sky' data-tag='Career'>Career</span> <span class='hn-tag hn-tag--amber' data-tag='Startups'>Startups</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A Hacker News community-sourced roundup of open roles for May 2026. Expect startups and tech firms listing software, data, and engineering roles, with an emphasis on remote work and competitive compensation.</p>\n<p class='hn-text-zh'>这是 Hacker News 社区整理的五月 2026 年开放岗位汇总，覆盖初创公司与科技企业的软件、数据与工程类职位，重点关注远程工作与有竞争力的薪酬。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973378' data-tags='Security,Privacy,AI' data-hn-time='1777633712' data-hn-score='342' data-hot-score='5.36'>\n<div class='hn-body'>\n<p class='hn-title'>(8) <a href='https://x.com/aaronp613/status/2049986504617820551' target='_blank' rel='noopener noreferrer'>Apple accidentally left Claude.md files Apple Support app</a></p>\n<p class='hn-meta'>苹果意外在 Apple Support 应用中暴露 Claude.md 文件</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973378' target='_blank' rel='noopener noreferrer'>▲ 342</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973378' target='_blank' rel='noopener noreferrer'>💬 278</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://pbs.twimg.com/media/HHMDhzqXEAATAX9.jpg' data-full='https://pbs.twimg.com/media/HHMDhzqXEAATAX9.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Apple left Claude.md files exposed in the Apple Support app, risking exposure of internal docs. The incident points to misconfigurations in asset hosting and the importance of strict access controls in software packaging.</p>\n<p class='hn-text-zh'>苹果支持应用中意外暴露了内部 Claude.md 文件，可能暴露敏感文档。此事件凸显资源配置失误可能带来的信息泄露，以及在应用打包中加强访问控制的必要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977583' data-tags='Culture' data-hn-time='1777656889' data-hn-score='48' data-hot-score='4.67'>\n<div class='hn-body'>\n<p class='hn-title'>(9) <a href='https://midnightmurmurations.substack.com/p/the-x-files-has-made-me-nostalgic' target='_blank' rel='noopener noreferrer'>The X-Files Has Made Me Nostalgic for a Time I Never Experienced</a></p>\n<p class='hn-meta'>《X档案》让我对一个我从未经历过的时代感到怀旧</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977583' target='_blank' rel='noopener noreferrer'>▲ 48</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977583' target='_blank' rel='noopener noreferrer'>💬 13</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<p class='hn-text-en'>The X-Files nostalgia piece examines how a 90s sci-fi series shapes contemporary tech anxieties and cultural memory, even for generations who didn't live through the era.</p>\n<p class='hn-text-zh'>本文讨论《X档案》如何让人对未曾经历的时代产生怀旧，反映出90年代科幻在当代科技焦虑与文化记忆中的影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977498' data-tags='Business' data-hn-time='1777656525' data-hn-score='42' data-hot-score='3.88'>\n<div class='hn-body'>\n<p class='hn-title'>(10) <a href='https://arstechnica.com/gadgets/2026/05/amazon-stuck-with-months-of-repairs-after-drone-strikes-on-data-centers/' target='_blank' rel='noopener noreferrer'>AWS stops billing Middle East cloud customers as repairs to war damage drag on</a></p>\n<p class='hn-meta'>AWS 暂停向中东地区云客户计费</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977498' target='_blank' rel='noopener noreferrer'>▲ 42</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977498' target='_blank' rel='noopener noreferrer'>💬 12</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://cdn.arstechnica.net/wp-content/uploads/2026/05/GettyImages-2264958756-1024x648.jpg' data-full='https://cdn.arstechnica.net/wp-content/uploads/2026/05/GettyImages-2264958756-1024x648.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>AWS paused billing for Middle East cloud customers as repairs to war-damaged data centers drag on, highlighting ongoing resilience challenges for regional cloud users.</p>\n<p class='hn-text-zh'>AWS 暂停向中东地区云客户计费，原因是对战争破坏的数据中心进行的修复拖延，凸显区域云服务在韧性与持续运营方面的挑战。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972447' data-tags='AI' data-hn-time='1777624171' data-hn-score='351' data-hot-score='3.61'>\n<div class='hn-body'>\n<p class='hn-title'>(11) <a href='https://docs.x.ai/developers/models/grok-4.3' target='_blank' rel='noopener noreferrer'>Grok 4.3</a></p>\n<p class='hn-meta'>Grok 4.3</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:29 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972447' target='_blank' rel='noopener noreferrer'>▲ 351</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972447' target='_blank' rel='noopener noreferrer'>💬 462</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://docs.x.ai/api/og?t=eyJ0aXRsZSI6Ikdyb2sgNC4zIiwidiI6IjMiLCJzY29wZSI6ImRldmVsb3BlcnMiLCJzZWN0aW9uIjoiTW9kZWxzIGFuZCBQcmljaW5nIn0.SMidkHaGudRzuawDgM_H4n4Y3WQgd7xcEmaQjlFarcw' data-full='https://docs.x.ai/api/og?t=eyJ0aXRsZSI6Ikdyb2sgNC4zIiwidiI6IjMiLCJzY29wZSI6ImRldmVsb3BlcnMiLCJzZWN0aW9uIjoiTW9kZWxzIGFuZCBQcmljaW5nIn0.SMidkHaGudRzuawDgM_H4n4Y3WQgd7xcEmaQjlFarcw' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Grok 4.3 is the latest release of the Grok model family, offering updates to its model API and capabilities for developers building on the platform.</p>\n<p class='hn-text-zh'>Grok 4.3 是 Grok 模型家族的最新版本，为在该平台上构建应用的开发者带来 API 与能力的更新。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975676' data-tags='Legal,Startups' data-hn-time='1777648022' data-hn-score='92' data-hot-score='3.54'>\n<div class='hn-body'>\n<p class='hn-title'>(12) <a href='https://news.ycombinator.com/item?id=47975676' target='_blank' rel='noopener noreferrer'>I'm Peter Roberts, immigration attorney who does work for YC and startups. AMA</a></p>\n<p class='hn-meta'>我是 Peter Roberts，一位为 YC 与初创公司提供移民法律服务的律师</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:07 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975676' target='_blank' rel='noopener noreferrer'>▲ 92</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975676' target='_blank' rel='noopener noreferrer'>💬 138</a> <span class='hn-tag hn-tag--orange' data-tag='Legal'>Legal</span> <span class='hn-tag hn-tag--amber' data-tag='Startups'>Startups</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Peter Roberts, an immigration attorney who works with YC and startups, hosts an AMA about visas, sponsorship pipelines, and global hiring realities for startups.</p>\n<p class='hn-text-zh'>Peter Roberts 这位为 YC 与初创公司提供移民法律服务的律师开启 AMA，解答签证选项、赞助流程及全球招聘中的现实挑战。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978370' data-tags='Privacy,Security' data-hn-time='1777660667' data-hn-score='20' data-hot-score='3.51'>\n<div class='hn-body'>\n<p class='hn-title'>(13) <a href='https://www.404media.co/city-learns-flock-accessed-cameras-in-childrens-gymnastics-room-as-a-sales-pitch-demo-renews-contract-anyway/' target='_blank' rel='noopener noreferrer'>City Learns Flock Accessed Cameras in Children's Gymnastics Room as a Sales Demo</a></p>\n<p class='hn-meta'>市政府发现 Flock 摄像头在儿童体操房被用作销售演示时访问摄像头</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 11:37 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978370' target='_blank' rel='noopener noreferrer'>▲ 20</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978370' target='_blank' rel='noopener noreferrer'>💬 1</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://storage.ghost.io/c/0f/76/0f76b548-bc58-4f25-abc3-3f5ebca07da4/content/images/size/w1200/2026/04/CleanShot-2026-04-30-at-06.17.39@2x.png' data-full='https://storage.ghost.io/c/0f/76/0f76b548-bc58-4f25-abc3-3f5ebca07da4/content/images/size/w1200/2026/04/CleanShot-2026-04-30-at-06.17.39@2x.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>City learned that Flock cameras accessed cameras in a children's gymnastics room as a sales demo, raising privacy and governance concerns for surveillance tech vendors.</p>\n<p class='hn-text-zh'>市政府发现 Flock 摄像头在儿童体操房被用作销售演示时访问摄像头，引发对监控技术供应商隐私与治理的担忧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973376' data-tags='Design,Web' data-hn-time='1777633700' data-hn-score='222' data-hot-score='3.47'>\n<div class='hn-body'>\n<p class='hn-title'>(14) <a href='https://websmith.studio/blog/your-website-is-not-for-you/' target='_blank' rel='noopener noreferrer'>Your Website Is Not for You</a></p>\n<p class='hn-meta'>你的网站不是为你自己设计的</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973376' target='_blank' rel='noopener noreferrer'>▲ 222</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973376' target='_blank' rel='noopener noreferrer'>💬 154</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<p class='hn-text-en'>Design decisions should serve users, not the creator. The piece emphasizes user-centered UX, urging clear content, accessible navigation, and task-focused flows, with practical cues to measure success from a user’s point of view.</p>\n<p class='hn-text-zh'>设计决策应以用户为中心，而非以设计者为中心。文章强调提升可用性、清晰信息结构和以用户任务为导向的体验，并给出从用户角度评估成效的实用建议。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972511' data-tags='Show HN,Programming,Hardware' data-hn-time='1777625025' data-hn-score='308' data-hot-score='3.28'>\n<div class='hn-body'>\n<p class='hn-title'>(15) <a href='https://github.com/darrylmorley/whatcable' target='_blank' rel='noopener noreferrer'>Show HN: WhatCable, a tiny menu bar app for inspecting USB-C cables</a></p>\n<p class='hn-meta'>Show HN：WhatCable——用于查看 USB-C 电缆的小型菜单栏应用</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972511' target='_blank' rel='noopener noreferrer'>▲ 308</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972511' target='_blank' rel='noopener noreferrer'>💬 112</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://repository-images.githubusercontent.com/1226286910/faabb9c8-772f-43d0-8643-57d90b45f5b2' data-full='https://repository-images.githubusercontent.com/1226286910/faabb9c8-772f-43d0-8643-57d90b45f5b2' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>WhatCable is a tiny macOS menu-bar app that inspects USB-C cables to report capabilities like power delivery and alt-mode support. It demonstrates how lightweight utilities can help developers verify hardware compatibility.</p>\n<p class='hn-text-zh'>WhatCable 是一个极简的 macOS 菜单栏应用，可检查 USB-C 电缆的供电、替代模式等能力，帮助开发者快速核对硬件兼容性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975570' data-tags='Career' data-hn-time='1777647607' data-hn-score='83' data-hot-score='3.09'>\n<div class='hn-body'>\n<p class='hn-title'>(16) <a href='https://news.ycombinator.com/item?id=47975570' target='_blank' rel='noopener noreferrer'>Ask HN: Who wants to be hired? (May 2026)</a></p>\n<p class='hn-meta'>Ask HN：谁想被雇佣？（五月 2026）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:00 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975570' target='_blank' rel='noopener noreferrer'>▲ 83</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975570' target='_blank' rel='noopener noreferrer'>💬 156</a> <span class='hn-tag hn-tag--sky' data-tag='Career'>Career</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Another Hacker News thread inviting recruiters and job seekers to share openings and opportunities for May 2026, with notes on remote work trends and skills in demand.</p>\n<p class='hn-text-zh'>又一条 Hacker News 帖子，邀请招聘者和求职者分享 2026 年五月的招聘信息与机会，关注远程工作趋势与热门技能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975392' data-tags='Science' data-hn-time='1777646747' data-hn-score='82' data-hot-score='2.85'>\n<div class='hn-body'>\n<p class='hn-title'>(17) <a href='https://www.online-tribute.com/SallyMcKee' target='_blank' rel='noopener noreferrer'>Sally McKee, who coined the term \"the memory wall\", has died</a></p>\n<p class='hn-meta'>提出“记忆墙”一词的 Sally McKee 去世</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 07:45 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975392' target='_blank' rel='noopener noreferrer'>▲ 82</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975392' target='_blank' rel='noopener noreferrer'>💬 9</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://www.online-tribute.com/memorial/uploads/photo/page-1899-2696-17423572810.jpeg' data-full='https://www.online-tribute.com/memorial/uploads/photo/page-1899-2696-17423572810.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Tributes to Sally McKee, who coined the term 'memory wall,' recognizing her influence on computer architecture and memory systems. Her work helped frame how memory bandwidth and hierarchy shape performance.</p>\n<p class='hn-text-zh'>向提出“记忆墙”一词的 Sally McKee 致敬，肯定她在计算机体系结构与内存系统方面的影响。她的工作帮助人们把内存带宽与层级对性能的影响纳入讨论。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47975592' data-tags='Programming' data-hn-time='1777647668' data-hn-score='74' data-hot-score='2.76'>\n<div class='hn-body'>\n<p class='hn-title'>(18) <a href='https://github.com/whohas/whohas' target='_blank' rel='noopener noreferrer'>whohas – Command-line utility for cross-distro, cross-repository package search</a></p>\n<p class='hn-meta'>whohas：跨发行版、跨仓库的软件包搜索命令行工具</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 08:01 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47975592' target='_blank' rel='noopener noreferrer'>▲ 74</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47975592' target='_blank' rel='noopener noreferrer'>💬 17</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/7faee107133727c56d2e417d33b10b454cb243f3581b8f7cd5294c501be4d0e6/whohas/whohas' data-full='https://opengraph.githubassets.com/7faee107133727c56d2e417d33b10b454cb243f3581b8f7cd5294c501be4d0e6/whohas/whohas' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>whohas is a CLI tool to search packages across Linux distributions and repositories, streamlining compatibility checks for multi-distro environments. It helps developers quickly locate where a package exists and what version is available, reducing dependency guesswork.</p>\n<p class='hn-text-zh'>whohas 是一个命令行工具，用于跨 Linux 发行版和仓库搜索软件包，简化多发行环境下的兼容性检查。它帮助开发者快速定位软件包的位置与可用版本，降低依赖猜测成本。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963204' data-tags='AI,Security' data-hn-time='1777559818' data-hn-score='1296' data-hot-score='2.75'>\n<div class='hn-body'>\n<p class='hn-title'>(19) <a href='https://twitter.com/theo/status/2049645973350363168' target='_blank' rel='noopener noreferrer'>Claude Code refuses requests or charges extra if your commits mention \"OpenClaw\"</a></p>\n<p class='hn-meta'>Claude Code 对提及 OpenClaw 的提交拒绝请求，甚至额外收费</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 07:36 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963204' target='_blank' rel='noopener noreferrer'>▲ 1296</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963204' target='_blank' rel='noopener noreferrer'>💬 698</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://pbs.twimg.com/media/HHHOBgQaYAAV1gG.jpg:large' data-full='https://pbs.twimg.com/media/HHHOBgQaYAAV1gG.jpg:large' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Claude Code reportedly refuses or incurs extra charges for requests tied to the phrase OpenClaw, illustrating guardrails around prompts and naming in coding assistants. The detail reflects how policy constraints and pricing are implemented in AI development tools.</p>\n<p class='hn-text-zh'>报道称 Claude Code 对提及 OpenClaw 的提交拒绝请求，甚至额外收费，体现对特定提示的安全与定价策略在编码助手中的应用。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977470' data-tags='Education,Science' data-hn-time='1777656423' data-hn-score='25' data-hot-score='2.24'>\n<div class='hn-body'>\n<p class='hn-title'>(20) <a href='https://github.com/Lum1104/Understand-Anything' target='_blank' rel='noopener noreferrer'>Understand Anything</a></p>\n<p class='hn-meta'>Understand Anything 项目</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:27 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977470' target='_blank' rel='noopener noreferrer'>▲ 25</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977470' target='_blank' rel='noopener noreferrer'>💬 4</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/a5eac5e3ff091b6da9e53f0e8fa09af183e11499fbfddd2bbe224fd314a429cf/Lum1104/Understand-Anything' data-full='https://opengraph.githubassets.com/a5eac5e3ff091b6da9e53f0e8fa09af183e11499fbfddd2bbe224fd314a429cf/Lum1104/Understand-Anything' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Understand Anything is a project aiming to build a broad reasoning interface to demystify complex concepts and code across domains. It explores universal explainability tooling and cross-domain collaboration.</p>\n<p class='hn-text-zh'>Understand Anything 项目旨在构建一个广域推理界面，以跨领域解释复杂概念与代码。它探索普适的可解释性工具以及跨领域协作的可能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47967786' data-tags='Privacy' data-hn-time='1777580842' data-hn-score='709' data-hot-score='2.2'>\n<div class='hn-body'>\n<p class='hn-title'>(21) <a href='https://rivian.com/support/article/can-i-disable-all-data-collection-from-my-vehicle' target='_blank' rel='noopener noreferrer'>Can I disable all data collection from my vehicle?</a></p>\n<p class='hn-meta'>我能否完全禁用车辆的数据收集？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 13:27 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47967786' target='_blank' rel='noopener noreferrer'>▲ 709</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47967786' target='_blank' rel='noopener noreferrer'>💬 316</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://media.rivian.com/image/upload/f_auto,q_auto/v1695930282/rivian-com/default-riv-com-sharing-image_gjg8mw.jpg' data-full='https://media.rivian.com/image/upload/f_auto,q_auto/v1695930282/rivian-com/default-riv-com-sharing-image_gjg8mw.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Car makers generally allow opting out of some data collection, but completely disabling telemetry is often not possible due to safety, features, and updates. The Rivian guidance illustrates what can be turned off and what remains required for core functions like safety and navigation.</p>\n<p class='hn-text-zh'>多数车企允许关闭某些数据收集，但完全禁用遥测往往因安全性、功能性和更新需求而受限。Rivian 的指南显示哪些数据可以关闭、哪些仍然被收集用于安全与导航等核心功能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977659' data-tags='Show HN,Programming,Privacy,Data' data-hn-time='1777657215' data-hn-score='21' data-hot-score='2.08'>\n<div class='hn-body'>\n<p class='hn-title'>(22) <a href='https://github.com/calebwin/gitgres' target='_blank' rel='noopener noreferrer'>Show HN: My Private GitHub on Postgres</a></p>\n<p class='hn-meta'>Show HN：把私人 GitHub 放在 PostgreSQL 上</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:40 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977659' target='_blank' rel='noopener noreferrer'>▲ 21</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977659' target='_blank' rel='noopener noreferrer'>💬 10</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/ebc2ad7915ba4a5000f53849989ab2cb310cefec44e623f8d53eaa62674578b5/calebwin/gitgres' data-full='https://opengraph.githubassets.com/ebc2ad7915ba4a5000f53849989ab2cb310cefec44e623f8d53eaa62674578b5/calebwin/gitgres' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A project stores private GitHub data in PostgreSQL, enabling a self-hosted, private code repository workflow. It raises questions about data portability, privacy, and how to run private repos at scale.</p>\n<p class='hn-text-zh'>一个项目将私有 GitHub 数据存放在 PostgreSQL 中，实现自托管、私有代码库工作流。此举引发对数据可移植性、隐私保护以及大规模私有仓库运行的讨论。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973755' data-tags='Web,Programming' data-hn-time='1777636691' data-hn-score='101' data-hot-score='1.84'>\n<div class='hn-body'>\n<p class='hn-title'>(23) <a href='https://www.pagetable.com/?p=1854' target='_blank' rel='noopener noreferrer'>Running Adobe's 1991 PostScript Interpreter in the Browser</a></p>\n<p class='hn-meta'>在浏览器中运行 Adobe 的 1991 年 PostScript 解释器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:58 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973755' target='_blank' rel='noopener noreferrer'>▲ 101</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973755' target='_blank' rel='noopener noreferrer'>💬 21</a> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://www.pagetable.com/docs/retro-ps/retro-ps.png' data-full='https://www.pagetable.com/docs/retro-ps/retro-ps.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A project ports Adobe's 1991 PostScript interpreter to run in the browser, allowing faithful rendering of legacy PostScript documents without server-side tooling. It highlights the challenges of porting a vintage interpreter to modern environments and the performance/precision considerations involved. The effort underscores the value of emulation for digital preservation and retro computing.</p>\n<p class='hn-text-zh'>一个将 Adobe 1991 年 PostScript 解释器移植到浏览器的项目，使老旧的 PostScript 文档能够在客户端渲染，避免对服务器端运行时的依赖。展示了把历史解释器带入现代运行时的挑战以及性能与精度的权衡。此工作凸显了在数字保存和复古计算领域，浏览器端仿真的重要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47976856' data-tags='AI,Entertainment' data-hn-time='1777653761' data-hn-score='26' data-hot-score='1.68'>\n<div class='hn-body'>\n<p class='hn-title'>(24) <a href='https://www.bbc.com/news/articles/c5yerr4m1yno' target='_blank' rel='noopener noreferrer'>Spotify adds 'Verified' badges to distinguish human artists from AI</a></p>\n<p class='hn-meta'>Spotify 增加 Verified 徽章以区分真人艺人与 AI 创作</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47976856' target='_blank' rel='noopener noreferrer'>▲ 26</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47976856' target='_blank' rel='noopener noreferrer'>💬 9</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--purple' data-tag='Entertainment'>Entertainment</span></div>\n<img class='hn-img' src='https://ichef.bbci.co.uk/news/1024/branded_news/d379/live/9f35a8f0-4545-11f1-8ea3-630273c214ab.jpg' data-full='https://ichef.bbci.co.uk/news/1024/branded_news/d379/live/9f35a8f0-4545-11f1-8ea3-630273c214ab.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Spotify adds Verified badges to differentiate human artists from AI-generated content, signaling a move toward transparency in streaming metadata and potential new monetization rules.</p>\n<p class='hn-text-zh'>Spotify 推出 Verified 徽章以区分真人艺人与 AI 生成内容，表明在流媒体元数据透明度方面向前迈出一步，并可能引入新的货币化规则。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973108' data-tags='AI,Business' data-hn-time='1777631292' data-hn-score='115' data-hot-score='1.6'>\n<div class='hn-body'>\n<p class='hn-title'>(25) <a href='https://techcrunch.com/2026/04/30/after-dissing-anthropic-for-limiting-mythos-openai-restricts-access-to-cyber-too/' target='_blank' rel='noopener noreferrer'>After dissing Anthropic for limiting Mythos, OpenAI restricts access to Cyber</a></p>\n<p class='hn-meta'>在批评 Anthropic 对 Mythos 的限制后，OpenAI 也收紧了 Cyber 的访问</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973108' target='_blank' rel='noopener noreferrer'>▲ 115</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973108' target='_blank' rel='noopener noreferrer'>💬 90</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://techcrunch.com/wp-content/uploads/2026/04/Screenshot-2026-04-14-at-7.00.44-PM.png?resize=1200,783' data-full='https://techcrunch.com/wp-content/uploads/2026/04/Screenshot-2026-04-14-at-7.00.44-PM.png?resize=1200,783' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>OpenAI tightened access to Cyber after publicly criticizing Anthropic over Mythos limits, underscoring how platform-controlled model access shapes competition and developer workflows. The move signals ongoing consolidation of AI tooling access policies.</p>\n<p class='hn-text-zh'>在公开批评 Anthropic 对 Mythos 的限制后，OpenAI 也收紧了 Cyber 的访问权限，凸显平台对模型访问的控制如何影响竞争格局和开发者工作流。此举预示着 AI 工具访问政策的持续收紧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965060' data-tags='Privacy,Politics' data-hn-time='1777567260' data-hn-score='655' data-hot-score='1.57'>\n<div class='hn-body'>\n<p class='hn-title'>(26) <a href='https://thereader.mitpress.mit.edu/the-whistleblower-who-uncovered-the-nsas-big-brother-machine/' target='_blank' rel='noopener noreferrer'>How Mark Klein told the EFF about Room 641A [book excerpt]</a></p>\n<p class='hn-meta'>马克·克莱因向 EFF 披露641A室内幕的书摘</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:41 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965060' target='_blank' rel='noopener noreferrer'>▲ 655</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965060' target='_blank' rel='noopener noreferrer'>💬 217</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<p class='hn-text-en'>Mark Klein, a former AT&T technician, disclosed to the EFF the existence of Room 641A, a secret facility where fiber-optic lines were allegedly tapped for mass surveillance. The excerpt presents his firsthand account and the ensuing controversy, showing how insider disclosures can catalyze public scrutiny and policy debate around surveillance. It underscores the lasting impact whistleblowers have on privacy advocacy and reform efforts.</p>\n<p class='hn-text-zh'>前 AT&T 技术员 Mark Klein 向电子前哨基金会披露了“641A 室”的存在，据称在那里对光纤线路进行了大规模监控拦截。书摘给出他的第一手叙述及随后的争议，展示了内部披露如何点燃公众关注并推动 surveillance 相关的政策辩论。此事凸显举报人在隐私倡议与改革中的长期影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949027' data-tags='Programming' data-hn-time='1777473259' data-hn-score='2094' data-hot-score='1.56'>\n<div class='hn-body'>\n<p class='hn-title'>(27) <a href='https://zed.dev/blog/zed-1-0' target='_blank' rel='noopener noreferrer'>Zed 1.0</a></p>\n<p class='hn-meta'>Zed 1.0 发布</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 07:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949027' target='_blank' rel='noopener noreferrer'>▲ 2094</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949027' target='_blank' rel='noopener noreferrer'>💬 677</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://zed.dev/img/post/one-point-zero/thumbnail.webp' data-full='https://zed.dev/img/post/one-point-zero/thumbnail.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Zed 1.0 marks the first stable release of the Zed language, accompanied by its tooling and documentation. The release signals readiness for broader adoption in systems programming and showcases a focus on safe, expressive syntax and productive tooling.</p>\n<p class='hn-text-zh'>Zed 1.0 标志着 Zed 语言的首个稳定版本及其工具链的发布。此举表明该语言准备迎接更广泛的应用，强调安全、可读性强的语法和高效的开发工具。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47961319' data-tags='Energy,Politics,Security' data-hn-time='1777551434' data-hn-score='839' data-hot-score='1.56'>\n<div class='hn-body'>\n<p class='hn-title'>(28) <a href='https://dpa-international.com/general-news/urn:newsml:dpa.com:20090101:260430-930-14717/' target='_blank' rel='noopener noreferrer'>Belgium stops decommissioning nuclear power plants</a></p>\n<p class='hn-meta'>比利时暂停核电站退役计划</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 05:17 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47961319' target='_blank' rel='noopener noreferrer'>▲ 839</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47961319' target='_blank' rel='noopener noreferrer'>💬 902</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://dpa-international.com/img/logo-dpa-international.svg' data-full='https://dpa-international.com/img/logo-dpa-international.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Belgium has paused its plan to decommission certain nuclear power plants, citing energy security and potential gaps in supply. The move illustrates the tension between decarbonization goals and reliable power, and could influence regional energy policy.</p>\n<p class='hn-text-zh'>比利时宣布暂停核电站退役计划，强调保障能源供应的现实需要。此举揭示了在实现低碳目标与确保电力稳定之间的权衡，可能影响区域能源治理与政策走向。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965108' data-tags='Security,Open Source' data-hn-time='1777567427' data-hn-score='559' data-hot-score='1.35'>\n<div class='hn-body'>\n<p class='hn-title'>(29) <a href='https://www.openwall.com/lists/oss-security/2026/04/30/10' target='_blank' rel='noopener noreferrer'>For Linux kernel vulnerabilities, there is no heads-up to distributions</a></p>\n<p class='hn-meta'>Linux 内核漏洞：对发行版没有事先通知</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965108' target='_blank' rel='noopener noreferrer'>▲ 559</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965108' target='_blank' rel='noopener noreferrer'>💬 471</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://www.openwall.com/logo.png' data-full='https://www.openwall.com/logo.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Linux kernel vulnerability disclosures often fail to provide a formal heads-up to distributions, delaying patch adoption. The situation highlights gaps in how advisories propagate from researchers to downstream users, affecting enterprise risk management.</p>\n<p class='hn-text-zh'>Linux 内核漏洞的披露往往没有直接向发行版提供正式的事先通知，导致修补落地延迟。这暴露了研究人员、公告渠道与发行版维护之间的信息传递断层，影响企业的风险管理和修补节奏。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972888' data-tags='Show HN,Programming' data-hn-time='1777629135' data-hn-score='93' data-hot-score='1.17'>\n<div class='hn-body'>\n<p class='hn-title'>(30) <a href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>Show HN: Perfect Bluetooth MIDI for Windows</a></p>\n<p class='hn-meta'>Show HN：Windows 上的完美蓝牙 MIDI</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>▲ 93</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>💬 29</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Windows finally achieves reliable Bluetooth MIDI performance with low latency and stable throughput, comparable to native platforms.</p>\n<p class='hn-text-zh'>Windows 的蓝牙 MIDI 性能实现了稳定低延迟，与原生平台相当。该进展提升了 Windows 上的跨平台音乐工作流，解决长期存在的兼容性难题。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972659' data-tags='AI,Hardware' data-hn-time='1777626602' data-hn-score='100' data-hot-score='1.13'>\n<div class='hn-body'>\n<p class='hn-title'>(31) <a href='https://github.com/intel/auto-round' target='_blank' rel='noopener noreferrer'>Advanced Quantization Algorithm for LLMs</a></p>\n<p class='hn-meta'>面向大语言模型的高级量化算法</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972659' target='_blank' rel='noopener noreferrer'>▲ 100</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972659' target='_blank' rel='noopener noreferrer'>💬 14</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/67df602be56917fc94933f6ec25306fc6999e4881d962c672a5b8aa5795a3ca2/intel/auto-round' data-full='https://opengraph.githubassets.com/67df602be56917fc94933f6ec25306fc6999e4881d962c672a5b8aa5795a3ca2/intel/auto-round' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Auto-Round introduces a sophisticated quantization approach for large language models, preserving accuracy while shrinking model size and speeding up inference. The technique promises meaningful efficiency gains for CPU/GPU deployment and lowers the cost of running large models.</p>\n<p class='hn-text-zh'>Auto-Round 提出了一种面向大语言模型的高级量化方法，在不显著损失精度的前提下缩小模型规模并加速推理。该技术有望在 CPU/GPU 部署中带来显著的效率提升，降低大模型的运营成本。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47964034' data-tags='Politics,Legal,Privacy' data-hn-time='1777563100' data-hn-score='495' data-hot-score='1.11'>\n<div class='hn-body'>\n<p class='hn-title'>(32) <a href='https://www.democrata.es/en/politics/congress-and-senate/congress-will-act-against-massive-ip-blockages-by-laliga/' target='_blank' rel='noopener noreferrer'>Spain's parliament will act against massive IP blockages by LaLiga</a></p>\n<p class='hn-meta'>西班牙议会将对 LaLiga 的大规模 IP 阻断采取行动</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 08:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47964034' target='_blank' rel='noopener noreferrer'>▲ 495</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47964034' target='_blank' rel='noopener noreferrer'>💬 197</a> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--orange' data-tag='Legal'>Legal</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<p class='hn-text-en'>Spain's parliament plans to curb mass IP blockades pushed by La Liga, addressing concerns over overbroad blocks that can affect legitimate sites. The move signals a push for more measured, privacy-respecting enforcement while preserving anti-piracy aims. It highlights the tension between content protection and civil liberties in digital policy.</p>\n<p class='hn-text-zh'>西班牙议会计划限制 La Liga 推动的广泛 IP 阻断措施，纠正对合法站点和服务的过度封锁。此举旨在在实现反盗版目标的同时，推动更克制、尊重隐私的执法方式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47962548' data-tags='Energy,DevOps' data-hn-time='1777557260' data-hn-score='509' data-hot-score='1.03'>\n<div class='hn-body'>\n<p class='hn-title'>(33) <a href='https://www.construction-physics.com/p/how-an-oil-refinery-works' target='_blank' rel='noopener noreferrer'>How an oil refinery works</a></p>\n<p class='hn-meta'>炼油厂如何运作</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 06:54 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47962548' target='_blank' rel='noopener noreferrer'>▲ 509</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47962548' target='_blank' rel='noopener noreferrer'>💬 181</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!AIFC!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff98b1375-89f9-4b10-a92a-25faf8a82069_800x600.png' data-full='https://substackcdn.com/image/fetch/$s_!AIFC!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff98b1375-89f9-4b10-a92a-25faf8a82069_800x600.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An oil refinery uses distillation towers to separate crude oil into fuels and feedstocks, then refines these streams through cracking, reforming, and blending. The process is large-scale, energy-intensive, and central to energy economics, making understanding it valuable for anyone following infrastructure tech.</p>\n<p class='hn-text-zh'>炼油厂通过塔式蒸馏等工艺把原油分离成燃料和化工原料，再经裂解、改质和混合进行深加工。这个过程规模庞大、能耗高，是能源经济的核心，理解其流程有助于把握能源市场的运行。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47964617' data-tags='Security,Open Source,AI' data-hn-time='1777565366' data-hn-score='430' data-hot-score='1.0'>\n<div class='hn-body'>\n<p class='hn-title'>(34) <a href='https://semgrep.dev/blog/2026/malicious-dependency-in-pytorch-lightning-used-for-ai-training/' target='_blank' rel='noopener noreferrer'>Shai-Hulud Themed Malware Found in the PyTorch Lightning AI Training Library</a></p>\n<p class='hn-meta'>在 PyTorch Lightning 训练库中发现以 Shai-Hulud 为主题的恶意依赖</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47964617' target='_blank' rel='noopener noreferrer'>▲ 430</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47964617' target='_blank' rel='noopener noreferrer'>💬 158</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://semgrep.dev/assets/blog/semgrep-blog-pytorch-lightning-advisory.png' data-full='https://semgrep.dev/assets/blog/semgrep-blog-pytorch-lightning-advisory.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Researchers found a malware-laden dependency in the PyTorch Lightning AI training library, themed around Shai-Hulud from Dune. The incident highlights the ongoing supply-chain risk in ML tooling, where critical libraries can be hijacked or compromised. It emphasizes the need for strict dependency vetting, vendor auditing, and reproducible environments to keep ML workflows secure.</p>\n<p class='hn-text-zh'>研究人员在 PyTorch Lightning 的 AI 训练库中发现了一个带有 Shai-Hulud 主题的恶意依赖。此事件暴露了机器学习工具链的持续供应链风险——核心库可能被劫持或被植入恶意代码。强调对依赖项的严格审查、供应商审核，以及可重复环境的重要性，以确保 ML 工作流安全。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977748' data-tags='Science,Culture' data-hn-time='1777657662' data-hn-score='10' data-hot-score='1.0'>\n<div class='hn-body'>\n<p class='hn-title'>(35) <a href='https://www.newyorker.com/culture/annals-of-inquiry/its-possible-to-learn-in-our-sleep-should-we' target='_blank' rel='noopener noreferrer'>It's Possible to Learn in Our Sleep. Should We?</a></p>\n<p class='hn-meta'>我们可以在睡眠中学习吗？应该吗？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:47 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977748' target='_blank' rel='noopener noreferrer'>▲ 10</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977748' target='_blank' rel='noopener noreferrer'>💬 1</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://media.newyorker.com/photos/69f38c2c92c2d134aec145ec/16:9/w_1280,c_limit/image2%20(4).jpeg' data-full='https://media.newyorker.com/photos/69f38c2c92c2d134aec145ec/16:9/w_1280,c_limit/image2%20(4).jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The New Yorker piece questions whether sleep-learning is scientifically feasible or ethically sound. It weighs memory-consolidation research against hype and considers practical limits and risks.</p>\n<p class='hn-text-zh'>纽约客的文章质疑睡眠学习在科学与道德层面的可行性与合理性，权衡记忆巩固的研究证据与炒作，并讨论实际的局限与风险。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972213' data-tags='Security,Open Source,DevOps' data-hn-time='1777621457' data-hn-score='100' data-hot-score='0.92'>\n<div class='hn-body'>\n<p class='hn-title'>(36) <a href='https://status.canonical.com/#/incident/KNms6QK9ewuzz-7xUsPsNylV20jEt5kyKsd8A-3ptQEHpOd8VQ40ZQs-KD81fboQXeGZB94okNHdHBGlCv58Sw==' target='_blank' rel='noopener noreferrer'>Canonical/Ubuntu have been under DDoS for more than 15h</a></p>\n<p class='hn-meta'>Canonical/Ubuntu 遭遇超过15小时的 DDoS 攻击</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 00:44 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972213' target='_blank' rel='noopener noreferrer'>▲ 100</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972213' target='_blank' rel='noopener noreferrer'>💬 34</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<p class='hn-text-en'>Canonical and Ubuntu infrastructure faced a sustained DDoS attack lasting more than 15 hours, disrupting services and user access. The incident underscores the need for robust DDoS defenses and incident response in high-visibility open-source ecosystems.</p>\n<p class='hn-text-zh'>Canonical 与 Ubuntu 的基础设施遭受持续超过15小时的 DDoS 攻击，影响服务与用户访问。事件凸显在高可见性开源生态中部署强大防护和应急响应能力的重要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47959463' data-tags='Privacy,Web' data-hn-time='1777535035' data-hn-score='615' data-hot-score='0.9'>\n<div class='hn-body'>\n<p class='hn-title'>(37) <a href='https://github.com/mozilla/standards-positions/issues/1213#issuecomment-4347988313' target='_blank' rel='noopener noreferrer'>Mozilla's opposition to Chrome's Prompt API</a></p>\n<p class='hn-meta'>Mozilla 反对 Chrome 的 Prompt API</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 00:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47959463' target='_blank' rel='noopener noreferrer'>▲ 615</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47959463' target='_blank' rel='noopener noreferrer'>💬 221</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/051ef604bbf18878e0d34869e80cae4cb42b36e86956f6d67294e6faaf2b614a/mozilla/standards-positions/issues/1213' data-full='https://opengraph.githubassets.com/051ef604bbf18878e0d34869e80cae4cb42b36e86956f6d67294e6faaf2b614a/mozilla/standards-positions/issues/1213' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Mozilla has voiced concerns about Chrome's Prompt API, arguing it could complicate user consent and privacy controls and fragment browser standards. The stance highlights ongoing tensions between platform features, privacy safeguards, and interoperability in browser ecosystems.</p>\n<p class='hn-text-zh'>Mozilla 对 Chrome 的 Prompt API 表态反对，担心会削弱用户同意与隐私控制，并破坏跨浏览器标准的一致性。这一立场凸显了浏览器生态中对隐私保护、功能设计与互操作性的持续博弈。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970622' data-tags='Open Source' data-hn-time='1777601446' data-hn-score='180' data-hot-score='0.89'>\n<div class='hn-body'>\n<p class='hn-title'>(38) <a href='https://openwarp.zerx.dev' target='_blank' rel='noopener noreferrer'>OpenWarp</a></p>\n<p class='hn-meta'>OpenWarp</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970622' target='_blank' rel='noopener noreferrer'>▲ 180</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970622' target='_blank' rel='noopener noreferrer'>💬 132</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>OpenWarp appears to be an open-source project focused on warp-themed tooling.</p>\n<p class='hn-text-zh'>OpenWarp 看起来是一个聚焦于 warp 相关工具的开源项目。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965503' data-tags='Programming,Gaming,Hardware' data-hn-time='1777569261' data-hn-score='331' data-hot-score='0.82'>\n<div class='hn-body'>\n<p class='hn-title'>(39) <a href='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/' target='_blank' rel='noopener noreferrer'>I built a Game Boy emulator in F#</a></p>\n<p class='hn-meta'>我用 F# 构建了一个 Game Boy 模拟器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 10:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965503' target='_blank' rel='noopener noreferrer'>▲ 331</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965503' target='_blank' rel='noopener noreferrer'>💬 75</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--purple' data-tag='Gaming'>Gaming</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/images/pokemon.gif' data-full='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/images/pokemon.gif' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>I built a Game Boy emulator in F# from scratch, tackling the platform's timing, CPU, and memory quirks with a functional language. The project showcases how expressive, type-safe FP languages can still perform low-level emulation, and offers insights on bridging game architecture with modern tooling. It's a proof-of-concept that highlights the trade-offs between expressiveness and performance in hobby hardware emulation.</p>\n<p class='hn-text-zh'>作者用 F# 从零开始实现了一个 Game Boy 模拟器，需处理时序、CPU 与内存等细节。这个项目展示了函数式语言在底层仿真中的可行性与权衡，给出在现代工具链下进行硬件仿真的经验与启示。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971768' data-tags='Business,Hardware' data-hn-time='1777616433' data-hn-score='103' data-hot-score='0.79'>\n<div class='hn-body'>\n<p class='hn-title'>(40) <a href='https://www.macrumors.com/2026/04/30/mac-studio-mac-mini-constrained-months/' target='_blank' rel='noopener noreferrer'>Apple Says Mac Studio and Mac Mini Will Be in Short Supply for Months</a></p>\n<p class='hn-meta'>苹果称 Mac Studio 与 Mac Mini 将在数月内短缺</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 23:20 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971768' target='_blank' rel='noopener noreferrer'>▲ 103</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971768' target='_blank' rel='noopener noreferrer'>💬 92</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://images.macrumors.com/t/F7gwDgXGoRIlK9uUFsivYREvyZs=/2000x/article-new/2025/11/mac-studio-purple.jpg' data-full='https://images.macrumors.com/t/F7gwDgXGoRIlK9uUFsivYREvyZs=/2000x/article-new/2025/11/mac-studio-purple.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Apple has announced that Mac Studio and Mac Mini will be in short supply for months, signaling ongoing supply-chain constraints despite strong demand. The shortage could affect buyers, developers, and upgrade plans, and hints at broader pressures in the semiconductor and logistics ecosystem. It may impact pacing of new product workflows and budgeting for teams.</p>\n<p class='hn-text-zh'>苹果宣布 Mac Studio 和 Mac Mini 将在数月内短缺，表明需求强劲下供应链仍然受限。缺货可能影响买家、开发者及升级计划，也反映出半导体与物流生态的更广泛压力，或将影响团队的工作节奏与预算分配。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977694' data-tags='Show HN,AI' data-hn-time='1777657433' data-hn-score='8' data-hot-score='0.75'>\n<div class='hn-body'>\n<p class='hn-title'>(41) <a href='https://fusion.adam.new/install' target='_blank' rel='noopener noreferrer'>Show HN: AI CAD Harness</a></p>\n<p class='hn-meta'>Show HN：AI CAD Harness（AI CAD 助力工具）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977694' target='_blank' rel='noopener noreferrer'>▲ 8</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977694' target='_blank' rel='noopener noreferrer'>💬 1</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://fusion.adam.new/opengraph-image?bfdae25aab0c7a47' data-full='https://fusion.adam.new/opengraph-image?bfdae25aab0c7a47' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN: AI CAD Harness introduces a toolkit to inject AI capabilities into CAD workflows, enabling smarter drafting and generative design.</p>\n<p class='hn-text-zh'>Show HN：AI CAD Harness 提供一套将 AI 能力注入 CAD 工作流的工具集，支持更智能的草图与生成式设计。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973635' data-tags='Programming,Culture' data-hn-time='1777635732' data-hn-score='40' data-hot-score='0.68'>\n<div class='hn-body'>\n<p class='hn-title'>(42) <a href='https://www.jsoftware.com/papers/Dijkstra_Letter.htm' target='_blank' rel='noopener noreferrer'>A Letter from Dijkstra on APL (1982)</a></p>\n<p class='hn-meta'>迪克斯特拉关于 APL 的来信</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973635' target='_blank' rel='noopener noreferrer'>▲ 40</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973635' target='_blank' rel='noopener noreferrer'>💬 34</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<p class='hn-text-en'>Dijkstra offers a thoughtful take on APL, weighing its expressive power against readability and maintainability. The letter context sheds light on how APL influenced early language design and the ongoing debate between conciseness and clarity.</p>\n<p class='hn-text-zh'>迪克斯特拉对 APL 的表达力与可读性之间的权衡提出独到见解，兼具赞赏与批评。此信件为早期编程语言设计的历史提供了洞见，展示简洁性与清晰度之间的张力。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972807' data-tags='Privacy,Design' data-hn-time='1777628347' data-hn-score='51' data-hot-score='0.61'>\n<div class='hn-body'>\n<p class='hn-title'>(43) <a href='https://skysedge.com/telecom/RUSP/index.html' target='_blank' rel='noopener noreferrer'>The Rotary Un-Smartphone (2023)</a></p>\n<p class='hn-meta'>旋转式无智能手机（2023）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:39 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972807' target='_blank' rel='noopener noreferrer'>▲ 51</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972807' target='_blank' rel='noopener noreferrer'>💬 10</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://www.skysedge.us/images/favicon.png' data-full='https://www.skysedge.us/images/favicon.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The Rotary Un-Smartphone project revisits a rotary dial experience as a minimal, privacy-focused device, eschewing modern apps for a tactile, slower form of communication. It examines design choices that prioritize user agency and a lighter digital footprint.</p>\n<p class='hn-text-zh'>通过重新回到拨号轮体验，该项目打造了一款低隐私、极简的设备，放弃大量应用，强调更具触觉和节奏的沟通方式。设计选择聚焦于提升用户自主性与减轻数字足迹。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973710' data-tags='Open Source,Health,Security' data-hn-time='1777636402' data-hn-score='35' data-hot-score='0.61'>\n<div class='hn-body'>\n<p class='hn-title'>(44) <a href='https://shkspr.mobi/blog/2026/05/nhs-goes-to-war-against-open-source/' target='_blank' rel='noopener noreferrer'>NHS Goes to War Against Open Source</a></p>\n<p class='hn-meta'>NHS 与开源的一场战争</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:53 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973710' target='_blank' rel='noopener noreferrer'>▲ 35</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973710' target='_blank' rel='noopener noreferrer'>💬 3</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--emerald' data-tag='Health'>Health</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://shkspr.mobi/blog/wp-content/uploads/2026/04/SDLC-8.webp' data-full='https://shkspr.mobi/blog/wp-content/uploads/2026/04/SDLC-8.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Critiques NHS policies that hinder open-source software adoption, arguing it stifles innovation, vendor neutrality, and security benefits from community-driven tooling. Calls for policy reforms to embrace open-source benefits in healthcare IT.</p>\n<p class='hn-text-zh'>批评 NHS 的做法，认为其对开源软件的限制阻碍创新、供应商中立性以及社区驱动工具的安全收益，呼吁在医疗 IT 中重新评估政策以拥抱开源的潜在好处。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972367' data-tags='Security,DevOps' data-hn-time='1777623247' data-hn-score='61' data-hot-score='0.6'>\n<div class='hn-body'>\n<p class='hn-title'>(45) <a href='https://lovable.dev/blog/hunting-networking-bugs-in-kubernetes' target='_blank' rel='noopener noreferrer'>Our agent found a bug with WireGuard in Google Kubernetes Engine</a></p>\n<p class='hn-meta'>我们的代理在 Google Kubernetes Engine 中发现 WireGuard 的一个 bug</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972367' target='_blank' rel='noopener noreferrer'>▲ 61</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972367' target='_blank' rel='noopener noreferrer'>💬 31</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://lovable.dev/content/news/covers/blog-hunting-networking-bugs-in-kubernetes.jpg' data-full='https://lovable.dev/content/news/covers/blog-hunting-networking-bugs-in-kubernetes.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Our agent discovered a bug in WireGuard integration within Google Kubernetes Engine, detailing symptoms and the debugging process. The finding illustrates how networking in managed Kubernetes can produce subtle VPN issues that require careful triage.</p>\n<p class='hn-text-zh'>在 Google Kubernetes Engine 中发现了 WireGuard 的一个 bug，描述症状与调试过程。该发现揭示了托管 Kubernetes 的网络层可能出现的微妙 VPN 问题，需要细致的排错。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978112' data-tags='Web,Business' data-hn-time='1777659443' data-hn-score='5' data-hot-score='0.59'>\n<div class='hn-body'>\n<p class='hn-title'>(46) <a href='https://www.theregister.com/2026/05/01/icann_new_gtld_applications/' target='_blank' rel='noopener noreferrer'>ICANN opens applications for new generic top-level domains first time since 2012</a></p>\n<p class='hn-meta'>ICANN 自 2012 年以来首次开放新通用顶级域名申请</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 11:17 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978112' target='_blank' rel='noopener noreferrer'>▲ 5</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978112' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://regmedia.co.uk/2019/11/27/shutterstock_dot_org.jpg' data-full='https://regmedia.co.uk/2019/11/27/shutterstock_dot_org.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>ICANN announces new gTLD application window for the first time since 2012, signaling potential for new brands and regional namespace expansion, with concerns about cybersquatting and trademark protection.</p>\n<p class='hn-text-zh'>ICANN 自 2012 年以来首次开放新通用顶级域名申请，预示命名空间扩张，但也引发域名抢注与商标保护方面的担忧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973084' data-tags='Open Source,DevOps,Privacy' data-hn-time='1777631032' data-hn-score='43' data-hot-score='0.58'>\n<div class='hn-body'>\n<p class='hn-title'>(47) <a href='https://btxx.org/posts/beginners-guide-sourcehut/' target='_blank' rel='noopener noreferrer'>A beginner's guide to Sourcehut (2025)</a></p>\n<p class='hn-meta'>Sourcehut 初学者指南（2025）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:23 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973084' target='_blank' rel='noopener noreferrer'>▲ 43</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973084' target='_blank' rel='noopener noreferrer'>💬 13</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://btxx.org/public/images/sourcehut-patches-list.webp' data-full='https://btxx.org/public/images/sourcehut-patches-list.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A practical tour of Sourcehut's open, lean toolchain for hosting code, builds, and mailing lists, with emphasis on self-hosting and privacy-friendly workflows. The guide contrasts Sourcehut with centralized platforms and offers steps to get started.</p>\n<p class='hn-text-zh'>这份指南介绍 Sourcehut 的开源、简洁的代码托管、构建和邮件列表工具链，强调自托管与隐私友好型工作流，并给出上手步骤。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47961378' data-tags='Data,Web,Politics' data-hn-time='1777551893' data-hn-score='291' data-hot-score='0.54'>\n<div class='hn-body'>\n<p class='hn-title'>(48) <a href='https://bidprowl.com' target='_blank' rel='noopener noreferrer'>I aggregated 28 US Government auction sites into one search</a></p>\n<p class='hn-meta'>我把 28 个美国政府拍卖网站聚合成一个搜索入口</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 05:24 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47961378' target='_blank' rel='noopener noreferrer'>▲ 291</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47961378' target='_blank' rel='noopener noreferrer'>💬 81</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://bidprowl.com/api/og?title=Government+Surplus+Auctions+in+One+Place&subtitle=Search+GSA,+GovDeals,+GovPlanet+and+more' data-full='https://bidprowl.com/api/og?title=Government+Surplus+Auctions+in+One+Place&subtitle=Search+GSA,+GovDeals,+GovPlanet+and+more' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>I aggregated 28 US government auction sites into one search tool to simplify finding assets, surplus equipment, and procurement opportunities. The project illustrates the value of unifying public-data sources to boost efficiency, while data freshness and reliability remain important.</p>\n<p class='hn-text-zh'>作者把 28 个美国政府拍卖网站聚合为一个检索入口，便于发现资产、闲置设备与采购机会。此举体现整合公开数据源以提升效率的趋势，但数据的时效性与可信度同样重要。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47969288' data-tags='Security' data-hn-time='1777589331' data-hn-score='142' data-hot-score='0.52'>\n<div class='hn-body'>\n<p class='hn-title'>(49) <a href='https://labs.watchtowr.com/the-internet-is-falling-down-falling-down-falling-down-cpanel-whm-authentication-bypass-cve-2026-41940/' target='_blank' rel='noopener noreferrer'>CPanel and WHM Authentication Bypass – CVE-2026-41940</a></p>\n<p class='hn-meta'>CPanel 与 WHM 身份认证绕过漏洞——CVE-2026-41940</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 15:48 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47969288' target='_blank' rel='noopener noreferrer'>▲ 142</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47969288' target='_blank' rel='noopener noreferrer'>💬 57</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://storage.ghost.io/c/a0/dc/a0dcbbe4-0ae7-4d7e-90f7-ebbc3a0f5a84/content/images/size/w1200/2026/04/Group-8730--2-.png' data-full='https://storage.ghost.io/c/a0/dc/a0dcbbe4-0ae7-4d7e-90f7-ebbc3a0f5a84/content/images/size/w1200/2026/04/Group-8730--2-.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>CPanel/WHM authentication bypass CVE-2026-41940 is a critical flaw affecting millions of servers; attackers can bypass login and gain control. Patching and applying mitigations is essential to protect sites.</p>\n<p class='hn-text-zh'>CPanel/WHM 的 CVE-2026-41940 是一项影响大量服务器的关键漏洞，攻击者可绕过身份验证获得控制权。迅速打补丁并应用缓解措施以保护站点。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47977645' data-tags='Space' data-hn-time='1777657151' data-hn-score='6' data-hot-score='0.52'>\n<div class='hn-body'>\n<p class='hn-title'>(50) <a href='https://alearningaday.blog/2026/05/01/artemis-ii-fault-tolerance/' target='_blank' rel='noopener noreferrer'>Artemis II Fault Tolerance</a></p>\n<p class='hn-meta'>阿耳忒弥斯 II 的容错设计</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 10:39 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47977645' target='_blank' rel='noopener noreferrer'>▲ 6</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47977645' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--teal' data-tag='Space'>Space</span></div>\n<img class='hn-img' src='https://alearningaday.blog/wp-content/uploads/2017/05/cropped-alearningadaylogov6.png?w=200' data-full='https://alearningaday.blog/wp-content/uploads/2017/05/cropped-alearningadaylogov6.png?w=200' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Artemis II fault-tolerance overview discusses redundancy, safety, and reliability requirements for NASA's crewed lunar mission, reflecting hard engineering constraints.</p>\n<p class='hn-text-zh'>《阿耳忒弥斯 II》容错概览讨论了载人月球任务的冗余、安全性与可靠性要求，反映出严苛的工程约束。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47978309' data-tags='Science' data-hn-time='1777660344' data-hn-score='4' data-hot-score='0.52'>\n<div class='hn-body'>\n<p class='hn-title'>(51) <a href='https://www.nature.com/articles/d41586-026-01387-x' target='_blank' rel='noopener noreferrer'>The exotic particles that could break the Standard Model</a></p>\n<p class='hn-meta'>可能突破标准模型的奇异粒子</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 11:32 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47978309' target='_blank' rel='noopener noreferrer'>▲ 4</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47978309' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://media.nature.com/lw1200/magazine-assets/d41586-026-01387-x/d41586-026-01387-x_52351234.jpg' data-full='https://media.nature.com/lw1200/magazine-assets/d41586-026-01387-x/d41586-026-01387-x_52351234.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Physicists discuss hypothetical exotic particles that could reveal physics beyond the Standard Model, highlighting current experimental searches and theoretical implications.</p>\n<p class='hn-text-zh'>物理学家讨论可能揭示超越标准模型的新奇异粒子，强调当前的实验搜索与理论含义。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47960507' data-tags='AI,Open Source' data-hn-time='1777545077' data-hn-score='298' data-hot-score='0.5'>\n<div class='hn-body'>\n<p class='hn-title'>(52) <a href='https://firethering.com/granite-4-1-ibm-open-source-model-family/' target='_blank' rel='noopener noreferrer'>Granite 4.1: IBM's 8B Model Matching 32B MoE</a></p>\n<p class='hn-meta'>Granite 4.1：IBM 的 8B 模型与 32B MoE</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 03:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47960507' target='_blank' rel='noopener noreferrer'>▲ 298</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47960507' target='_blank' rel='noopener noreferrer'>💬 194</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://firethering.com/wp-content/uploads/2026/04/Granite-4.1-IBMs-8B-Model-Is-Competing-With-Models-Four-Times-Its-Size.jpg' data-full='https://firethering.com/wp-content/uploads/2026/04/Granite-4.1-IBMs-8B-Model-Is-Competing-With-Models-Four-Times-Its-Size.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Granite 4.1 introduces open-source tooling for aligning an 8B base model with a 32B MoE (Mixture of Experts) architecture, enabling scalable inference and modular model design. It signals IBM's ongoing push to empower open AI tooling and explore mixture-of-experts approaches for efficiency.</p>\n<p class='hn-text-zh'>Granite 4.1 是一个开源模型家族，展示将一个 8B 基模型与 32B MoE 架构结合的能力，支持可扩展推理与模块化模型设计。体现 IBM 在开源 AI 工具与专家门控混合模型领域的持续探索。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47966254' data-tags='Programming,Data' data-hn-time='1777572858' data-hn-score='173' data-hot-score='0.46'>\n<div class='hn-body'>\n<p class='hn-title'>(53) <a href='https://peterdohertys.website/blog-posts/full-text-search-w-duckdb.html' target='_blank' rel='noopener noreferrer'>Full-Text Search with DuckDB</a></p>\n<p class='hn-meta'>DuckDB 的全文检索</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 11:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47966254' target='_blank' rel='noopener noreferrer'>▲ 173</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47966254' target='_blank' rel='noopener noreferrer'>💬 33</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://peterdohertyswebsite.analytics.peterdohertyllc.com/piwik.php?idsite=1' data-full='https://peterdohertyswebsite.analytics.peterdohertyllc.com/piwik.php?idsite=1' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A practical guide to enabling full-text search with DuckDB, outlining the setup, indexing strategies, and performance considerations. The piece demonstrates how embedded analytics databases can provide rich search capabilities without requiring separate search engines, useful for data apps and notebooks. It also notes caveats compared to dedicated search systems.</p>\n<p class='hn-text-zh'>介绍在 DuckDB 中实现全文检索的实用指南，涵盖设置、索引策略及性能考量。展示了嵌入式分析数据库在无需独立搜索引擎的情况下提供丰富检索能力，对数据应用和笔记本场景尤为有用，同时也提醒了相对于专门的搜索系统的局限。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963316' data-tags='Programming' data-hn-time='1777560182' data-hn-score='212' data-hot-score='0.45'>\n<div class='hn-body'>\n<p class='hn-title'>(54) <a href='https://honker.dev/' target='_blank' rel='noopener noreferrer'>Honker – Durable queues, streams, pub/sub, and cron scheduler in a SQLite file</a></p>\n<p class='hn-meta'>SQLite 文件中的持久化队列、流、Pub/Sub 与 cron 调度器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 07:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963316' target='_blank' rel='noopener noreferrer'>▲ 212</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963316' target='_blank' rel='noopener noreferrer'>💬 53</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://honker.dev/og-image.png' data-full='https://honker.dev/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A single SQLite file can host durable queues, streams, pub/sub, and a cron-like scheduler, enabling complex data workflows without external services. This approach can be appealing for edge apps or offline-first systems.</p>\n<p class='hn-text-zh'>一个 SQLite 文件就能承载持久化队列、流、发布/订阅和类似 cron 的调度功能，从而在不依赖外部服务的情况下实现复杂数据工作流。文中探讨如何在一个紧凑的数据存储中实现原语，权衡简单性与潜在的性能、可移植性之间的取舍，适合边缘计算或离线优先场景。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973093' data-tags='Show HN,AI' data-hn-time='1777631141' data-hn-score='32' data-hot-score='0.43'>\n<div class='hn-body'>\n<p class='hn-title'>(55) <a href='https://github.com/leox255/loopsy' target='_blank' rel='noopener noreferrer'>Show HN: Loopsy, a way for terminals and AI agents on different machines to talk</a></p>\n<p class='hn-meta'>Show HN：Loopsy——跨主机的终端与 AI 代理通信</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:25 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973093' target='_blank' rel='noopener noreferrer'>▲ 32</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973093' target='_blank' rel='noopener noreferrer'>💬 7</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/f6a0736750b0bff38f555582ee0472ae7da4467da88e2f73afe7e116df6f622a/leox255/loopsy' data-full='https://opengraph.githubassets.com/f6a0736750b0bff38f555582ee0472ae7da4467da88e2f73afe7e116df6f622a/leox255/loopsy' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Loopsy enables terminals and AI agents on separate machines to talk, enabling distributed orchestration and collaboration across environments.</p>\n<p class='hn-text-zh'>Loopsy 让不同机器上的终端和 AI 代理能够通信，推动分布式编排与跨环境协作，同时引发对安全性与时延的讨论。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47966625' data-tags='Data,Programming' data-hn-time='1777574722' data-hn-score='153' data-hot-score='0.42'>\n<div class='hn-body'>\n<p class='hn-title'>(56) <a href='https://www.dbos.dev/blog/benchmarking-workflow-execution-scalability-on-postgres' target='_blank' rel='noopener noreferrer'>Does Postgres Scale?</a></p>\n<p class='hn-meta'>PostgreSQL 能否扩展？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 11:45 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47966625' target='_blank' rel='noopener noreferrer'>▲ 153</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47966625' target='_blank' rel='noopener noreferrer'>💬 64</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://cdn.prod.website-files.com/672411cbf038560468c9e68f/69ea2ef1c3fc50d09e3def99_Workflow-Execution-on-Postgres-Benchmark.png' data-full='https://cdn.prod.website-files.com/672411cbf038560468c9e68f/69ea2ef1c3fc50d09e3def99_Workflow-Execution-on-Postgres-Benchmark.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A benchmark examines how well Postgres scales for workflow execution, testing parallel task handling and throughput under realistic workloads. The results offer guidance for architects choosing database backends for data-heavy automation and pipelines.</p>\n<p class='hn-text-zh'>一项基准测试评估 PostgreSQL 在工作流执行中的可扩展性，测试在现实工作负载下的并行任务处理与吞吐量。结果为在数据密集型自动化与流水线场景下选择数据库后端提供参考。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970690' data-tags='Show HN,Programming' data-hn-time='1777602223' data-hn-score='74' data-hot-score='0.37'>\n<div class='hn-body'>\n<p class='hn-title'>(57) <a href='https://github.com/kernalix7/winpodx' target='_blank' rel='noopener noreferrer'>Show HN: Winpodx – run Windows apps on Linux as native windows</a></p>\n<p class='hn-meta'>Show HN：Winpodx——在 Linux 上以本地 Windows 窗口运行 Windows 应用</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:23 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970690' target='_blank' rel='noopener noreferrer'>▲ 74</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970690' target='_blank' rel='noopener noreferrer'>💬 38</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/9a66e0c39b00187ada654af245c6f07bd2e828e67ff2099fa7180179622d149f/kernalix7/winpodx' data-full='https://opengraph.githubassets.com/9a66e0c39b00187ada654af245c6f07bd2e828e67ff2099fa7180179622d149f/kernalix7/winpodx' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN: Winpodx enables Windows apps to run on Linux with native-looking Windows windows, illustrating progress in cross-OS app compatibility. The project demonstrates how far toolchains and UI integration have come for Linux users.</p>\n<p class='hn-text-zh'>Show HN：Winpodx 让 Windows 应用在 Linux 上以原生 Windows 窗口显示运行，体现跨操作系统应用兼容性的进展。该项目展示了 Linux 用户在工具链和 UI 集成方面的最新进展。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47951295' data-tags='Privacy,AI' data-hn-time='1777482543' data-hn-score='447' data-hot-score='0.36'>\n<div class='hn-body'>\n<p class='hn-title'>(58) <a href='https://www.theargumentmag.com/p/i-can-never-talk-to-an-ai-anonymously' target='_blank' rel='noopener noreferrer'>Opus 4.7 knows the real Kelsey</a></p>\n<p class='hn-meta'>Opus 4.7 能认出真正的 Kelsey</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 10:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47951295' target='_blank' rel='noopener noreferrer'>▲ 447</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47951295' target='_blank' rel='noopener noreferrer'>💬 240</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!q0IX!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F830c09c6-06a9-47e6-8552-6ba2cbfd3da5_2121x1414.jpeg' data-full='https://substackcdn.com/image/fetch/$s_!q0IX!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F830c09c6-06a9-47e6-8552-6ba2cbfd3da5_2121x1414.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Opus 4.7 claims to know the real Kelsey, raising questions about identity, privacy, and how AI systems handle sensitive personal information.</p>\n<p class='hn-text-zh'>Opus 4.7 声称识别出真实的 Kelsey，引发关于身份、隐私以及 AI 系统如何处理敏感个人信息的关注。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47968982' data-tags='Science' data-hn-time='1777587537' data-hn-score='98' data-hot-score='0.35'>\n<div class='hn-body'>\n<p class='hn-title'>(59) <a href='https://sciencex.com/news/2026-04-snowball-earth-stranger-climate.html' target='_blank' rel='noopener noreferrer'>Snowball Earth may hide a far stranger climate cycle than anyone expected</a></p>\n<p class='hn-meta'>雪球地球理论可能隐藏比预期更古怪的气候循环</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 15:18 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47968982' target='_blank' rel='noopener noreferrer'>▲ 98</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47968982' target='_blank' rel='noopener noreferrer'>💬 45</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://scx2.b-cdn.net/gfx/news/2018/5af0afa4a666b.jpg' data-full='https://scx2.b-cdn.net/gfx/news/2018/5af0afa4a666b.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>New climate research suggests Snowball Earth could involve more intricate climate cycles than previously imagined, implying a richer set of feedback mechanisms governing global glaciation and deglaciation.</p>\n<p class='hn-text-zh'>最新气候研究表明，雪球地球现象可能包含比以往设想更复杂的气候循环，意味着全球冰川化与退冰过程背后有更丰富的反馈机制。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965027' data-tags='Culture' data-hn-time='1777567094' data-hn-score='122' data-hot-score='0.29'>\n<div class='hn-body'>\n<p class='hn-title'>(60) <a href='https://www.derekthompson.org/p/why-do-richer-dads-spend-more-time' target='_blank' rel='noopener noreferrer'>American Dads Became the Parents Their Fathers Never Were</a></p>\n<p class='hn-meta'>美国父亲们：成为了父辈从未成为的父母</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965027' target='_blank' rel='noopener noreferrer'>▲ 122</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965027' target='_blank' rel='noopener noreferrer'>💬 155</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://images.unsplash.com/photo-1562494855-e008650bb2c6?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxMHx8ZGFkfGVufDB8fHx8MTc3NzQ3MzYzM3ww&ixlib=rb-4.1.0&q=80&w=1080' data-full='https://images.unsplash.com/photo-1562494855-e008650bb2c6?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxMHx8ZGFkfGVufDB8fHx8MTc3NzQ3MzYzM3ww&ixlib=rb-4.1.0&q=80&w=1080' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A Derek Thompson piece argues that wealthier dads now take on more parenting roles than their fathers did, reshaping expectations around fatherhood and time investment. It highlights how income, work culture, and policy shape caregiving norms in modern America.</p>\n<p class='hn-text-zh'>Derek Thompson 的文章指出，富裕家庭的父亲如今在育儿中的投入超过父辈，正在重新塑造父亲角色与时间投入的期望。文章分析收入、工作文化与政策如何共同塑造当代美国家庭的育儿规范。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973841' data-tags='Finance' data-hn-time='1777637349' data-hn-score='16' data-hot-score='0.29'>\n<div class='hn-body'>\n<p class='hn-title'>(61) <a href='https://fortune.com/2026/04/30/national-debt-larger-than-economy-gdp-ratio-100-percent/' target='_blank' rel='noopener noreferrer'>For first time since World War II, US national debt now larger than its economy</a></p>\n<p class='hn-meta'>自二战以来首次，美国国债规模超过其经济</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 05:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973841' target='_blank' rel='noopener noreferrer'>▲ 16</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973841' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--amber' data-tag='Finance'>Finance</span></div>\n<img class='hn-img' src='https://fortune.com/img-assets/wp-content/uploads/2026/04/GettyImages-2273558901-e1777562513664.jpg?resize=1200,600' data-full='https://fortune.com/img-assets/wp-content/uploads/2026/04/GettyImages-2273558901-e1777562513664.jpg?resize=1200,600' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>For the first time since WWII, the US debt exceeds its annual economic output, hitting 100% of GDP. The milestone signals mounting deficits, debt sustainability concerns, and potential macro implications for interest rates and tech funding.</p>\n<p class='hn-text-zh'>这是自二战以来的一个里程碑，美国国债规模首次达到并超过 GDP 的 100%，反映出日益增长的赤字与债务可持续性担忧，以及对利率和科技投资的潜在宏观影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47976566' data-tags='Science' data-hn-time='1777652483' data-hn-score='6' data-hot-score='0.29'>\n<div class='hn-body'>\n<p class='hn-title'>(62) <a href='https://ews.kylemcdonald.net/' target='_blank' rel='noopener noreferrer'>Apocalypse Early Warning System</a></p>\n<p class='hn-meta'>末日预警系统</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 09:21 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47976566' target='_blank' rel='noopener noreferrer'>▲ 6</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47976566' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<p class='hn-text-en'>A project for real-time, global catastrophe early warning using data fusion and alerting; discusses how citizens and systems should respond to existential threats.</p>\n<p class='hn-text-zh'>一个基于数据融合的全球实时灾难预警系统，探讨公民与系统应对严重威胁的方式与治理。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47962269' data-tags='Programming,Open Source' data-hn-time='1777556318' data-hn-score='116' data-hot-score='0.23'>\n<div class='hn-body'>\n<p class='hn-title'>(63) <a href='https://matduggan.com/if-i-could-make-my-own-github/' target='_blank' rel='noopener noreferrer'>If I could make my own GitHub</a></p>\n<p class='hn-meta'>如果我能做自己的 GitHub</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 06:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47962269' target='_blank' rel='noopener noreferrer'>▲ 116</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47962269' target='_blank' rel='noopener noreferrer'>💬 133</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>Explores building a GitHub-like platform from scratch, weighing open-source, self-hosting, feature scope, and governance trade-offs. It offers practical design considerations for developers aiming to create developer tooling with community ownership.</p>\n<p class='hn-text-zh'>探讨从零构建一个类似 GitHub 的平台，权衡开源、自托管、功能边界和治理等要点。提供面向开发者工具的实际设计建议，强调社区所有权与可持续性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971830' data-tags='Culture' data-hn-time='1777617294' data-hn-score='27' data-hot-score='0.21'>\n<div class='hn-body'>\n<p class='hn-title'>(64) <a href='https://yadin.com/notes/toasted/' target='_blank' rel='noopener noreferrer'>It’s Toasted</a></p>\n<p class='hn-meta'>它已烧焦</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 23:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971830' target='_blank' rel='noopener noreferrer'>▲ 27</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971830' target='_blank' rel='noopener noreferrer'>💬 15</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://yadin.com/notes/wp-content/uploads/2026/05/Lucky_Strike_ad_1926-10-wide-1024x576.jpg' data-full='https://yadin.com/notes/wp-content/uploads/2026/05/Lucky_Strike_ad_1926-10-wide-1024x576.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A short note signaling that something has failed or is irreparably broken.</p>\n<p class='hn-text-zh'>一则简短笔记表示某个项目或系统已失败，无法挽回。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963868' data-tags='Education,Design' data-hn-time='1777562449' data-hn-score='91' data-hot-score='0.2'>\n<div class='hn-body'>\n<p class='hn-title'>(65) <a href='https://thereader.mitpress.mit.edu/the-1960s-art-school-experiment-that-redefined-creativity/' target='_blank' rel='noopener noreferrer'>A 1960s art school experiment that redefined creativity</a></p>\n<p class='hn-meta'>1960 年代美术学院的一场重新定义创造力的实验</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 08:20 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963868' target='_blank' rel='noopener noreferrer'>▲ 91</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963868' target='_blank' rel='noopener noreferrer'>💬 29</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<p class='hn-text-en'>This piece surveys a 1960s art-school experiment that reshaped how people think about creativity, likely involving interactive pedagogy and cross-disciplinary collaboration. It offers takeaways for design, education, and tech teams about nurturing experimentation and breaking intellectual boundaries. The lesson is that curricula can unlock new modes of creative thinking when teachers embrace risk and collaboration.</p>\n<p class='hn-text-zh'>本文回顾了1960年代美术学院的一场实验，重新定义了人们对创造力的理解，往往涉及互动式教学与跨学科协作。为设计、教育乃至科技团队提供启示：在教师鼓励冒险与协作的条件下，课程能开启全新的创造力表达方式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970578' data-tags='Hardware,Gaming' data-hn-time='1777600931' data-hn-score='41' data-hot-score='0.2'>\n<div class='hn-body'>\n<p class='hn-title'>(66) <a href='https://fabiensanglard.net/snes_hearts/' target='_blank' rel='noopener noreferrer'>The Hearts of the Super Nintendo (2024)</a></p>\n<p class='hn-meta'>超级任天堂的心脏</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:02 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970578' target='_blank' rel='noopener noreferrer'>▲ 41</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970578' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--purple' data-tag='Gaming'>Gaming</span></div>\n<img class='hn-img' src='https://fabiensanglard.net/snes_hearts/crystal.webp' data-full='https://fabiensanglard.net/snes_hearts/crystal.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A deep dive into the SNES's hardware core reveals how its central components powered games and shaped the console's distinctive capabilities. The piece connects engineering choices to a lasting cultural impact in retro gaming.</p>\n<p class='hn-text-zh'>对 SNES 硬件核心的深度解析，揭示其核心组件如何支撑游戏性能并塑造这款主机的独特能力。文章将工程选择与复古游戏的文化影响联系起来。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47967069' data-tags='Security,Open Source' data-hn-time='1777576975' data-hn-score='68' data-hot-score='0.19'>\n<div class='hn-body'>\n<p class='hn-title'>(67) <a href='https://dustri.org/b/follow-up-to-carrot-disclosure-forgejo.html' target='_blank' rel='noopener noreferrer'>Follow-up to Carrot disclosure: Forgejo</a></p>\n<p class='hn-meta'>Carrot 披露后续：Forgejo</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 12:22 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47967069' target='_blank' rel='noopener noreferrer'>▲ 68</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47967069' target='_blank' rel='noopener noreferrer'>💬 11</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>A follow-up discussion ties the Carrot disclosure to Forgejo, examining the security implications and how open-source projects should respond to disclosure incidents.</p>\n<p class='hn-text-zh'>关于 Carrot 披露的跟进将焦点放在 Forgejo，探讨安全影响以及开源项目在披露事件中的应对之道。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965835' data-tags='Data,Open Source' data-hn-time='1777570931' data-hn-score='62' data-hot-score='0.16'>\n<div class='hn-body'>\n<p class='hn-title'>(68) <a href='https://lost-number.bearblog.dev/recovering-files-from-beyond-the-grave-using-photorec/' target='_blank' rel='noopener noreferrer'>Recovering files from beyond the grave using PhotoRec</a></p>\n<p class='hn-meta'>使用 PhotoRec 从已删除数据中恢复文件</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 10:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965835' target='_blank' rel='noopener noreferrer'>▲ 62</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965835' target='_blank' rel='noopener noreferrer'>💬 14</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://bear-images.sfo2.cdn.digitaloceanspaces.com/lost-number/image-7.webp' data-full='https://bear-images.sfo2.cdn.digitaloceanspaces.com/lost-number/image-7.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>PhotoRec, a robust data recovery tool, demonstrates recovery capabilities even after deletion or partition damage scenarios. The piece walks through practical tips, caveats, and success cases, illustrating how open-source recovery tools can rescue valuable data. It emphasizes the importance of backups and the limitations of recovery in certain failure modes.</p>\n<p class='hn-text-zh'>介绍了使用 PhotoRec 这类强大的数据恢复工具，在删除或分区损坏等场景下尝试找回数据。文章给出实际操作要点、注意事项和成功案例，强调备份的重要性并指出在某些故障模式下恢复的局限性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47947944' data-tags='Hardware' data-hn-time='1777468546' data-hn-score='212' data-hot-score='0.15'>\n<div class='hn-body'>\n<p class='hn-title'>(69) <a href='https://www.gilesthomas.com/2026/04/10g-ethernet-what-i-did' target='_blank' rel='noopener noreferrer'>10Gb/s Ethernet: what I did to get it working in my home</a></p>\n<p class='hn-meta'>家庭网络的 10Gb/s 以太网：实现过程与经验</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 06:15 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47947944' target='_blank' rel='noopener noreferrer'>▲ 212</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47947944' target='_blank' rel='noopener noreferrer'>💬 150</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://www.gilesthomas.com/images/favicons/web-app-manifest-512x512.png' data-full='https://www.gilesthomas.com/images/favicons/web-app-manifest-512x512.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Practical steps to get 10GbE working at home, from hardware choices (NICs, switches) to cabling and configuration. The piece demystifies the upgrade path, offering real-world performance expectations and guidance on when 10GbE makes sense for a home lab or small office. It also covers compatibility and heat/power considerations.</p>\n<p class='hn-text-zh'>作者分享在家庭环境中实现 10GbE 的实际步骤，从硬件选择、线缆、驱动到配置。文章解开升级谜团，给出真实世界的性能预期与何时值得投资的建议，同时讨论兼容性、热量与功耗等注意事项。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971585' data-tags='AI,Privacy' data-hn-time='1777613749' data-hn-score='19' data-hot-score='0.13'>\n<div class='hn-body'>\n<p class='hn-title'>(70) <a href='https://www.anthropic.com/research/claude-personal-guidance' target='_blank' rel='noopener noreferrer'>How People ask Claude for personal guidance</a></p>\n<p class='hn-meta'>人们如何向 Claude 请求个人化指导</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 22:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971585' target='_blank' rel='noopener noreferrer'>▲ 19</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971585' target='_blank' rel='noopener noreferrer'>💬 6</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Knot&backgroundColor=heather' data-full='https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Knot&backgroundColor=heather' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A study examines how users prompt Claude to provide personal guidance, highlighting how prompt design shapes safety, privacy, and usefulness. The findings suggest design lessons for building trusted AI assistants that offer calibrated, context-aware advice.</p>\n<p class='hn-text-zh'>研究分析用户如何向 Claude 请求个性化指导，强调提示设计对安全性、隐私和实用性的影响。结果为打造可信的、上下文感知的 AI 助手提供了设计启示。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972158' data-tags='Science' data-hn-time='1777620926' data-hn-score='15' data-hot-score='0.13'>\n<div class='hn-body'>\n<p class='hn-title'>(71) <a href='https://journalofcognition.org/articles/10.5334/joc.273' target='_blank' rel='noopener noreferrer'>Music with Lyrics Interferes with Cognitive Tasks (2023)</a></p>\n<p class='hn-meta'>带歌词的音乐干扰认知任务（2023）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 00:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972158' target='_blank' rel='noopener noreferrer'>▲ 15</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972158' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<p class='hn-text-en'>A study shows lyrics hinder performance on cognitive tasks like memory and attention, while instrumental music has different effects. The findings help decide when to use music as background and when to focus in work or study.</p>\n<p class='hn-text-zh'>研究表明歌词会削弱记忆、注意力等认知任务的表现，而无词音乐则有不同作用。这为工作或学习时是否听音乐提供了依据。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47946899' data-tags='Culture' data-hn-time='1777462540' data-hn-score='185' data-hot-score='0.12'>\n<div class='hn-body'>\n<p class='hn-title'>(72) <a href='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/' target='_blank' rel='noopener noreferrer'>New copy of earliest poem in English, written 1,3k years ago, discovered in Rome</a></p>\n<p class='hn-meta'>在罗马发现的最早英语诗新抄本（距今约1300年）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 04:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47946899' target='_blank' rel='noopener noreferrer'>▲ 185</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47946899' target='_blank' rel='noopener noreferrer'>💬 112</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/media/tcd/news-images/Elisabetta-Magnanti-and-Mark-Faulkner-with-the-Trinity-copy-of-Bedes-Ecclesiastical-History.-To-be-clear-this-is-not-the-manuscript-they-found-in-Rome---.JPG' data-full='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/media/tcd/news-images/Elisabetta-Magnanti-and-Mark-Faulkner-with-the-Trinity-copy-of-Bedes-Ecclesiastical-History.-To-be-clear-this-is-not-the-manuscript-they-found-in-Rome---.JPG' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A newly discovered copy of Caedmon’s Hymn—one of the oldest known English poems—has been found in Rome. The find expands the manuscript trail of early Old English verse and could yield new insights into linguistic features and performance contexts from the era. It also underscores how medieval texts circulated far beyond their likely origin.</p>\n<p class='hn-text-zh'>在罗马发现的《凯德蒙颂》最早英语诗歌新抄本被揭示。此发现扩展了早期古英语诗歌的手稿传承，为语言特征与表演传统提供新线索，并显示中世纪文本可能的跨地流传。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47937814' data-tags='Programming' data-hn-time='1777398098' data-hn-score='238' data-hot-score='0.1'>\n<div class='hn-body'>\n<p class='hn-title'>(73) <a href='https://phulin.me/blog/simtower' target='_blank' rel='noopener noreferrer'>Reverse Engineering SimTower</a></p>\n<p class='hn-meta'>逆向工程 SimTower</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 10:41 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47937814' target='_blank' rel='noopener noreferrer'>▲ 238</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47937814' target='_blank' rel='noopener noreferrer'>💬 71</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://phulin.me/assets/og-image.png' data-full='https://phulin.me/assets/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A technical post explores reverse engineering the classic SimTower, revealing how its simulation logic and scheduling work under the hood. The write-up serves as a case study in analyzing legacy sim software and could inspire methods for modern game/tool reverse engineering.</p>\n<p class='hn-text-zh'>技术文章揭秘对经典游戏 SimTower 的逆向工程，揭示其内部仿真逻辑与调度机制。作为对遗留仿真软件分析的案例，或为现代游戏与工具的逆向研究提供思路。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47942863' data-tags='Business' data-hn-time='1777423815' data-hn-score='198' data-hot-score='0.1'>\n<div class='hn-body'>\n<p class='hn-title'>(74) <a href='https://herbertlui.net/maladaptive-frugality/' target='_blank' rel='noopener noreferrer'>Maladaptive Frugality</a></p>\n<p class='hn-meta'>不良的节俭</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 17:50 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47942863' target='_blank' rel='noopener noreferrer'>▲ 198</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47942863' target='_blank' rel='noopener noreferrer'>💬 222</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://secure.gravatar.com/avatar/be9fdd2bb0be1f7bf014cffa18f1c9f5?s=32&d=mm&r=g' data-full='https://secure.gravatar.com/avatar/be9fdd2bb0be1f7bf014cffa18f1c9f5?s=32&d=mm&r=g' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Maladaptive frugality argues that extreme thrift can undermine long-term value, quality, and innovation. The piece urges balancing cost control with intentional investment and risk tolerance in tech and product development.</p>\n<p class='hn-text-zh'>不良的节俭观提醒我们，过度节省可能削弱长期价值、质量与创新。文章倡导在成本控制与有意投资、承受风险之间取得平衡，特别是在技术与产品开发领域。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47960778' data-tags='Energy' data-hn-time='1777547314' data-hn-score='56' data-hot-score='0.1'>\n<div class='hn-body'>\n<p class='hn-title'>(75) <a href='https://www.heise.de/en/news/1-4-GW-Huge-battery-storage-at-former-Grohnde-nuclear-power-plant-11277367.html' target='_blank' rel='noopener noreferrer'>1.4 GW: battery storage at former Grohnde nuclear power plant</a></p>\n<p class='hn-meta'>前 Grohnde 核电站 1.4GW 巨型储能</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47960778' target='_blank' rel='noopener noreferrer'>▲ 56</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47960778' target='_blank' rel='noopener noreferrer'>💬 66</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span></div>\n<img class='hn-img' src='https://heise.cloudimg.io/bound/1200x1200/q85.png-lossy-85.webp-lossy-85.foil1/_www-heise-de_/imgs/18/5/0/7/4/0/4/2/BESS-GESI-Grohnde-16-9-d9d7a171b660eebb.jpg' data-full='https://heise.cloudimg.io/bound/1200x1200/q85.png-lossy-85.webp-lossy-85.foil1/_www-heise-de_/imgs/18/5/0/7/4/0/4/2/BESS-GESI-Grohnde-16-9-d9d7a171b660eebb.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A massive 1.4 GW battery storage project is planned at the site of the former Grohnde nuclear plant, signaling the shift to grid-scale storage and energy resilience. It shows how decommissioned plants can host renewable storage assets.</p>\n<p class='hn-text-zh'>在前 Grohnde 核电站计划建设 1.4GW 级别的巨型储能项目，标志着对电网规模化储能与能源韧性的重视。退役核电设施正在转为承载可再生储能的潜在资产。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47924912' data-tags='Programming' data-hn-time='1777312332' data-hn-score='343' data-hot-score='0.09'>\n<div class='hn-body'>\n<p class='hn-title'>(76) <a href='https://lemire.me/blog/2026/04/27/you-can-beat-the-binary-search/' target='_blank' rel='noopener noreferrer'>You can beat the binary search</a></p>\n<p class='hn-meta'>你可以超越二分查找</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 27, 2026 / 10:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47924912' target='_blank' rel='noopener noreferrer'>▲ 343</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47924912' target='_blank' rel='noopener noreferrer'>💬 151</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://lemire.me/blog/wp-content/uploads/2026/04/Gemini_Generated_Image_rsv3zvrsv3zvrsv3-1024x572.png' data-full='https://lemire.me/blog/wp-content/uploads/2026/04/Gemini_Generated_Image_rsv3zvrsv3zvrsv3-1024x572.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Shows that under certain data distributions or with specialized techniques such as interpolation search, you can outperform classic binary search.</p>\n<p class='hn-text-zh'>文章指出在特定数据分布或条件下，类似插值查找等替代方法可超越二分查找，讨论权衡、缓存行为以及在实际场景中的适用性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47937033' data-tags='Hardware,Design' data-hn-time='1777394952' data-hn-score='198' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(77) <a href='https://wideluxx.com' target='_blank' rel='noopener noreferrer'>New mechanical panoramic film camera from Jeff Bridges</a></p>\n<p class='hn-meta'>Jeff Bridges 推出全新机械式全景胶片相机</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 09:49 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47937033' target='_blank' rel='noopener noreferrer'>▲ 198</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47937033' target='_blank' rel='noopener noreferrer'>💬 93</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://wideluxx.com/wp-content/uploads/2024/08/wideluxx-logo-white-red.png' data-full='https://wideluxx.com/wp-content/uploads/2024/08/wideluxx-logo-white-red.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Jeff Bridges unveils a new mechanical panoramic film camera, a nod to analog photography in the digital era. The release taps into a niche but growing interest in hands-on, artifact-grade gear and could appeal to film enthusiasts seeking unique wide-format shots.</p>\n<p class='hn-text-zh'>演员 Jeff Bridges 推出全新机械式全景胶片相机，凸显在数字时代对纯胶片摄影的热情。此举迎合对手工操作、高品质器材的细分市场，或吸引追求独特大画幅效果的胶片爱好者。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949616' data-tags='Science' data-hn-time='1777475777' data-hn-score='109' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(78) <a href='https://www.quantamagazine.org/what-can-we-gain-by-losing-infinity-20260429/' target='_blank' rel='noopener noreferrer'>What can we gain by losing infinity?</a></p>\n<p class='hn-meta'>我们能通过失去无限获得什么？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 08:16 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949616' target='_blank' rel='noopener noreferrer'>▲ 109</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949616' target='_blank' rel='noopener noreferrer'>💬 117</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://www.quantamagazine.org/wp-content/uploads/2026/04/Anti-Infinity-cr-Kristina-Armitage-Social.jpg' data-full='https://www.quantamagazine.org/wp-content/uploads/2026/04/Anti-Infinity-cr-Kristina-Armitage-Social.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Explores how embracing finitary approaches or truncating infinite concepts can yield new mathematical or computational insights. The piece ties abstract ideas to practical gains in computation, physics, or philosophy, showing that shedding the ideal of infinity can lead to usable approximations or new theories. It emphasizes the value of finite models in tackling real-world problems.</p>\n<p class='hn-text-zh'>探讨在将无限概念简化或接受有限化时，如何带来新的数学或计算洞见。文章将抽象理念与计算、物理或哲学的实际应用联系起来，展示放弃无限理想能带来可用的近似或新理论，强调有限模型在现实问题中的价值。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47968035' data-tags='Open Source,Privacy' data-hn-time='1777582161' data-hn-score='26' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(79) <a href='https://simplex.chat/blog/20260430-simplex-channels-v6-5-consortium-crowdfunding-freedom-of-speech.html' target='_blank' rel='noopener noreferrer'>SimpleX Channels, SimpleX Network Consortium and Community Crowdfunding</a></p>\n<p class='hn-meta'>SimpleX 通道、SimpleX 网络联盟与社区众筹</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 13:49 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47968035' target='_blank' rel='noopener noreferrer'>▲ 26</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47968035' target='_blank' rel='noopener noreferrer'>💬 2</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://simplex.chat/blog/images/20260430-home.png' data-full='https://simplex.chat/blog/images/20260430-home.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A post announcing SimpleX Channels v6.5 and a network consortium, with a focus on crowdfunding to support a decentralised, censorship-resistant communications platform. It outlines governance goals and how backers can participate in building an open, privacy-preserving communication layer.</p>\n<p class='hn-text-zh'>社区众筹与 SimpleX Channels 版本 6.5、SimpleX 网络联盟一并推出，旨在资助一个去中心化、抗审查的消息传递网络。文中阐述治理原则以及背书方如何参与建设一个开放、注重隐私的通信层。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47969522' data-tags='Science,Data' data-hn-time='1777590897' data-hn-score='20' data-hot-score='0.07'>\n<div class='hn-body'>\n<p class='hn-title'>(80) <a href='https://phys.org/news/2026-04-universal-patterns-emerge-languages-vocabularies.html' target='_blank' rel='noopener noreferrer'>Universal patterns emerge across 22 languages, mapping how vocabularies evolve</a></p>\n<p class='hn-meta'>22种语言中的通用模式：词汇演变的映射</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 16:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47969522' target='_blank' rel='noopener noreferrer'>▲ 20</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47969522' target='_blank' rel='noopener noreferrer'>💬 1</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://scx2.b-cdn.net/gfx/news/hires/2026/universal-patterns-eme.jpg' data-full='https://scx2.b-cdn.net/gfx/news/hires/2026/universal-patterns-eme.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Researchers report universal patterns in how vocabularies evolve across 22 languages, suggesting shared underlying dynamics in lexical growth. The finding informs language modeling, cross-linguistic NLP, and cognitive linguistics by revealing scaling laws or common development trajectories.</p>\n<p class='hn-text-zh'>研究表明在22种语言中词汇演化存在普遍模式，揭示词汇增长背后可能的共同驱动机制。这一发现对语言建模、跨语言自然语言处理以及认知语言学具有重要启示，或揭示普遍的扩展规律。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47933934' data-tags='Design,Programming' data-hn-time='1777381073' data-hn-score='139' data-hot-score='0.05'>\n<div class='hn-body'>\n<p class='hn-title'>(81) <a href='https://pomax.github.io/bezierinfo/' target='_blank' rel='noopener noreferrer'>A Primer on Bézier Curves – So What Makes a Bézier Curve?</a></p>\n<p class='hn-meta'>贝塞尔曲线入门：到底是什么构成贝塞尔曲线？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 05:57 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47933934' target='_blank' rel='noopener noreferrer'>▲ 139</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47933934' target='_blank' rel='noopener noreferrer'>💬 21</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://pomax.github.io/bezierinfo/images/og-image.png' data-full='https://pomax.github.io/bezierinfo/images/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Breaks down Bezier curves, explaining control points, the De Casteljau construction, and how these curves underpin vector graphics and font design. The guide also contrasts Bezier with other spline types and gives practical tips for use.</p>\n<p class='hn-text-zh'>贝塞尔曲线入门讲解了控制点、De Casteljau 算法及其在矢量图形、字体设计中的应用，並比较了与其他样条的区别，给出实际使用要点。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939246' data-tags='Programming,DevOps' data-hn-time='1777403946' data-hn-score='113' data-hot-score='0.05'>\n<div class='hn-body'>\n<p class='hn-title'>(82) <a href='https://gregraiz.com/blog/local-vibe/' target='_blank' rel='noopener noreferrer'>I Got Sick of Remembering Port Numbers</a></p>\n<p class='hn-meta'>我终于厌倦了记端口号</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:19 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939246' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939246' target='_blank' rel='noopener noreferrer'>💬 109</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://gregraiz.com/assets/avatar.png' data-full='https://gregraiz.com/assets/avatar.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Port numbers are a hassle; the post shares approaches to avoid memorizing them, such as using service discovery, DNS aliases, or local routing tricks. It argues for more ergonomic development workflows in networked services.</p>\n<p class='hn-text-zh'>端口号记忆麻烦，文中分享通过服务发现、DNS 别名或本地路由等方式来避免记住端口号的方法，主张让开发者在网络服务中拥有更高效的工作流。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939158' data-tags='Energy,Politics' data-hn-time='1777403606' data-hn-score='96' data-hot-score='0.04'>\n<div class='hn-body'>\n<p class='hn-title'>(83) <a href='https://en.wikipedia.org/wiki/Church_Rock_uranium_mill_spill' target='_blank' rel='noopener noreferrer'>The Church Rock Uranium Mill Spill</a></p>\n<p class='hn-meta'>Church Rock 铀矿厂泄漏事故</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:13 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939158' target='_blank' rel='noopener noreferrer'>▲ 96</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939158' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://upload.wikimedia.org/wikipedia/commons/d/d5/United_Nuclear_Corporation_Church_Rock_Uranium_Mill.jpeg' data-full='https://upload.wikimedia.org/wikipedia/commons/d/d5/United_Nuclear_Corporation_Church_Rock_Uranium_Mill.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A 1979 uranium mill spill at Church Rock released large amounts of radioactive waste into the desert; it's one of the worst nuclear incidents in US history. It underscores legacy pollution and regulatory challenges in mining and energy sectors, with lessons for tech and policy.</p>\n<p class='hn-text-zh'>Church Rock 铀矿厂在 1979 年发生严重的放射性废料泄漏，成为美国历史上最严重的核事故之一。此事揭示了矿业与能源领域的遗留污染与监管挑战，对科技与政策具有长期影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47936184' data-tags='Culture' data-hn-time='1777391497' data-hn-score='91' data-hot-score='0.04'>\n<div class='hn-body'>\n<p class='hn-title'>(84) <a href='https://en.wikipedia.org/wiki/Auto_polo' target='_blank' rel='noopener noreferrer'>Auto Polo</a></p>\n<p class='hn-meta'>自动马球</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 08:51 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47936184' target='_blank' rel='noopener noreferrer'>▲ 91</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47936184' target='_blank' rel='noopener noreferrer'>💬 23</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://upload.wikimedia.org/wikipedia/commons/6/67/Auto_polo_crop1.jpg' data-full='https://upload.wikimedia.org/wikipedia/commons/6/67/Auto_polo_crop1.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Auto Polo is a historical experiment where drivers control cars on a polo field, blending early automotive tech with sport. The note covers its origins, rules, and why it stands as a curious footnote in the history of vehicles and games.</p>\n<p class='hn-text-zh'>自动马球是一项早期的实验性运动，驾驶员驾驶汽车在马球场上竞技，融合了汽车技术与体育趣味。文中回顾了起源、规则，以及其在汽车史与体育史中的有趣地位。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47948152' data-tags='Education,Design' data-hn-time='1777469327' data-hn-score='52' data-hot-score='0.04'>\n<div class='hn-body'>\n<p class='hn-title'>(85) <a href='https://spectrum.ieee.org/roboticist-turned-teacher-eniac-replica' target='_blank' rel='noopener noreferrer'>Roboticist-Turned-Teacher Built a Life-Size Replica of Eniac</a></p>\n<p class='hn-meta'>从机器人专家转为教师：打造了 ENIAC 的等身复制品</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 06:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47948152' target='_blank' rel='noopener noreferrer'>▲ 52</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47948152' target='_blank' rel='noopener noreferrer'>💬 10</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://spectrum.ieee.org/media-library/image.png?id=65575461&width=1200&height=600&coordinates=0%2C281%2C0%2C282' data-full='https://spectrum.ieee.org/media-library/image.png?id=65575461&width=1200&height=600&coordinates=0%2C281%2C0%2C282' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A robotics-trained educator built a life-size replica of ENIAC, reviving the iconic pre-transistor computer for teaching and public engagement. The project shows how hands-on making and robotics skills can illuminate early computing history and inspire students. It also demonstrates value in interdisciplinary approaches to tech education.</p>\n<p class='hn-text-zh'>一位具备机器人学背景的教师打造了 ENIAC 的等身复制品，用于教学与公众互动。该项目展示了动手制作与机器人技能如何点亮早期计算机历史并激发学生兴趣，同时凸显跨学科方法在科技教育中的价值。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47927011' data-tags='Programming,AI' data-hn-time='1777322302' data-hn-score='110' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(86) <a href='https://idlemachines.co.uk/essays/softmax' target='_blank' rel='noopener noreferrer'>Softmax, can you derive the Jacobian? And should you care?</a></p>\n<p class='hn-meta'>Softmax：能推导雅可比矩阵吗？是否值得关心？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 27, 2026 / 13:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47927011' target='_blank' rel='noopener noreferrer'>▲ 110</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47927011' target='_blank' rel='noopener noreferrer'>💬 42</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://idlemachines.co.uk/api/og/essay?title=Softmax%2C%20can%20you%20really%20derive%20the%20Jacobian%3F%20And%20should%20you%20care%3F' data-full='https://idlemachines.co.uk/api/og/essay?title=Softmax%2C%20can%20you%20really%20derive%20the%20Jacobian%3F%20And%20should%20you%20care%3F' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The post derives the Jacobian of the Softmax function and discusses its relevance for practical machine learning. While the Jacobian is dense and coupled, understanding it helps diagnose gradient flow in multi-class models and informs numerical implementation choices. The takeaway is that Softmax’s interactions across outputs matter more than they appear at first glance.</p>\n<p class='hn-text-zh'>文章推导了 Softmax 的雅可比矩阵，并讨论其在实际机器学习中的作用。虽然雅可比矩阵很稠密且耦合，但理解它有助于诊断多分类模型的梯度流动，并为数值实现提供指引。要点在于输出之间的耦合关系比初看时更为重要。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972187' data-tags='Hardware,AI,Energy' data-hn-time='1777621249' data-hn-score='4' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(87) <a href='https://www.tomshardware.com/tech-industry/artificial-intelligence/softbank-subsidiary-working-with-intel-to-develop-radical-new-zam-memory-is-now-receiving-japanese-govt-subsidies-new-memory-designed-as-a-lower-power-hbm-for-ai-workloads' target='_blank' rel='noopener noreferrer'>SoftBank, Intel to develop ZAM memory – new memory designed as lower-power HBM</a></p>\n<p class='hn-meta'>SoftBank、Intel 将开发 ZAM 内存——低功耗HBM 新内存</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 00:40 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972187' target='_blank' rel='noopener noreferrer'>▲ 4</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972187' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span></div>\n<img class='hn-img' src='https://cdn.mos.cms.futurecdn.net/u3myfqyQwuDFWsoxGdjM8U-1600-80.jpg' data-full='https://cdn.mos.cms.futurecdn.net/u3myfqyQwuDFWsoxGdjM8U-1600-80.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>SoftBank's subsidiary and Intel partner to develop ZAM memory, a low-power High Bandwidth Memory designed for AI workloads. If successful, it could slash energy per operation in data centers while maintaining high bandwidth to meet AI-scale demands.</p>\n<p class='hn-text-zh'>软银旗下单位与英特尔合作开发 ZAM 内存，一种面向 AI 工作负载的低功耗高带宽存储解决方案。若成功，将在数据中心显著降低能耗同时维持高带宽，应对日益增长的 AI 计算需求。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939227' data-tags='Culture,Hardware' data-hn-time='1777403859' data-hn-score='39' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(88) <a href='https://nikhiljha.com/posts/vt100/' target='_blank' rel='noopener noreferrer'>Using a 1978 terminal in 2026 (DEC VT-100)</a></p>\n<p class='hn-meta'>在2026年使用一台1978年的 DEC VT-100 终端机</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:17 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939227' target='_blank' rel='noopener noreferrer'>▲ 39</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939227' target='_blank' rel='noopener noreferrer'>💬 14</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://nikhiljha.com/images/vt100/Hero.jpg' data-full='https://nikhiljha.com/images/vt100/Hero.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A 2026 experiment uses a DEC VT-100 terminal to explore retro computing today, highlighting the charm and limits of 1970s hardware. The setup sheds light on minimal interfaces and resilience trade-offs compared to modern user experiences.</p>\n<p class='hn-text-zh'>用一台 DEC VT-100 终端机在2026年进行实验，展示了1970年代硬件的魅力与局限。该体验凸显极简界面与现代用户体验之间的权衡。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47946990' data-tags='Design,Programming' data-hn-time='1777463165' data-hn-score='30' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(89) <a href='https://nik.digital/posts/compositing-blending' target='_blank' rel='noopener noreferrer'>Compositing and Blending – Exploring the math and intuition behind blend modes</a></p>\n<p class='hn-meta'>合成与混合——探索混合模式的数学与直觉</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 04:46 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47946990' target='_blank' rel='noopener noreferrer'>▲ 30</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47946990' target='_blank' rel='noopener noreferrer'>💬 3</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://nik.digital/posts/compositing-blending/opengraph-image-1wdqp3?9295f72f0f3c774d' data-full='https://nik.digital/posts/compositing-blending/opengraph-image-1wdqp3?9295f72f0f3c774d' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An exploration of blend modes in graphics, covering the math of alpha compositing and how different modes affect color and contrast. The piece provides intuition for designers and practical tips for choosing blend modes in compositing and visual effects.</p>\n<p class='hn-text-zh'>本文深入讲解图像合成中的混合模式，涵盖透明度运算与不同模式对颜色与对比度的影响，并为设计师提供直观理解与实际选用建议。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971771' data-tags='Programming' data-hn-time='1777616461' data-hn-score='3' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(90) <a href='https://matduggan.com/if-i-could-make-my-own-github/' target='_blank' rel='noopener noreferrer'>If I Could Make My Own GitHub</a></p>\n<p class='hn-meta'>如果我能做出自己的 GitHub</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 23:21 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971771' target='_blank' rel='noopener noreferrer'>▲ 3</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971771' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<p class='hn-text-en'>A thoughtful piece on what it would take to build a personal GitHub-like platform, examining repository hosting, authentication, collaboration workflows, and the trade-offs of building in-house versus using existing services.</p>\n<p class='hn-text-zh'>这篇文章探讨若要打造一个类似 GitHub 的自建平台，需要考虑代码托管、身份认证、协作工作流等要点，以及自建与使用现成服务之间的取舍。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47942347' data-tags='Science' data-hn-time='1777419787' data-hn-score='29' data-hot-score='0.01'>\n<div class='hn-body'>\n<p class='hn-title'>(91) <a href='https://www.alphaxiv.org/abs/2604.23468' target='_blank' rel='noopener noreferrer'>A Milestone in Formalization: The Sphere Packing Problem in Dimension 8</a></p>\n<p class='hn-meta'>8 维球面打包问题的形式化里程碑</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 16:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47942347' target='_blank' rel='noopener noreferrer'>▲ 29</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47942347' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://www.alphaxiv.org/api/paper-twitter-image?title=A+Milestone+in+Formalization%3A+The+Sphere+Packing+Problem+in+Dimension+8&authors=Sidharth+Hariharan%2C+Christopher+Birkbeck%2C+Seewoo+Lee%2C+Ho+Kiu+Gareth+Ma%2C+Bhavik+Mehta%2C+Auguste+Poiroux%2C+Maryna+Viazovska' data-full='https://www.alphaxiv.org/api/paper-twitter-image?title=A+Milestone+in+Formalization%3A+The+Sphere+Packing+Problem+in+Dimension+8&authors=Sidharth+Hariharan%2C+Christopher+Birkbeck%2C+Seewoo+Lee%2C+Ho+Kiu+Gareth+Ma%2C+Bhavik+Mehta%2C+Auguste+Poiroux%2C+Maryna+Viazovska' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A milestone in formalization: the sphere packing problem in 8 dimensions has been formalized and verified, enabling machine-checked proofs of optimality. The work advances the collaboration between mathematical insight and formal proof systems, with implications for coding theory and communications.</p>\n<p class='hn-text-zh'>形式化证明方面取得里程碑：对8维球面打包问题进行了形式化验证，允许对最优性进行机器可校验的证明。此进展标志着将数学洞见与形式化证明系统结合的里程碑，对于编码理论和通信研究具有潜在影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47952807' data-tags='Privacy' data-hn-time='1777489247' data-hn-score='16' data-hot-score='0.01'>\n<div class='hn-body'>\n<p class='hn-title'>(92) <a href='https://simme.dev/posts/the-end-of-just-ask-sarah/' target='_blank' rel='noopener noreferrer'>The end of \"Just ask Sarah\"</a></p>\n<p class='hn-meta'>《Just ask Sarah》的终结</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 12:00 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47952807' target='_blank' rel='noopener noreferrer'>▲ 16</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47952807' target='_blank' rel='noopener noreferrer'>💬 10</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<p class='hn-text-en'>The piece argues that the 'Just ask Sarah' approach is ending, citing concerns over coverage, privacy, and reliability, and hints at more robust, multi-source QA patterns.</p>\n<p class='hn-text-zh'>文章讨论“Just ask Sarah”方法为何走到尽头，指出覆盖、隐私与可靠性方面的担忧，并暗示将出现更稳健的多源问答模式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971300' data-tags='Security,DevOps,Privacy' data-hn-time='1777609704' data-hn-score='3' data-hot-score='0.01'>\n<div class='hn-body'>\n<p class='hn-title'>(93) <a href='https://arxiv.org/abs/2604.26974' target='_blank' rel='noopener noreferrer'>C8s: A Confidential Kubernetes Architecture</a></p>\n<p class='hn-meta'>C8s：一个保密的 Kubernetes 架构</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 21:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971300' target='_blank' rel='noopener noreferrer'>▲ 3</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971300' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png' data-full='https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>C8s proposes a confidential Kubernetes architecture, focusing on security and privacy-preserving features for container orchestration. The paper discusses threat models, architecture design, and potential deployment implications for sensitive workloads.</p>\n<p class='hn-text-zh'>题为 C8s 的保密 Kubernetes 架构，强调对工作负载的机密性与安全性。论文讨论了威胁模型、架构设计和对企业级、注重隐私的容器编排的潜在影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47956055' data-tags='Health,Science' data-hn-time='1777505309' data-hn-score='5' data-hot-score='0.0'>\n<div class='hn-body'>\n<p class='hn-title'>(94) <a href='https://www.nature.com/articles/s41586-026-10412-y' target='_blank' rel='noopener noreferrer'>Engineering tough blood clots for rapid haemostasis and enhanced regeneration</a></p>\n<p class='hn-meta'>用于快速止血与促进再生的坚韧血栓工程</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 16:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47956055' target='_blank' rel='noopener noreferrer'>▲ 5</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47956055' target='_blank' rel='noopener noreferrer'>💬 1</a> <span class='hn-tag hn-tag--emerald' data-tag='Health'>Health</span> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://media.springernature.com/m685/springer-static/image/art%3A10.1038%2Fs41586-026-10412-y/MediaObjects/41586_2026_10412_Fig1_HTML.png' data-full='https://media.springernature.com/m685/springer-static/image/art%3A10.1038%2Fs41586-026-10412-y/MediaObjects/41586_2026_10412_Fig1_HTML.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Nature reports engineering blood clots for rapid hemostasis and enhanced regeneration, a potential biomedical breakthrough with ethical and safety considerations.</p>\n<p class='hn-text-zh'>《自然》报道了用于快速止血并促进再生的工程化血栓研究，显示出生物医学领域的潜在突破，同时伴随伦理与安全考量。</p>\n</div>\n</div>\n</div>\n"}, "f36f3ffc57437ec28d1e06a67382e357f63cfdac": {"t": 1785772473.2081065, "n": 108462, "h": "ace546490df9bb78", "c": "---\nlayout: hn\ntitle: \"Hacker News — Trending (2026-05-01)\"\n---\n<h1 class='hn-h1'>Hacker News Daily — 2026-05-01 <span class='hn-mode-badge hn-mode-top'>Trending</span></h1>\n<div class='hn-nav'><a class='hn-nav-btn hn-prev' href='/hackernews/2026/04/30/top_stories_04302026'>‹ Prev day</a><a class='hn-nav-btn hn-nav-index' href='/hackernews/'>← Index</a><a class='hn-nav-btn hn-next' href='/hackernews/2026/05/02/top_stories_05022026'>Next day ›</a></div>\n<p class='hn-subtitle'>Scraped at 07:55, May 01, 2026 (PDT)</p>\n<hr class='hn-rule'/>\n<div class='hn-list'>\n<div class='hn-card' id='story-47973378' data-tags='Security,Privacy,AI' data-hn-time='1777633712' data-hn-score='226' data-hot-score='9.48'>\n<div class='hn-body'>\n<p class='hn-title'>(1) <a href='https://xcancel.com/aaronp613/status/2049986504617820551' target='_blank' rel='noopener noreferrer'>Apple accidentally left Claude.md files Apple Support app</a></p>\n<p class='hn-meta'>苹果意外在 Apple Support 应用中暴露 Claude.md 文件</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973378' target='_blank' rel='noopener noreferrer'>▲ 226</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973378' target='_blank' rel='noopener noreferrer'>💬 162</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://pbs.twimg.com/media/HHMDhzqXEAATAX9.jpg' data-full='https://pbs.twimg.com/media/HHMDhzqXEAATAX9.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Apple left Claude.md files exposed in the Apple Support app, risking exposure of internal docs. The incident points to misconfigurations in asset hosting and the importance of strict access controls in software packaging.</p>\n<p class='hn-text-zh'>苹果支持应用中意外暴露了内部 Claude.md 文件，可能暴露敏感文档。此事件凸显资源配置失误可能带来的信息泄露，以及在应用打包中加强访问控制的必要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973376' data-tags='Design,Web' data-hn-time='1777633700' data-hn-score='147' data-hot-score='6.15'>\n<div class='hn-body'>\n<p class='hn-title'>(2) <a href='https://websmith.studio/blog/your-website-is-not-for-you/' target='_blank' rel='noopener noreferrer'>Your Website Is Not for You</a></p>\n<p class='hn-meta'>你的网站不是为你自己设计的</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973376' target='_blank' rel='noopener noreferrer'>▲ 147</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973376' target='_blank' rel='noopener noreferrer'>💬 98</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<p class='hn-text-en'>Design decisions should serve users, not the creator. The piece emphasizes user-centered UX, urging clear content, accessible navigation, and task-focused flows, with practical cues to measure success from a user’s point of view.</p>\n<p class='hn-text-zh'>设计决策应以用户为中心，而非以设计者为中心。文章强调提升可用性、清晰信息结构和以用户任务为导向的体验，并给出从用户角度评估成效的实用建议。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972511' data-tags='Show HN,Programming,Hardware' data-hn-time='1777625025' data-hn-score='240' data-hot-score='5.39'>\n<div class='hn-body'>\n<p class='hn-title'>(3) <a href='https://github.com/darrylmorley/whatcable' target='_blank' rel='noopener noreferrer'>Show HN: WhatCable, a tiny menu bar app for inspecting USB-C cables</a></p>\n<p class='hn-meta'>Show HN：WhatCable——用于查看 USB-C 电缆的小型菜单栏应用</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972511' target='_blank' rel='noopener noreferrer'>▲ 240</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972511' target='_blank' rel='noopener noreferrer'>💬 84</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://repository-images.githubusercontent.com/1226286910/faabb9c8-772f-43d0-8643-57d90b45f5b2' data-full='https://repository-images.githubusercontent.com/1226286910/faabb9c8-772f-43d0-8643-57d90b45f5b2' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>WhatCable is a tiny macOS menu-bar app that inspects USB-C cables to report capabilities like power delivery and alt-mode support. It demonstrates how lightweight utilities can help developers verify hardware compatibility.</p>\n<p class='hn-text-zh'>WhatCable 是一个极简的 macOS 菜单栏应用，可检查 USB-C 电缆的供电、替代模式等能力，帮助开发者快速核对硬件兼容性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972447' data-tags='AI,Programming' data-hn-time='1777624171' data-hn-score='222' data-hot-score='4.73'>\n<div class='hn-body'>\n<p class='hn-title'>(4) <a href='https://docs.x.ai/developers/models/grok-4.3' target='_blank' rel='noopener noreferrer'>Grok 4.3</a></p>\n<p class='hn-meta'>Grok 4.3</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:29 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972447' target='_blank' rel='noopener noreferrer'>▲ 222</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972447' target='_blank' rel='noopener noreferrer'>💬 318</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://docs.x.ai/api/og?t=eyJ0aXRsZSI6Ikdyb2sgNC4zIiwidiI6IjMiLCJzY29wZSI6ImRldmVsb3BlcnMiLCJzZWN0aW9uIjoiTW9kZWxzIGFuZCBQcmljaW5nIn0.SMidkHaGudRzuawDgM_H4n4Y3WQgd7xcEmaQjlFarcw' data-full='https://docs.x.ai/api/og?t=eyJ0aXRsZSI6Ikdyb2sgNC4zIiwidiI6IjMiLCJzY29wZSI6ImRldmVsb3BlcnMiLCJzZWN0aW9uIjoiTW9kZWxzIGFuZCBQcmljaW5nIn0.SMidkHaGudRzuawDgM_H4n4Y3WQgd7xcEmaQjlFarcw' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Grok 4.3 is the latest release of the Grok model family, offering updates to its model API and capabilities for developers building on the platform.</p>\n<p class='hn-text-zh'>Grok 4.3 是 Grok 模型家族的最新版本，为在该平台上构建应用的开发者带来 API 与能力的更新。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973108' data-tags='AI,Business' data-hn-time='1777631292' data-hn-score='115' data-hot-score='3.94'>\n<div class='hn-body'>\n<p class='hn-title'>(5) <a href='https://techcrunch.com/2026/04/30/after-dissing-anthropic-for-limiting-mythos-openai-restricts-access-to-cyber-too/' target='_blank' rel='noopener noreferrer'>After dissing Anthropic for limiting Mythos, OpenAI restricts access to Cyber</a></p>\n<p class='hn-meta'>在批评 Anthropic 对 Mythos 的限制后，OpenAI 也收紧了 Cyber 的访问</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973108' target='_blank' rel='noopener noreferrer'>▲ 115</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973108' target='_blank' rel='noopener noreferrer'>💬 90</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://techcrunch.com/wp-content/uploads/2026/04/Screenshot-2026-04-14-at-7.00.44-PM.png?resize=1200,783' data-full='https://techcrunch.com/wp-content/uploads/2026/04/Screenshot-2026-04-14-at-7.00.44-PM.png?resize=1200,783' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>OpenAI tightened access to Cyber after publicly criticizing Anthropic over Mythos limits, underscoring how platform-controlled model access shapes competition and developer workflows. The move signals ongoing consolidation of AI tooling access policies.</p>\n<p class='hn-text-zh'>在公开批评 Anthropic 对 Mythos 的限制后，OpenAI 也收紧了 Cyber 的访问权限，凸显平台对模型访问的控制如何影响竞争格局和开发者工作流。此举预示着 AI 工具访问政策的持续收紧。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963204' data-tags='AI,Programming' data-hn-time='1777559818' data-hn-score='1235' data-hot-score='3.42'>\n<div class='hn-body'>\n<p class='hn-title'>(6) <a href='https://twitter.com/theo/status/2049645973350363168' target='_blank' rel='noopener noreferrer'>Claude Code refuses requests or charges extra if your commits mention \"OpenClaw\"</a></p>\n<p class='hn-meta'>Claude Code 对提及 OpenClaw 的提交拒绝请求，甚至额外收费</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 07:36 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963204' target='_blank' rel='noopener noreferrer'>▲ 1235</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963204' target='_blank' rel='noopener noreferrer'>💬 680</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://pbs.twimg.com/media/HHHOBgQaYAAV1gG.jpg:large' data-full='https://pbs.twimg.com/media/HHHOBgQaYAAV1gG.jpg:large' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Claude Code reportedly refuses or incurs extra charges for requests tied to the phrase OpenClaw, illustrating guardrails around prompts and naming in coding assistants. The detail reflects how policy constraints and pricing are implemented in AI development tools.</p>\n<p class='hn-text-zh'>报道称 Claude Code 对提及 OpenClaw 的提交拒绝请求，甚至额外收费，体现对特定提示的安全与定价策略在编码助手中的应用。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973755' data-tags='Programming,Web' data-hn-time='1777636691' data-hn-score='54' data-hot-score='2.94'>\n<div class='hn-body'>\n<p class='hn-title'>(7) <a href='https://www.pagetable.com/?p=1854' target='_blank' rel='noopener noreferrer'>Running Adobe's 1991 PostScript Interpreter in the Browser</a></p>\n<p class='hn-meta'>在浏览器中运行 Adobe 的 1991 年 PostScript 解释器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:58 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973755' target='_blank' rel='noopener noreferrer'>▲ 54</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973755' target='_blank' rel='noopener noreferrer'>💬 13</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://www.pagetable.com/docs/retro-ps/retro-ps.png' data-full='https://www.pagetable.com/docs/retro-ps/retro-ps.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A project ports Adobe's 1991 PostScript interpreter to run in the browser, allowing faithful rendering of legacy PostScript documents without server-side tooling. It highlights the challenges of porting a vintage interpreter to modern environments and the performance/precision considerations involved. The effort underscores the value of emulation for digital preservation and retro computing.</p>\n<p class='hn-text-zh'>一个将 Adobe 1991 年 PostScript 解释器移植到浏览器的项目，使老旧的 PostScript 文档能够在客户端渲染，避免对服务器端运行时的依赖。展示了把历史解释器带入现代运行时的挑战以及性能与精度的权衡。此工作凸显了在数字保存和复古计算领域，浏览器端仿真的重要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47967786' data-tags='Privacy' data-hn-time='1777580842' data-hn-score='668' data-hot-score='2.91'>\n<div class='hn-body'>\n<p class='hn-title'>(8) <a href='https://rivian.com/support/article/can-i-disable-all-data-collection-from-my-vehicle' target='_blank' rel='noopener noreferrer'>Can I disable all data collection from my vehicle?</a></p>\n<p class='hn-meta'>我能否完全禁用车辆的数据收集？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 13:27 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47967786' target='_blank' rel='noopener noreferrer'>▲ 668</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47967786' target='_blank' rel='noopener noreferrer'>💬 284</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://media.rivian.com/image/upload/f_auto,q_auto/v1695930282/rivian-com/default-riv-com-sharing-image_gjg8mw.jpg' data-full='https://media.rivian.com/image/upload/f_auto,q_auto/v1695930282/rivian-com/default-riv-com-sharing-image_gjg8mw.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Car makers generally allow opting out of some data collection, but completely disabling telemetry is often not possible due to safety, features, and updates. The Rivian guidance illustrates what can be turned off and what remains required for core functions like safety and navigation.</p>\n<p class='hn-text-zh'>多数车企允许关闭某些数据收集，但完全禁用遥测往往因安全性、功能性和更新需求而受限。Rivian 的指南显示哪些数据可以关闭、哪些仍然被收集用于安全与导航等核心功能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965060' data-tags='Privacy,Politics' data-hn-time='1777567260' data-hn-score='655' data-hot-score='2.1'>\n<div class='hn-body'>\n<p class='hn-title'>(9) <a href='https://thereader.mitpress.mit.edu/the-whistleblower-who-uncovered-the-nsas-big-brother-machine/' target='_blank' rel='noopener noreferrer'>How Mark Klein told the EFF about Room 641A [book excerpt]</a></p>\n<p class='hn-meta'>马克·克莱因向 EFF 披露641A室内幕的书摘</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:41 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965060' target='_blank' rel='noopener noreferrer'>▲ 655</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965060' target='_blank' rel='noopener noreferrer'>💬 217</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<p class='hn-text-en'>Mark Klein, a former AT&T technician, disclosed to the EFF the existence of Room 641A, a secret facility where fiber-optic lines were allegedly tapped for mass surveillance. The excerpt presents his firsthand account and the ensuing controversy, showing how insider disclosures can catalyze public scrutiny and policy debate around surveillance. It underscores the lasting impact whistleblowers have on privacy advocacy and reform efforts.</p>\n<p class='hn-text-zh'>前 AT&T 技术员 Mark Klein 向电子前哨基金会披露了“641A 室”的存在，据称在那里对光纤线路进行了大规模监控拦截。书摘给出他的第一手叙述及随后的争议，展示了内部披露如何点燃公众关注并推动 surveillance 相关的政策辩论。此事凸显举报人在隐私倡议与改革中的长期影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47961319' data-tags='Energy,Politics,Security' data-hn-time='1777551434' data-hn-score='839' data-hot-score='2.0'>\n<div class='hn-body'>\n<p class='hn-title'>(10) <a href='https://dpa-international.com/general-news/urn:newsml:dpa.com:20090101:260430-930-14717/' target='_blank' rel='noopener noreferrer'>Belgium stops decommissioning nuclear power plants</a></p>\n<p class='hn-meta'>比利时暂停核电站退役计划</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 05:17 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47961319' target='_blank' rel='noopener noreferrer'>▲ 839</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47961319' target='_blank' rel='noopener noreferrer'>💬 902</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://dpa-international.com/img/logo-dpa-international.svg' data-full='https://dpa-international.com/img/logo-dpa-international.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Belgium has paused its plan to decommission certain nuclear power plants, citing energy security and potential gaps in supply. The move illustrates the tension between decarbonization goals and reliable power, and could influence regional energy policy.</p>\n<p class='hn-text-zh'>比利时宣布暂停核电站退役计划，强调保障能源供应的现实需要。此举揭示了在实现低碳目标与确保电力稳定之间的权衡，可能影响区域能源治理与政策走向。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972888' data-tags='Show HN,Programming,Hardware' data-hn-time='1777629135' data-hn-score='68' data-hot-score='1.98'>\n<div class='hn-body'>\n<p class='hn-title'>(11) <a href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>Show HN: Perfect Bluetooth MIDI for Windows</a></p>\n<p class='hn-meta'>Show HN：Windows 上的完美蓝牙 MIDI</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>▲ 68</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972888' target='_blank' rel='noopener noreferrer'>💬 16</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://news.ycombinator.com/y18.svg' data-full='https://news.ycombinator.com/y18.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Windows finally achieves reliable Bluetooth MIDI performance with low latency and stable throughput, comparable to native platforms.</p>\n<p class='hn-text-zh'>Windows 的蓝牙 MIDI 性能实现了稳定低延迟，与原生平台相当。该进展提升了 Windows 上的跨平台音乐工作流，解决长期存在的兼容性难题。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973710' data-tags='Open Source,Security' data-hn-time='1777636402' data-hn-score='35' data-hot-score='1.84'>\n<div class='hn-body'>\n<p class='hn-title'>(12) <a href='https://shkspr.mobi/blog/2026/05/nhs-goes-to-war-against-open-source/' target='_blank' rel='noopener noreferrer'>NHS Goes to War Against Open Source</a></p>\n<p class='hn-meta'>NHS 与开源的一场战争</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:53 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973710' target='_blank' rel='noopener noreferrer'>▲ 35</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973710' target='_blank' rel='noopener noreferrer'>💬 3</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://shkspr.mobi/blog/wp-content/uploads/2026/04/SDLC-8.webp' data-full='https://shkspr.mobi/blog/wp-content/uploads/2026/04/SDLC-8.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Critiques NHS policies that hinder open-source software adoption, arguing it stifles innovation, vendor neutrality, and security benefits from community-driven tooling. Calls for policy reforms to embrace open-source benefits in healthcare IT.</p>\n<p class='hn-text-zh'>批评 NHS 的做法，认为其对开源软件的限制阻碍创新、供应商中立性以及社区驱动工具的安全收益，呼吁在医疗 IT 中重新评估政策以拥抱开源的潜在好处。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972213' data-tags='Security,Open Source,DevOps' data-hn-time='1777621457' data-hn-score='100' data-hot-score='1.82'>\n<div class='hn-body'>\n<p class='hn-title'>(13) <a href='https://status.canonical.com/#/incident/KNms6QK9ewuzz-7xUsPsNylV20jEt5kyKsd8A-3ptQEHpOd8VQ40ZQs-KD81fboQXeGZB94okNHdHBGlCv58Sw==' target='_blank' rel='noopener noreferrer'>Canonical/Ubuntu have been under DDoS for more than 15h</a></p>\n<p class='hn-meta'>Canonical/Ubuntu 遭遇超过15小时的 DDoS 攻击</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 00:44 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972213' target='_blank' rel='noopener noreferrer'>▲ 100</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972213' target='_blank' rel='noopener noreferrer'>💬 34</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<p class='hn-text-en'>Canonical and Ubuntu infrastructure faced a sustained DDoS attack lasting more than 15 hours, disrupting services and user access. The incident underscores the need for robust DDoS defenses and incident response in high-visibility open-source ecosystems.</p>\n<p class='hn-text-zh'>Canonical 与 Ubuntu 的基础设施遭受持续超过15小时的 DDoS 攻击，影响服务与用户访问。事件凸显在高可见性开源生态中部署强大防护和应急响应能力的重要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949027' data-tags='Programming' data-hn-time='1777473259' data-hn-score='2094' data-hot-score='1.81'>\n<div class='hn-body'>\n<p class='hn-title'>(14) <a href='https://zed.dev/blog/zed-1-0' target='_blank' rel='noopener noreferrer'>Zed 1.0</a></p>\n<p class='hn-meta'>Zed 1.0 发布</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 07:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949027' target='_blank' rel='noopener noreferrer'>▲ 2094</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949027' target='_blank' rel='noopener noreferrer'>💬 677</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://zed.dev/img/post/one-point-zero/thumbnail.webp' data-full='https://zed.dev/img/post/one-point-zero/thumbnail.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Zed 1.0 marks the first stable release of the Zed language, accompanied by its tooling and documentation. The release signals readiness for broader adoption in systems programming and showcases a focus on safe, expressive syntax and productive tooling.</p>\n<p class='hn-text-zh'>Zed 1.0 标志着 Zed 语言的首个稳定版本及其工具链的发布。此举表明该语言准备迎接更广泛的应用，强调安全、可读性强的语法和高效的开发工具。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965108' data-tags='Security' data-hn-time='1777567427' data-hn-score='559' data-hot-score='1.8'>\n<div class='hn-body'>\n<p class='hn-title'>(15) <a href='https://www.openwall.com/lists/oss-security/2026/04/30/10' target='_blank' rel='noopener noreferrer'>For Linux kernel vulnerabilities, there is no heads-up to distributions</a></p>\n<p class='hn-meta'>Linux 内核漏洞：对发行版没有事先通知</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965108' target='_blank' rel='noopener noreferrer'>▲ 559</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965108' target='_blank' rel='noopener noreferrer'>💬 471</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://www.openwall.com/logo.png' data-full='https://www.openwall.com/logo.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Linux kernel vulnerability disclosures often fail to provide a formal heads-up to distributions, delaying patch adoption. The situation highlights gaps in how advisories propagate from researchers to downstream users, affecting enterprise risk management.</p>\n<p class='hn-text-zh'>Linux 内核漏洞的披露往往没有直接向发行版提供正式的事先通知，导致修补落地延迟。这暴露了研究人员、公告渠道与发行版维护之间的信息传递断层，影响企业的风险管理和修补节奏。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47964034' data-tags='Politics,Privacy' data-hn-time='1777563100' data-hn-score='495' data-hot-score='1.46'>\n<div class='hn-body'>\n<p class='hn-title'>(16) <a href='https://www.democrata.es/en/politics/congress-and-senate/congress-will-act-against-massive-ip-blockages-by-laliga/' target='_blank' rel='noopener noreferrer'>Spain's parliament will act against massive IP blockages by LaLiga</a></p>\n<p class='hn-meta'>西班牙议会将对 LaLiga 的大规模 IP 阻断采取行动</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 08:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47964034' target='_blank' rel='noopener noreferrer'>▲ 495</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47964034' target='_blank' rel='noopener noreferrer'>💬 197</a> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<p class='hn-text-en'>Spain's parliament plans to curb mass IP blockades pushed by La Liga, addressing concerns over overbroad blocks that can affect legitimate sites. The move signals a push for more measured, privacy-respecting enforcement while preserving anti-piracy aims. It highlights the tension between content protection and civil liberties in digital policy.</p>\n<p class='hn-text-zh'>西班牙议会计划限制 La Liga 推动的广泛 IP 阻断措施，纠正对合法站点和服务的过度封锁。此举旨在在实现反盗版目标的同时，推动更克制、尊重隐私的执法方式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971768' data-tags='Business,Hardware' data-hn-time='1777616433' data-hn-score='103' data-hot-score='1.45'>\n<div class='hn-body'>\n<p class='hn-title'>(17) <a href='https://www.macrumors.com/2026/04/30/mac-studio-mac-mini-constrained-months/' target='_blank' rel='noopener noreferrer'>Apple Says Mac Studio and Mac Mini Will Be in Short Supply for Months</a></p>\n<p class='hn-meta'>苹果称 Mac Studio 与 Mac Mini 将在数月内短缺</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 23:20 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971768' target='_blank' rel='noopener noreferrer'>▲ 103</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971768' target='_blank' rel='noopener noreferrer'>💬 92</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://images.macrumors.com/t/F7gwDgXGoRIlK9uUFsivYREvyZs=/2000x/article-new/2025/11/mac-studio-purple.jpg' data-full='https://images.macrumors.com/t/F7gwDgXGoRIlK9uUFsivYREvyZs=/2000x/article-new/2025/11/mac-studio-purple.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Apple has announced that Mac Studio and Mac Mini will be in short supply for months, signaling ongoing supply-chain constraints despite strong demand. The shortage could affect buyers, developers, and upgrade plans, and hints at broader pressures in the semiconductor and logistics ecosystem. It may impact pacing of new product workflows and budgeting for teams.</p>\n<p class='hn-text-zh'>苹果宣布 Mac Studio 和 Mac Mini 将在数月内短缺，表明需求强劲下供应链仍然受限。缺货可能影响买家、开发者及升级计划，也反映出半导体与物流生态的更广泛压力，或将影响团队的工作节奏与预算分配。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973084' data-tags='Open Source,DevOps,Privacy' data-hn-time='1777631032' data-hn-score='43' data-hot-score='1.42'>\n<div class='hn-body'>\n<p class='hn-title'>(18) <a href='https://btxx.org/posts/beginners-guide-sourcehut/' target='_blank' rel='noopener noreferrer'>A beginner's guide to Sourcehut (2025)</a></p>\n<p class='hn-meta'>Sourcehut 初学者指南（2025）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 03:23 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973084' target='_blank' rel='noopener noreferrer'>▲ 43</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973084' target='_blank' rel='noopener noreferrer'>💬 13</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://btxx.org/public/images/sourcehut-patches-list.webp' data-full='https://btxx.org/public/images/sourcehut-patches-list.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A practical tour of Sourcehut's open, lean toolchain for hosting code, builds, and mailing lists, with emphasis on self-hosting and privacy-friendly workflows. The guide contrasts Sourcehut with centralized platforms and offers steps to get started.</p>\n<p class='hn-text-zh'>这份指南介绍 Sourcehut 的开源、简洁的代码托管、构建和邮件列表工具链，强调自托管与隐私友好型工作流，并给出上手步骤。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972807' data-tags='Privacy,Design' data-hn-time='1777628347' data-hn-score='51' data-hot-score='1.4'>\n<div class='hn-body'>\n<p class='hn-title'>(19) <a href='https://skysedge.com/telecom/RUSP/index.html' target='_blank' rel='noopener noreferrer'>The Rotary Un-Smartphone (2023)</a></p>\n<p class='hn-meta'>旋转式无智能手机（2023）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:39 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972807' target='_blank' rel='noopener noreferrer'>▲ 51</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972807' target='_blank' rel='noopener noreferrer'>💬 10</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://www.skysedge.us/images/favicon.png' data-full='https://www.skysedge.us/images/favicon.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The Rotary Un-Smartphone project revisits a rotary dial experience as a minimal, privacy-focused device, eschewing modern apps for a tactile, slower form of communication. It examines design choices that prioritize user agency and a lighter digital footprint.</p>\n<p class='hn-text-zh'>通过重新回到拨号轮体验，该项目打造了一款低隐私、极简的设备，放弃大量应用，强调更具触觉和节奏的沟通方式。设计选择聚焦于提升用户自主性与减轻数字足迹。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47964617' data-tags='Security,AI' data-hn-time='1777565366' data-hn-score='430' data-hot-score='1.33'>\n<div class='hn-body'>\n<p class='hn-title'>(20) <a href='https://semgrep.dev/blog/2026/malicious-dependency-in-pytorch-lightning-used-for-ai-training/' target='_blank' rel='noopener noreferrer'>Shai-Hulud Themed Malware Found in the PyTorch Lightning AI Training Library</a></p>\n<p class='hn-meta'>在 PyTorch Lightning 训练库中发现以 Shai-Hulud 为主题的恶意依赖</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47964617' target='_blank' rel='noopener noreferrer'>▲ 430</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47964617' target='_blank' rel='noopener noreferrer'>💬 158</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://semgrep.dev/assets/blog/semgrep-blog-pytorch-lightning-advisory.png' data-full='https://semgrep.dev/assets/blog/semgrep-blog-pytorch-lightning-advisory.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Researchers found a malware-laden dependency in the PyTorch Lightning AI training library, themed around Shai-Hulud from Dune. The incident highlights the ongoing supply-chain risk in ML tooling, where critical libraries can be hijacked or compromised. It emphasizes the need for strict dependency vetting, vendor auditing, and reproducible environments to keep ML workflows secure.</p>\n<p class='hn-text-zh'>研究人员在 PyTorch Lightning 的 AI 训练库中发现了一个带有 Shai-Hulud 主题的恶意依赖。此事件暴露了机器学习工具链的持续供应链风险——核心库可能被劫持或被植入恶意代码。强调对依赖项的严格审查、供应商审核，以及可重复环境的重要性，以确保 ML 工作流安全。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47962548' data-tags='Energy,Science,DevOps' data-hn-time='1777557260' data-hn-score='471' data-hot-score='1.24'>\n<div class='hn-body'>\n<p class='hn-title'>(21) <a href='https://www.construction-physics.com/p/how-an-oil-refinery-works' target='_blank' rel='noopener noreferrer'>How an oil refinery works</a></p>\n<p class='hn-meta'>炼油厂如何运作</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 06:54 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47962548' target='_blank' rel='noopener noreferrer'>▲ 471</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47962548' target='_blank' rel='noopener noreferrer'>💬 164</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!AIFC!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff98b1375-89f9-4b10-a92a-25faf8a82069_800x600.png' data-full='https://substackcdn.com/image/fetch/$s_!AIFC!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff98b1375-89f9-4b10-a92a-25faf8a82069_800x600.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An oil refinery uses distillation towers to separate crude oil into fuels and feedstocks, then refines these streams through cracking, reforming, and blending. The process is large-scale, energy-intensive, and central to energy economics, making understanding it valuable for anyone following infrastructure tech.</p>\n<p class='hn-text-zh'>炼油厂通过塔式蒸馏等工艺把原油分离成燃料和化工原料，再经裂解、改质和混合进行深加工。这个过程规模庞大、能耗高，是能源经济的核心，理解其流程有助于把握能源市场的运行。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47959463' data-tags='Privacy,Web' data-hn-time='1777535035' data-hn-score='615' data-hot-score='1.12'>\n<div class='hn-body'>\n<p class='hn-title'>(22) <a href='https://github.com/mozilla/standards-positions/issues/1213#issuecomment-4347988313' target='_blank' rel='noopener noreferrer'>Mozilla's opposition to Chrome's Prompt API</a></p>\n<p class='hn-meta'>Mozilla 反对 Chrome 的 Prompt API</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 00:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47959463' target='_blank' rel='noopener noreferrer'>▲ 615</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47959463' target='_blank' rel='noopener noreferrer'>💬 221</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/051ef604bbf18878e0d34869e80cae4cb42b36e86956f6d67294e6faaf2b614a/mozilla/standards-positions/issues/1213' data-full='https://opengraph.githubassets.com/051ef604bbf18878e0d34869e80cae4cb42b36e86956f6d67294e6faaf2b614a/mozilla/standards-positions/issues/1213' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Mozilla has voiced concerns about Chrome's Prompt API, arguing it could complicate user consent and privacy controls and fragment browser standards. The stance highlights ongoing tensions between platform features, privacy safeguards, and interoperability in browser ecosystems.</p>\n<p class='hn-text-zh'>Mozilla 对 Chrome 的 Prompt API 表态反对，担心会削弱用户同意与隐私控制，并破坏跨浏览器标准的一致性。这一立场凸显了浏览器生态中对隐私保护、功能设计与互操作性的持续博弈。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970622' data-tags='Open Source' data-hn-time='1777601446' data-hn-score='143' data-hot-score='1.12'>\n<div class='hn-body'>\n<p class='hn-title'>(23) <a href='https://openwarp.zerx.dev' target='_blank' rel='noopener noreferrer'>OpenWarp</a></p>\n<p class='hn-meta'>OpenWarp</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970622' target='_blank' rel='noopener noreferrer'>▲ 143</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970622' target='_blank' rel='noopener noreferrer'>💬 105</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>OpenWarp appears to be an open-source project focused on warp-themed tooling.</p>\n<p class='hn-text-zh'>OpenWarp 看起来是一个聚焦于 warp 相关工具的开源项目。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972659' data-tags='AI,Data,Hardware' data-hn-time='1777626602' data-hn-score='43' data-hot-score='1.04'>\n<div class='hn-body'>\n<p class='hn-title'>(24) <a href='https://github.com/intel/auto-round' target='_blank' rel='noopener noreferrer'>Advanced Quantization Algorithm for LLMs</a></p>\n<p class='hn-meta'>面向大语言模型的高级量化算法</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 02:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972659' target='_blank' rel='noopener noreferrer'>▲ 43</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972659' target='_blank' rel='noopener noreferrer'>💬 8</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/67df602be56917fc94933f6ec25306fc6999e4881d962c672a5b8aa5795a3ca2/intel/auto-round' data-full='https://opengraph.githubassets.com/67df602be56917fc94933f6ec25306fc6999e4881d962c672a5b8aa5795a3ca2/intel/auto-round' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Auto-Round introduces a sophisticated quantization approach for large language models, preserving accuracy while shrinking model size and speeding up inference. The technique promises meaningful efficiency gains for CPU/GPU deployment and lowers the cost of running large models.</p>\n<p class='hn-text-zh'>Auto-Round 提出了一种面向大语言模型的高级量化方法，在不显著损失精度的前提下缩小模型规模并加速推理。该技术有望在 CPU/GPU 部署中带来显著的效率提升，降低大模型的运营成本。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965503' data-tags='Gaming,Programming,Hardware' data-hn-time='1777569261' data-hn-score='307' data-hot-score='1.03'>\n<div class='hn-body'>\n<p class='hn-title'>(25) <a href='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/' target='_blank' rel='noopener noreferrer'>I built a Game Boy emulator in F#</a></p>\n<p class='hn-meta'>我用 F# 构建了一个 Game Boy 模拟器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 10:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965503' target='_blank' rel='noopener noreferrer'>▲ 307</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965503' target='_blank' rel='noopener noreferrer'>💬 71</a> <span class='hn-tag hn-tag--purple' data-tag='Gaming'>Gaming</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/images/pokemon.gif' data-full='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/images/pokemon.gif' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>I built a Game Boy emulator in F# from scratch, tackling the platform's timing, CPU, and memory quirks with a functional language. The project showcases how expressive, type-safe FP languages can still perform low-level emulation, and offers insights on bridging game architecture with modern tooling. It's a proof-of-concept that highlights the trade-offs between expressiveness and performance in hobby hardware emulation.</p>\n<p class='hn-text-zh'>作者用 F# 从零开始实现了一个 Game Boy 模拟器，需处理时序、CPU 与内存等细节。这个项目展示了函数式语言在底层仿真中的可行性与权衡，给出在现代工具链下进行硬件仿真的经验与启示。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973841' data-tags='Finance,Business' data-hn-time='1777637349' data-hn-score='16' data-hot-score='0.89'>\n<div class='hn-body'>\n<p class='hn-title'>(26) <a href='https://fortune.com/2026/04/30/national-debt-larger-than-economy-gdp-ratio-100-percent/' target='_blank' rel='noopener noreferrer'>For first time since World War II, US national debt now larger than its economy</a></p>\n<p class='hn-meta'>自二战以来首次，美国国债规模超过其经济</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 05:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973841' target='_blank' rel='noopener noreferrer'>▲ 16</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973841' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--amber' data-tag='Finance'>Finance</span> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://fortune.com/img-assets/wp-content/uploads/2026/04/GettyImages-2273558901-e1777562513664.jpg?resize=1200,600' data-full='https://fortune.com/img-assets/wp-content/uploads/2026/04/GettyImages-2273558901-e1777562513664.jpg?resize=1200,600' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>For the first time since WWII, the US debt exceeds its annual economic output, hitting 100% of GDP. The milestone signals mounting deficits, debt sustainability concerns, and potential macro implications for interest rates and tech funding.</p>\n<p class='hn-text-zh'>这是自二战以来的一个里程碑，美国国债规模首次达到并超过 GDP 的 100%，反映出日益增长的赤字与债务可持续性担忧，以及对利率和科技投资的潜在宏观影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972367' data-tags='Programming,DevOps' data-hn-time='1777623247' data-hn-score='42' data-hot-score='0.83'>\n<div class='hn-body'>\n<p class='hn-title'>(27) <a href='https://lovable.dev/blog/hunting-networking-bugs-in-kubernetes' target='_blank' rel='noopener noreferrer'>Our agent found a bug with WireGuard in Google Kubernetes Engine</a></p>\n<p class='hn-meta'>我们的代理在 Google Kubernetes Engine 中发现 WireGuard 的一个 bug</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 01:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972367' target='_blank' rel='noopener noreferrer'>▲ 42</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972367' target='_blank' rel='noopener noreferrer'>💬 20</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://lovable.dev/content/news/covers/blog-hunting-networking-bugs-in-kubernetes.jpg' data-full='https://lovable.dev/content/news/covers/blog-hunting-networking-bugs-in-kubernetes.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Our agent discovered a bug in WireGuard integration within Google Kubernetes Engine, detailing symptoms and the debugging process. The finding illustrates how networking in managed Kubernetes can produce subtle VPN issues that require careful triage.</p>\n<p class='hn-text-zh'>在 Google Kubernetes Engine 中发现了 WireGuard 的一个 bug，描述症状与调试过程。该发现揭示了托管 Kubernetes 的网络层可能出现的微妙 VPN 问题，需要细致的排错。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47973635' data-tags='Programming' data-hn-time='1777635732' data-hn-score='17' data-hot-score='0.81'>\n<div class='hn-body'>\n<p class='hn-title'>(28) <a href='https://www.jsoftware.com/papers/Dijkstra_Letter.htm' target='_blank' rel='noopener noreferrer'>A Letter from Dijkstra on APL</a></p>\n<p class='hn-meta'>迪克斯特拉关于 APL 的来信</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 04:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47973635' target='_blank' rel='noopener noreferrer'>▲ 17</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47973635' target='_blank' rel='noopener noreferrer'>💬 8</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<p class='hn-text-en'>Dijkstra offers a thoughtful take on APL, weighing its expressive power against readability and maintainability. The letter context sheds light on how APL influenced early language design and the ongoing debate between conciseness and clarity.</p>\n<p class='hn-text-zh'>迪克斯特拉对 APL 的表达力与可读性之间的权衡提出独到见解，兼具赞赏与批评。此信件为早期编程语言设计的历史提供了洞见，展示简洁性与清晰度之间的张力。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47961378' data-tags='Data,Web,Politics' data-hn-time='1777551893' data-hn-score='291' data-hot-score='0.7'>\n<div class='hn-body'>\n<p class='hn-title'>(29) <a href='https://bidprowl.com' target='_blank' rel='noopener noreferrer'>I aggregated 28 US Government auction sites into one search</a></p>\n<p class='hn-meta'>我把 28 个美国政府拍卖网站聚合成一个搜索入口</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 05:24 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47961378' target='_blank' rel='noopener noreferrer'>▲ 291</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47961378' target='_blank' rel='noopener noreferrer'>💬 81</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://bidprowl.com/api/og?title=Government+Surplus+Auctions+in+One+Place&subtitle=Search+GSA,+GovDeals,+GovPlanet+and+more' data-full='https://bidprowl.com/api/og?title=Government+Surplus+Auctions+in+One+Place&subtitle=Search+GSA,+GovDeals,+GovPlanet+and+more' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>I aggregated 28 US government auction sites into one search tool to simplify finding assets, surplus equipment, and procurement opportunities. The project illustrates the value of unifying public-data sources to boost efficiency, while data freshness and reliability remain important.</p>\n<p class='hn-text-zh'>作者把 28 个美国政府拍卖网站聚合为一个检索入口，便于发现资产、闲置设备与采购机会。此举体现整合公开数据源以提升效率的趋势，但数据的时效性与可信度同样重要。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47969288' data-tags='Security' data-hn-time='1777589331' data-hn-score='130' data-hot-score='0.7'>\n<div class='hn-body'>\n<p class='hn-title'>(30) <a href='https://labs.watchtowr.com/the-internet-is-falling-down-falling-down-falling-down-cpanel-whm-authentication-bypass-cve-2026-41940/' target='_blank' rel='noopener noreferrer'>CPanel and WHM Authentication Bypass – CVE-2026-41940</a></p>\n<p class='hn-meta'>CPanel 与 WHM 身份认证绕过漏洞——CVE-2026-41940</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 15:48 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47969288' target='_blank' rel='noopener noreferrer'>▲ 130</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47969288' target='_blank' rel='noopener noreferrer'>💬 50</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://storage.ghost.io/c/a0/dc/a0dcbbe4-0ae7-4d7e-90f7-ebbc3a0f5a84/content/images/size/w1200/2026/04/Group-8730--2-.png' data-full='https://storage.ghost.io/c/a0/dc/a0dcbbe4-0ae7-4d7e-90f7-ebbc3a0f5a84/content/images/size/w1200/2026/04/Group-8730--2-.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>CPanel/WHM authentication bypass CVE-2026-41940 is a critical flaw affecting millions of servers; attackers can bypass login and gain control. Patching and applying mitigations is essential to protect sites.</p>\n<p class='hn-text-zh'>CPanel/WHM 的 CVE-2026-41940 是一项影响大量服务器的关键漏洞，攻击者可绕过身份验证获得控制权。迅速打补丁并应用缓解措施以保护站点。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47960507' data-tags='AI,Open Source' data-hn-time='1777545077' data-hn-score='298' data-hot-score='0.64'>\n<div class='hn-body'>\n<p class='hn-title'>(31) <a href='https://firethering.com/granite-4-1-ibm-open-source-model-family/' target='_blank' rel='noopener noreferrer'>Granite 4.1: IBM's 8B Model Matching 32B MoE</a></p>\n<p class='hn-meta'>Granite 4.1：IBM 的 8B 模型与 32B MoE</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 03:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47960507' target='_blank' rel='noopener noreferrer'>▲ 298</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47960507' target='_blank' rel='noopener noreferrer'>💬 194</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://firethering.com/wp-content/uploads/2026/04/Granite-4.1-IBMs-8B-Model-Is-Competing-With-Models-Four-Times-Its-Size.jpg' data-full='https://firethering.com/wp-content/uploads/2026/04/Granite-4.1-IBMs-8B-Model-Is-Competing-With-Models-Four-Times-Its-Size.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Granite 4.1 introduces open-source tooling for aligning an 8B base model with a 32B MoE (Mixture of Experts) architecture, enabling scalable inference and modular model design. It signals IBM's ongoing push to empower open AI tooling and explore mixture-of-experts approaches for efficiency.</p>\n<p class='hn-text-zh'>Granite 4.1 是一个开源模型家族，展示将一个 8B 基模型与 32B MoE 架构结合的能力，支持可扩展推理与模块化模型设计。体现 IBM 在开源 AI 工具与专家门控混合模型领域的持续探索。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963316' data-tags='Programming,Data' data-hn-time='1777560182' data-hn-score='212' data-hot-score='0.59'>\n<div class='hn-body'>\n<p class='hn-title'>(32) <a href='https://honker.dev/' target='_blank' rel='noopener noreferrer'>Honker – Durable queues, streams, pub/sub, and cron scheduler in a SQLite file</a></p>\n<p class='hn-meta'>SQLite 文件中的持久化队列、流、Pub/Sub 与 cron 调度器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 07:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963316' target='_blank' rel='noopener noreferrer'>▲ 212</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963316' target='_blank' rel='noopener noreferrer'>💬 53</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://honker.dev/og-image.png' data-full='https://honker.dev/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A single SQLite file can host durable queues, streams, pub/sub, and a cron-like scheduler, enabling complex data workflows without external services. This approach can be appealing for edge apps or offline-first systems.</p>\n<p class='hn-text-zh'>一个 SQLite 文件就能承载持久化队列、流、发布/订阅和类似 cron 的调度功能，从而在不依赖外部服务的情况下实现复杂数据工作流。文中探讨如何在一个紧凑的数据存储中实现原语，权衡简单性与潜在的性能、可移植性之间的取舍，适合边缘计算或离线优先场景。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47966254' data-tags='Programming,Open Source,Data' data-hn-time='1777572858' data-hn-score='163' data-hot-score='0.59'>\n<div class='hn-body'>\n<p class='hn-title'>(33) <a href='https://peterdohertys.website/blog-posts/full-text-search-w-duckdb.html' target='_blank' rel='noopener noreferrer'>Full-Text Search with DuckDB</a></p>\n<p class='hn-meta'>DuckDB 的全文检索</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 11:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47966254' target='_blank' rel='noopener noreferrer'>▲ 163</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47966254' target='_blank' rel='noopener noreferrer'>💬 33</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://peterdohertyswebsite.analytics.peterdohertyllc.com/piwik.php?idsite=1' data-full='https://peterdohertyswebsite.analytics.peterdohertyllc.com/piwik.php?idsite=1' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A practical guide to enabling full-text search with DuckDB, outlining the setup, indexing strategies, and performance considerations. The piece demonstrates how embedded analytics databases can provide rich search capabilities without requiring separate search engines, useful for data apps and notebooks. It also notes caveats compared to dedicated search systems.</p>\n<p class='hn-text-zh'>介绍在 DuckDB 中实现全文检索的实用指南，涵盖设置、索引策略及性能考量。展示了嵌入式分析数据库在无需独立搜索引擎的情况下提供丰富检索能力，对数据应用和笔记本场景尤为有用，同时也提醒了相对于专门的搜索系统的局限。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970690' data-tags='Show HN,Programming' data-hn-time='1777602223' data-hn-score='74' data-hot-score='0.59'>\n<div class='hn-body'>\n<p class='hn-title'>(34) <a href='https://github.com/kernalix7/winpodx' target='_blank' rel='noopener noreferrer'>Show HN: Winpodx – run Windows apps on Linux as native windows</a></p>\n<p class='hn-meta'>Show HN：Winpodx——在 Linux 上以本地 Windows 窗口运行 Windows 应用</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:23 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970690' target='_blank' rel='noopener noreferrer'>▲ 74</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970690' target='_blank' rel='noopener noreferrer'>💬 38</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/9a66e0c39b00187ada654af245c6f07bd2e828e67ff2099fa7180179622d149f/kernalix7/winpodx' data-full='https://opengraph.githubassets.com/9a66e0c39b00187ada654af245c6f07bd2e828e67ff2099fa7180179622d149f/kernalix7/winpodx' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN: Winpodx enables Windows apps to run on Linux with native-looking Windows windows, illustrating progress in cross-OS app compatibility. The project demonstrates how far toolchains and UI integration have come for Linux users.</p>\n<p class='hn-text-zh'>Show HN：Winpodx 让 Windows 应用在 Linux 上以原生 Windows 窗口显示运行，体现跨操作系统应用兼容性的进展。该项目展示了 Linux 用户在工具链和 UI 集成方面的最新进展。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47966625' data-tags='Programming,Data' data-hn-time='1777574722' data-hn-score='153' data-hot-score='0.57'>\n<div class='hn-body'>\n<p class='hn-title'>(35) <a href='https://www.dbos.dev/blog/benchmarking-workflow-execution-scalability-on-postgres' target='_blank' rel='noopener noreferrer'>Does Postgres Scale?</a></p>\n<p class='hn-meta'>PostgreSQL 能否扩展？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 11:45 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47966625' target='_blank' rel='noopener noreferrer'>▲ 153</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47966625' target='_blank' rel='noopener noreferrer'>💬 64</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://cdn.prod.website-files.com/672411cbf038560468c9e68f/69ea2ef1c3fc50d09e3def99_Workflow-Execution-on-Postgres-Benchmark.png' data-full='https://cdn.prod.website-files.com/672411cbf038560468c9e68f/69ea2ef1c3fc50d09e3def99_Workflow-Execution-on-Postgres-Benchmark.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A benchmark examines how well Postgres scales for workflow execution, testing parallel task handling and throughput under realistic workloads. The results offer guidance for architects choosing database backends for data-heavy automation and pipelines.</p>\n<p class='hn-text-zh'>一项基准测试评估 PostgreSQL 在工作流执行中的可扩展性，测试在现实工作负载下的并行任务处理与吞吐量。结果为在数据密集型自动化与流水线场景下选择数据库后端提供参考。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47968982' data-tags='Science' data-hn-time='1777587537' data-hn-score='98' data-hot-score='0.5'>\n<div class='hn-body'>\n<p class='hn-title'>(36) <a href='https://sciencex.com/news/2026-04-snowball-earth-stranger-climate.html' target='_blank' rel='noopener noreferrer'>Snowball Earth may hide a far stranger climate cycle than anyone expected</a></p>\n<p class='hn-meta'>雪球地球理论可能隐藏比预期更古怪的气候循环</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 15:18 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47968982' target='_blank' rel='noopener noreferrer'>▲ 98</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47968982' target='_blank' rel='noopener noreferrer'>💬 45</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://scx2.b-cdn.net/gfx/news/2018/5af0afa4a666b.jpg' data-full='https://scx2.b-cdn.net/gfx/news/2018/5af0afa4a666b.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>New climate research suggests Snowball Earth could involve more intricate climate cycles than previously imagined, implying a richer set of feedback mechanisms governing global glaciation and deglaciation.</p>\n<p class='hn-text-zh'>最新气候研究表明，雪球地球现象可能包含比以往设想更复杂的气候循环，意味着全球冰川化与退冰过程背后有更丰富的反馈机制。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965027' data-tags='Culture' data-hn-time='1777567094' data-hn-score='122' data-hot-score='0.39'>\n<div class='hn-body'>\n<p class='hn-title'>(37) <a href='https://www.derekthompson.org/p/why-do-richer-dads-spend-more-time' target='_blank' rel='noopener noreferrer'>American Dads Became the Parents Their Fathers Never Were</a></p>\n<p class='hn-meta'>美国父亲们：成为了父辈从未成为的父母</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965027' target='_blank' rel='noopener noreferrer'>▲ 122</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965027' target='_blank' rel='noopener noreferrer'>💬 155</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://images.unsplash.com/photo-1562494855-e008650bb2c6?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxMHx8ZGFkfGVufDB8fHx8MTc3NzQ3MzYzM3ww&ixlib=rb-4.1.0&q=80&w=1080' data-full='https://images.unsplash.com/photo-1562494855-e008650bb2c6?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxMHx8ZGFkfGVufDB8fHx8MTc3NzQ3MzYzM3ww&ixlib=rb-4.1.0&q=80&w=1080' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A Derek Thompson piece argues that wealthier dads now take on more parenting roles than their fathers did, reshaping expectations around fatherhood and time investment. It highlights how income, work culture, and policy shape caregiving norms in modern America.</p>\n<p class='hn-text-zh'>Derek Thompson 的文章指出，富裕家庭的父亲如今在育儿中的投入超过父辈，正在重新塑造父亲角色与时间投入的期望。文章分析收入、工作文化与政策如何共同塑造当代美国家庭的育儿规范。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971830' data-tags='Culture' data-hn-time='1777617294' data-hn-score='27' data-hot-score='0.39'>\n<div class='hn-body'>\n<p class='hn-title'>(38) <a href='https://yadin.com/notes/toasted/' target='_blank' rel='noopener noreferrer'>It’s Toasted</a></p>\n<p class='hn-meta'>它已烧焦</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 23:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971830' target='_blank' rel='noopener noreferrer'>▲ 27</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971830' target='_blank' rel='noopener noreferrer'>💬 15</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://yadin.com/notes/wp-content/uploads/2026/05/Lucky_Strike_ad_1926-10-wide-1024x576.jpg' data-full='https://yadin.com/notes/wp-content/uploads/2026/05/Lucky_Strike_ad_1926-10-wide-1024x576.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A short note signaling that something has failed or is irreparably broken.</p>\n<p class='hn-text-zh'>一则简短笔记表示某个项目或系统已失败，无法挽回。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47951295' data-tags='AI,Privacy' data-hn-time='1777482543' data-hn-score='395' data-hot-score='0.37'>\n<div class='hn-body'>\n<p class='hn-title'>(39) <a href='https://www.theargumentmag.com/p/i-can-never-talk-to-an-ai-anonymously' target='_blank' rel='noopener noreferrer'>Opus 4.7 knows the real Kelsey</a></p>\n<p class='hn-meta'>Opus 4.7 能认出真正的 Kelsey</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 10:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47951295' target='_blank' rel='noopener noreferrer'>▲ 395</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47951295' target='_blank' rel='noopener noreferrer'>💬 216</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!q0IX!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F830c09c6-06a9-47e6-8552-6ba2cbfd3da5_2121x1414.jpeg' data-full='https://substackcdn.com/image/fetch/$s_!q0IX!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F830c09c6-06a9-47e6-8552-6ba2cbfd3da5_2121x1414.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Opus 4.7 claims to know the real Kelsey, raising questions about identity, privacy, and how AI systems handle sensitive personal information.</p>\n<p class='hn-text-zh'>Opus 4.7 声称识别出真实的 Kelsey，引发关于身份、隐私以及 AI 系统如何处理敏感个人信息的关注。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970578' data-tags='Hardware,Gaming' data-hn-time='1777600931' data-hn-score='41' data-hot-score='0.31'>\n<div class='hn-body'>\n<p class='hn-title'>(40) <a href='https://fabiensanglard.net/snes_hearts/' target='_blank' rel='noopener noreferrer'>The Hearts of the Super Nintendo (2024)</a></p>\n<p class='hn-meta'>超级任天堂的心脏</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:02 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970578' target='_blank' rel='noopener noreferrer'>▲ 41</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970578' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--purple' data-tag='Gaming'>Gaming</span></div>\n<img class='hn-img' src='https://fabiensanglard.net/snes_hearts/crystal.webp' data-full='https://fabiensanglard.net/snes_hearts/crystal.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A deep dive into the SNES's hardware core reveals how its central components powered games and shaped the console's distinctive capabilities. The piece connects engineering choices to a lasting cultural impact in retro gaming.</p>\n<p class='hn-text-zh'>对 SNES 硬件核心的深度解析，揭示其核心组件如何支撑游戏性能并塑造这款主机的独特能力。文章将工程选择与复古游戏的文化影响联系起来。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47967069' data-tags='Security,Open Source' data-hn-time='1777576975' data-hn-score='68' data-hot-score='0.27'>\n<div class='hn-body'>\n<p class='hn-title'>(41) <a href='https://dustri.org/b/follow-up-to-carrot-disclosure-forgejo.html' target='_blank' rel='noopener noreferrer'>Follow-up to Carrot disclosure: Forgejo</a></p>\n<p class='hn-meta'>Carrot 披露后续：Forgejo</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 12:22 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47967069' target='_blank' rel='noopener noreferrer'>▲ 68</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47967069' target='_blank' rel='noopener noreferrer'>💬 11</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>A follow-up discussion ties the Carrot disclosure to Forgejo, examining the security implications and how open-source projects should respond to disclosure incidents.</p>\n<p class='hn-text-zh'>关于 Carrot 披露的跟进将焦点放在 Forgejo，探讨安全影响以及开源项目在披露事件中的应对之道。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963868' data-tags='Education,Culture' data-hn-time='1777562449' data-hn-score='91' data-hot-score='0.26'>\n<div class='hn-body'>\n<p class='hn-title'>(42) <a href='https://thereader.mitpress.mit.edu/the-1960s-art-school-experiment-that-redefined-creativity/' target='_blank' rel='noopener noreferrer'>A 1960s art school experiment that redefined creativity</a></p>\n<p class='hn-meta'>1960 年代美术学院的一场重新定义创造力的实验</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 08:20 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963868' target='_blank' rel='noopener noreferrer'>▲ 91</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963868' target='_blank' rel='noopener noreferrer'>💬 29</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<p class='hn-text-en'>This piece surveys a 1960s art-school experiment that reshaped how people think about creativity, likely involving interactive pedagogy and cross-disciplinary collaboration. It offers takeaways for design, education, and tech teams about nurturing experimentation and breaking intellectual boundaries. The lesson is that curricula can unlock new modes of creative thinking when teachers embrace risk and collaboration.</p>\n<p class='hn-text-zh'>本文回顾了1960年代美术学院的一场实验，重新定义了人们对创造力的理解，往往涉及互动式教学与跨学科协作。为设计、教育乃至科技团队提供启示：在教师鼓励冒险与协作的条件下，课程能开启全新的创造力表达方式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972158' data-tags='Science' data-hn-time='1777620926' data-hn-score='15' data-hot-score='0.25'>\n<div class='hn-body'>\n<p class='hn-title'>(43) <a href='https://journalofcognition.org/articles/10.5334/joc.273' target='_blank' rel='noopener noreferrer'>Music with Lyrics Interferes with Cognitive Tasks (2023)</a></p>\n<p class='hn-meta'>带歌词的音乐干扰认知任务（2023）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 00:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972158' target='_blank' rel='noopener noreferrer'>▲ 15</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972158' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<p class='hn-text-en'>A study shows lyrics hinder performance on cognitive tasks like memory and attention, while instrumental music has different effects. The findings help decide when to use music as background and when to focus in work or study.</p>\n<p class='hn-text-zh'>研究表明歌词会削弱记忆、注意力等认知任务的表现，而无词音乐则有不同作用。这为工作或学习时是否听音乐提供了依据。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971585' data-tags='AI,Privacy' data-hn-time='1777613749' data-hn-score='19' data-hot-score='0.23'>\n<div class='hn-body'>\n<p class='hn-title'>(44) <a href='https://www.anthropic.com/research/claude-personal-guidance' target='_blank' rel='noopener noreferrer'>How People ask Claude for personal guidance</a></p>\n<p class='hn-meta'>人们如何向 Claude 请求个人化指导</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 22:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971585' target='_blank' rel='noopener noreferrer'>▲ 19</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971585' target='_blank' rel='noopener noreferrer'>💬 6</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Knot&backgroundColor=heather' data-full='https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Knot&backgroundColor=heather' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A study examines how users prompt Claude to provide personal guidance, highlighting how prompt design shapes safety, privacy, and usefulness. The findings suggest design lessons for building trusted AI assistants that offer calibrated, context-aware advice.</p>\n<p class='hn-text-zh'>研究分析用户如何向 Claude 请求个性化指导，强调提示设计对安全性、隐私和实用性的影响。结果为打造可信的、上下文感知的 AI 助手提供了设计启示。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965835' data-tags='Open Source,Data' data-hn-time='1777570931' data-hn-score='62' data-hot-score='0.21'>\n<div class='hn-body'>\n<p class='hn-title'>(45) <a href='https://lost-number.bearblog.dev/recovering-files-from-beyond-the-grave-using-photorec/' target='_blank' rel='noopener noreferrer'>Recovering files from beyond the grave using PhotoRec</a></p>\n<p class='hn-meta'>使用 PhotoRec 从已删除数据中恢复文件</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 10:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965835' target='_blank' rel='noopener noreferrer'>▲ 62</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965835' target='_blank' rel='noopener noreferrer'>💬 14</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://bear-images.sfo2.cdn.digitaloceanspaces.com/lost-number/image-7.webp' data-full='https://bear-images.sfo2.cdn.digitaloceanspaces.com/lost-number/image-7.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>PhotoRec, a robust data recovery tool, demonstrates recovery capabilities even after deletion or partition damage scenarios. The piece walks through practical tips, caveats, and success cases, illustrating how open-source recovery tools can rescue valuable data. It emphasizes the importance of backups and the limitations of recovery in certain failure modes.</p>\n<p class='hn-text-zh'>介绍了使用 PhotoRec 这类强大的数据恢复工具，在删除或分区损坏等场景下尝试找回数据。文章给出实际操作要点、注意事项和成功案例，强调备份的重要性并指出在某些故障模式下恢复的局限性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47962269' data-tags='Open Source,Programming' data-hn-time='1777556318' data-hn-score='72' data-hot-score='0.18'>\n<div class='hn-body'>\n<p class='hn-title'>(46) <a href='https://matduggan.com/if-i-could-make-my-own-github/' target='_blank' rel='noopener noreferrer'>If I could make my own GitHub</a></p>\n<p class='hn-meta'>如果我能做自己的 GitHub</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 06:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47962269' target='_blank' rel='noopener noreferrer'>▲ 72</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47962269' target='_blank' rel='noopener noreferrer'>💬 98</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<p class='hn-text-en'>Explores building a GitHub-like platform from scratch, weighing open-source, self-hosting, feature scope, and governance trade-offs. It offers practical design considerations for developers aiming to create developer tooling with community ownership.</p>\n<p class='hn-text-zh'>探讨从零构建一个类似 GitHub 的平台，权衡开源、自托管、功能边界和治理等要点。提供面向开发者工具的实际设计建议，强调社区所有权与可持续性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47947944' data-tags='Hardware' data-hn-time='1777468546' data-hn-score='212' data-hot-score='0.17'>\n<div class='hn-body'>\n<p class='hn-title'>(47) <a href='https://www.gilesthomas.com/2026/04/10g-ethernet-what-i-did' target='_blank' rel='noopener noreferrer'>10Gb/s Ethernet: what I did to get it working in my home</a></p>\n<p class='hn-meta'>家庭网络的 10Gb/s 以太网：实现过程与经验</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 06:15 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47947944' target='_blank' rel='noopener noreferrer'>▲ 212</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47947944' target='_blank' rel='noopener noreferrer'>💬 150</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://www.gilesthomas.com/images/favicons/web-app-manifest-512x512.png' data-full='https://www.gilesthomas.com/images/favicons/web-app-manifest-512x512.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Practical steps to get 10GbE working at home, from hardware choices (NICs, switches) to cabling and configuration. The piece demystifies the upgrade path, offering real-world performance expectations and guidance on when 10GbE makes sense for a home lab or small office. It also covers compatibility and heat/power considerations.</p>\n<p class='hn-text-zh'>作者分享在家庭环境中实现 10GbE 的实际步骤，从硬件选择、线缆、驱动到配置。文章解开升级谜团，给出真实世界的性能预期与何时值得投资的建议，同时讨论兼容性、热量与功耗等注意事项。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47960778' data-tags='Energy' data-hn-time='1777547314' data-hn-score='56' data-hot-score='0.12'>\n<div class='hn-body'>\n<p class='hn-title'>(48) <a href='https://www.heise.de/en/news/1-4-GW-Huge-battery-storage-at-former-Grohnde-nuclear-power-plant-11277367.html' target='_blank' rel='noopener noreferrer'>1.4 GW: battery storage at former Grohnde nuclear power plant</a></p>\n<p class='hn-meta'>前 Grohnde 核电站 1.4GW 巨型储能</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47960778' target='_blank' rel='noopener noreferrer'>▲ 56</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47960778' target='_blank' rel='noopener noreferrer'>💬 66</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span></div>\n<img class='hn-img' src='https://heise.cloudimg.io/bound/1200x1200/q85.png-lossy-85.webp-lossy-85.foil1/_www-heise-de_/imgs/18/5/0/7/4/0/4/2/BESS-GESI-Grohnde-16-9-d9d7a171b660eebb.jpg' data-full='https://heise.cloudimg.io/bound/1200x1200/q85.png-lossy-85.webp-lossy-85.foil1/_www-heise-de_/imgs/18/5/0/7/4/0/4/2/BESS-GESI-Grohnde-16-9-d9d7a171b660eebb.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A massive 1.4 GW battery storage project is planned at the site of the former Grohnde nuclear plant, signaling the shift to grid-scale storage and energy resilience. It shows how decommissioned plants can host renewable storage assets.</p>\n<p class='hn-text-zh'>在前 Grohnde 核电站计划建设 1.4GW 级别的巨型储能项目，标志着对电网规模化储能与能源韧性的重视。退役核电设施正在转为承载可再生储能的潜在资产。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47968035' data-tags='Privacy,Open Source' data-hn-time='1777582161' data-hn-score='26' data-hot-score='0.11'>\n<div class='hn-body'>\n<p class='hn-title'>(49) <a href='https://simplex.chat/blog/20260430-simplex-channels-v6-5-consortium-crowdfunding-freedom-of-speech.html' target='_blank' rel='noopener noreferrer'>SimpleX Channels, SimpleX Network Consortium and Community Crowdfunding</a></p>\n<p class='hn-meta'>SimpleX 通道、SimpleX 网络联盟与社区众筹</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 13:49 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47968035' target='_blank' rel='noopener noreferrer'>▲ 26</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47968035' target='_blank' rel='noopener noreferrer'>💬 2</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://simplex.chat/blog/images/20260430-home.png' data-full='https://simplex.chat/blog/images/20260430-home.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A post announcing SimpleX Channels v6.5 and a network consortium, with a focus on crowdfunding to support a decentralised, censorship-resistant communications platform. It outlines governance goals and how backers can participate in building an open, privacy-preserving communication layer.</p>\n<p class='hn-text-zh'>社区众筹与 SimpleX Channels 版本 6.5、SimpleX 网络联盟一并推出，旨在资助一个去中心化、抗审查的消息传递网络。文中阐述治理原则以及背书方如何参与建设一个开放、注重隐私的通信层。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47969522' data-tags='Science' data-hn-time='1777590897' data-hn-score='20' data-hot-score='0.11'>\n<div class='hn-body'>\n<p class='hn-title'>(50) <a href='https://phys.org/news/2026-04-universal-patterns-emerge-languages-vocabularies.html' target='_blank' rel='noopener noreferrer'>Universal patterns emerge across 22 languages, mapping how vocabularies evolve</a></p>\n<p class='hn-meta'>22种语言中的通用模式：词汇演变的映射</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 16:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47969522' target='_blank' rel='noopener noreferrer'>▲ 20</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47969522' target='_blank' rel='noopener noreferrer'>💬 1</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://scx2.b-cdn.net/gfx/news/hires/2026/universal-patterns-eme.jpg' data-full='https://scx2.b-cdn.net/gfx/news/hires/2026/universal-patterns-eme.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Researchers report universal patterns in how vocabularies evolve across 22 languages, suggesting shared underlying dynamics in lexical growth. The finding informs language modeling, cross-linguistic NLP, and cognitive linguistics by revealing scaling laws or common development trajectories.</p>\n<p class='hn-text-zh'>研究表明在22种语言中词汇演化存在普遍模式，揭示词汇增长背后可能的共同驱动机制。这一发现对语言建模、跨语言自然语言处理以及认知语言学具有重要启示，或揭示普遍的扩展规律。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47937814' data-tags='Programming' data-hn-time='1777398098' data-hn-score='228' data-hot-score='0.1'>\n<div class='hn-body'>\n<p class='hn-title'>(51) <a href='https://phulin.me/blog/simtower' target='_blank' rel='noopener noreferrer'>Reverse Engineering SimTower</a></p>\n<p class='hn-meta'>逆向工程 SimTower</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 10:41 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47937814' target='_blank' rel='noopener noreferrer'>▲ 228</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47937814' target='_blank' rel='noopener noreferrer'>💬 62</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://phulin.me/assets/og-image.png' data-full='https://phulin.me/assets/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A technical post explores reverse engineering the classic SimTower, revealing how its simulation logic and scheduling work under the hood. The write-up serves as a case study in analyzing legacy sim software and could inspire methods for modern game/tool reverse engineering.</p>\n<p class='hn-text-zh'>技术文章揭秘对经典游戏 SimTower 的逆向工程，揭示其内部仿真逻辑与调度机制。作为对遗留仿真软件分析的案例，或为现代游戏与工具的逆向研究提供思路。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47946899' data-tags='Culture,Education' data-hn-time='1777462540' data-hn-score='132' data-hot-score='0.1'>\n<div class='hn-body'>\n<p class='hn-title'>(52) <a href='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/' target='_blank' rel='noopener noreferrer'>New copy of earliest poem in English, written 1,3k years ago, discovered in Rome</a></p>\n<p class='hn-meta'>在罗马发现的最早英语诗新抄本（距今约1300年）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 04:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47946899' target='_blank' rel='noopener noreferrer'>▲ 132</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47946899' target='_blank' rel='noopener noreferrer'>💬 84</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span></div>\n<img class='hn-img' src='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/media/tcd/news-images/Elisabetta-Magnanti-and-Mark-Faulkner-with-the-Trinity-copy-of-Bedes-Ecclesiastical-History.-To-be-clear-this-is-not-the-manuscript-they-found-in-Rome---.JPG' data-full='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/media/tcd/news-images/Elisabetta-Magnanti-and-Mark-Faulkner-with-the-Trinity-copy-of-Bedes-Ecclesiastical-History.-To-be-clear-this-is-not-the-manuscript-they-found-in-Rome---.JPG' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A newly discovered copy of Caedmon’s Hymn—one of the oldest known English poems—has been found in Rome. The find expands the manuscript trail of early Old English verse and could yield new insights into linguistic features and performance contexts from the era. It also underscores how medieval texts circulated far beyond their likely origin.</p>\n<p class='hn-text-zh'>在罗马发现的《凯德蒙颂》最早英语诗歌新抄本被揭示。此发现扩展了早期古英语诗歌的手稿传承，为语言特征与表演传统提供新线索，并显示中世纪文本可能的跨地流传。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949616' data-tags='Science' data-hn-time='1777475777' data-hn-score='109' data-hot-score='0.1'>\n<div class='hn-body'>\n<p class='hn-title'>(53) <a href='https://www.quantamagazine.org/what-can-we-gain-by-losing-infinity-20260429/' target='_blank' rel='noopener noreferrer'>What can we gain by losing infinity?</a></p>\n<p class='hn-meta'>我们能通过失去无限获得什么？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 08:16 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949616' target='_blank' rel='noopener noreferrer'>▲ 109</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949616' target='_blank' rel='noopener noreferrer'>💬 117</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://www.quantamagazine.org/wp-content/uploads/2026/04/Anti-Infinity-cr-Kristina-Armitage-Social.jpg' data-full='https://www.quantamagazine.org/wp-content/uploads/2026/04/Anti-Infinity-cr-Kristina-Armitage-Social.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Explores how embracing finitary approaches or truncating infinite concepts can yield new mathematical or computational insights. The piece ties abstract ideas to practical gains in computation, physics, or philosophy, showing that shedding the ideal of infinity can lead to usable approximations or new theories. It emphasizes the value of finite models in tackling real-world problems.</p>\n<p class='hn-text-zh'>探讨在将无限概念简化或接受有限化时，如何带来新的数学或计算洞见。文章将抽象理念与计算、物理或哲学的实际应用联系起来，展示放弃无限理想能带来可用的近似或新理论，强调有限模型在现实问题中的价值。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47924912' data-tags='Programming' data-hn-time='1777312332' data-hn-score='343' data-hot-score='0.09'>\n<div class='hn-body'>\n<p class='hn-title'>(54) <a href='https://lemire.me/blog/2026/04/27/you-can-beat-the-binary-search/' target='_blank' rel='noopener noreferrer'>You can beat the binary search</a></p>\n<p class='hn-meta'>你可以超越二分查找</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 27, 2026 / 10:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47924912' target='_blank' rel='noopener noreferrer'>▲ 343</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47924912' target='_blank' rel='noopener noreferrer'>💬 151</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://lemire.me/blog/wp-content/uploads/2026/04/Gemini_Generated_Image_rsv3zvrsv3zvrsv3-1024x572.png' data-full='https://lemire.me/blog/wp-content/uploads/2026/04/Gemini_Generated_Image_rsv3zvrsv3zvrsv3-1024x572.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Shows that under certain data distributions or with specialized techniques such as interpolation search, you can outperform classic binary search.</p>\n<p class='hn-text-zh'>文章指出在特定数据分布或条件下，类似插值查找等替代方法可超越二分查找，讨论权衡、缓存行为以及在实际场景中的适用性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47937033' data-tags='Hardware,Design' data-hn-time='1777394952' data-hn-score='181' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(55) <a href='https://wideluxx.com' target='_blank' rel='noopener noreferrer'>New mechanical panoramic film camera from Jeff Bridges</a></p>\n<p class='hn-meta'>Jeff Bridges 推出全新机械式全景胶片相机</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 09:49 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47937033' target='_blank' rel='noopener noreferrer'>▲ 181</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47937033' target='_blank' rel='noopener noreferrer'>💬 85</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://wideluxx.com/wp-content/uploads/2024/08/wideluxx-logo-white-red.png' data-full='https://wideluxx.com/wp-content/uploads/2024/08/wideluxx-logo-white-red.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Jeff Bridges unveils a new mechanical panoramic film camera, a nod to analog photography in the digital era. The release taps into a niche but growing interest in hands-on, artifact-grade gear and could appeal to film enthusiasts seeking unique wide-format shots.</p>\n<p class='hn-text-zh'>演员 Jeff Bridges 推出全新机械式全景胶片相机，凸显在数字时代对纯胶片摄影的热情。此举迎合对手工操作、高品质器材的细分市场，或吸引追求独特大画幅效果的胶片爱好者。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47942863' data-tags='Business' data-hn-time='1777423815' data-hn-score='151' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(56) <a href='https://herbertlui.net/maladaptive-frugality/' target='_blank' rel='noopener noreferrer'>Maladaptive Frugality</a></p>\n<p class='hn-meta'>不良的节俭</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 17:50 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47942863' target='_blank' rel='noopener noreferrer'>▲ 151</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47942863' target='_blank' rel='noopener noreferrer'>💬 137</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://secure.gravatar.com/avatar/be9fdd2bb0be1f7bf014cffa18f1c9f5?s=32&d=mm&r=g' data-full='https://secure.gravatar.com/avatar/be9fdd2bb0be1f7bf014cffa18f1c9f5?s=32&d=mm&r=g' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Maladaptive frugality argues that extreme thrift can undermine long-term value, quality, and innovation. The piece urges balancing cost control with intentional investment and risk tolerance in tech and product development.</p>\n<p class='hn-text-zh'>不良的节俭观提醒我们，过度节省可能削弱长期价值、质量与创新。文章倡导在成本控制与有意投资、承受风险之间取得平衡，特别是在技术与产品开发领域。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47933934' data-tags='Design' data-hn-time='1777381073' data-hn-score='139' data-hot-score='0.06'>\n<div class='hn-body'>\n<p class='hn-title'>(57) <a href='https://pomax.github.io/bezierinfo/' target='_blank' rel='noopener noreferrer'>A Primer on Bézier Curves – So What Makes a Bézier Curve?</a></p>\n<p class='hn-meta'>贝塞尔曲线入门：到底是什么构成贝塞尔曲线？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 05:57 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47933934' target='_blank' rel='noopener noreferrer'>▲ 139</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47933934' target='_blank' rel='noopener noreferrer'>💬 21</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://pomax.github.io/bezierinfo/images/og-image.png' data-full='https://pomax.github.io/bezierinfo/images/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Breaks down Bezier curves, explaining control points, the De Casteljau construction, and how these curves underpin vector graphics and font design. The guide also contrasts Bezier with other spline types and gives practical tips for use.</p>\n<p class='hn-text-zh'>贝塞尔曲线入门讲解了控制点、De Casteljau 算法及其在矢量图形、字体设计中的应用，並比较了与其他样条的区别，给出实际使用要点。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939246' data-tags='DevOps' data-hn-time='1777403946' data-hn-score='113' data-hot-score='0.05'>\n<div class='hn-body'>\n<p class='hn-title'>(58) <a href='https://gregraiz.com/blog/local-vibe/' target='_blank' rel='noopener noreferrer'>I Got Sick of Remembering Port Numbers</a></p>\n<p class='hn-meta'>我终于厌倦了记端口号</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:19 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939246' target='_blank' rel='noopener noreferrer'>▲ 113</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939246' target='_blank' rel='noopener noreferrer'>💬 109</a> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://gregraiz.com/assets/avatar.png' data-full='https://gregraiz.com/assets/avatar.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Port numbers are a hassle; the post shares approaches to avoid memorizing them, such as using service discovery, DNS aliases, or local routing tricks. It argues for more ergonomic development workflows in networked services.</p>\n<p class='hn-text-zh'>端口号记忆麻烦，文中分享通过服务发现、DNS 别名或本地路由等方式来避免记住端口号的方法，主张让开发者在网络服务中拥有更高效的工作流。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939158' data-tags='Energy,Politics' data-hn-time='1777403606' data-hn-score='96' data-hot-score='0.05'>\n<div class='hn-body'>\n<p class='hn-title'>(59) <a href='https://en.wikipedia.org/wiki/Church_Rock_uranium_mill_spill' target='_blank' rel='noopener noreferrer'>The Church Rock Uranium Mill Spill</a></p>\n<p class='hn-meta'>Church Rock 铀矿厂泄漏事故</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:13 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939158' target='_blank' rel='noopener noreferrer'>▲ 96</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939158' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://upload.wikimedia.org/wikipedia/commons/d/d5/United_Nuclear_Corporation_Church_Rock_Uranium_Mill.jpeg' data-full='https://upload.wikimedia.org/wikipedia/commons/d/d5/United_Nuclear_Corporation_Church_Rock_Uranium_Mill.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A 1979 uranium mill spill at Church Rock released large amounts of radioactive waste into the desert; it's one of the worst nuclear incidents in US history. It underscores legacy pollution and regulatory challenges in mining and energy sectors, with lessons for tech and policy.</p>\n<p class='hn-text-zh'>Church Rock 铀矿厂在 1979 年发生严重的放射性废料泄漏，成为美国历史上最严重的核事故之一。此事揭示了矿业与能源领域的遗留污染与监管挑战，对科技与政策具有长期影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972187' data-tags='Hardware,AI,Energy' data-hn-time='1777621249' data-hn-score='4' data-hot-score='0.05'>\n<div class='hn-body'>\n<p class='hn-title'>(60) <a href='https://www.tomshardware.com/tech-industry/artificial-intelligence/softbank-subsidiary-working-with-intel-to-develop-radical-new-zam-memory-is-now-receiving-japanese-govt-subsidies-new-memory-designed-as-a-lower-power-hbm-for-ai-workloads' target='_blank' rel='noopener noreferrer'>SoftBank, Intel to develop ZAM memory – new memory designed as lower-power HBM</a></p>\n<p class='hn-meta'>SoftBank、Intel 将开发 ZAM 内存——低功耗HBM 新内存</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 00:40 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972187' target='_blank' rel='noopener noreferrer'>▲ 4</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972187' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span></div>\n<img class='hn-img' src='https://cdn.mos.cms.futurecdn.net/u3myfqyQwuDFWsoxGdjM8U-1600-80.jpg' data-full='https://cdn.mos.cms.futurecdn.net/u3myfqyQwuDFWsoxGdjM8U-1600-80.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>SoftBank's subsidiary and Intel partner to develop ZAM memory, a low-power High Bandwidth Memory designed for AI workloads. If successful, it could slash energy per operation in data centers while maintaining high bandwidth to meet AI-scale demands.</p>\n<p class='hn-text-zh'>软银旗下单位与英特尔合作开发 ZAM 内存，一种面向 AI 工作负载的低功耗高带宽存储解决方案。若成功，将在数据中心显著降低能耗同时维持高带宽，应对日益增长的 AI 计算需求。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47936184' data-tags='Culture' data-hn-time='1777391497' data-hn-score='91' data-hot-score='0.04'>\n<div class='hn-body'>\n<p class='hn-title'>(61) <a href='https://en.wikipedia.org/wiki/Auto_polo' target='_blank' rel='noopener noreferrer'>Auto Polo</a></p>\n<p class='hn-meta'>自动马球</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 08:51 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47936184' target='_blank' rel='noopener noreferrer'>▲ 91</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47936184' target='_blank' rel='noopener noreferrer'>💬 23</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://upload.wikimedia.org/wikipedia/commons/6/67/Auto_polo_crop1.jpg' data-full='https://upload.wikimedia.org/wikipedia/commons/6/67/Auto_polo_crop1.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Auto Polo is a historical experiment where drivers control cars on a polo field, blending early automotive tech with sport. The note covers its origins, rules, and why it stands as a curious footnote in the history of vehicles and games.</p>\n<p class='hn-text-zh'>自动马球是一项早期的实验性运动，驾驶员驾驶汽车在马球场上竞技，融合了汽车技术与体育趣味。文中回顾了起源、规则，以及其在汽车史与体育史中的有趣地位。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47948152' data-tags='Education' data-hn-time='1777469327' data-hn-score='47' data-hot-score='0.04'>\n<div class='hn-body'>\n<p class='hn-title'>(62) <a href='https://spectrum.ieee.org/roboticist-turned-teacher-eniac-replica' target='_blank' rel='noopener noreferrer'>Roboticist-Turned-Teacher Built a Life-Size Replica of Eniac</a></p>\n<p class='hn-meta'>从机器人专家转为教师：打造了 ENIAC 的等身复制品</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 06:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47948152' target='_blank' rel='noopener noreferrer'>▲ 47</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47948152' target='_blank' rel='noopener noreferrer'>💬 9</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span></div>\n<img class='hn-img' src='https://spectrum.ieee.org/media-library/image.png?id=65575461&width=1200&height=600&coordinates=0%2C281%2C0%2C282' data-full='https://spectrum.ieee.org/media-library/image.png?id=65575461&width=1200&height=600&coordinates=0%2C281%2C0%2C282' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A robotics-trained educator built a life-size replica of ENIAC, reviving the iconic pre-transistor computer for teaching and public engagement. The project shows how hands-on making and robotics skills can illuminate early computing history and inspire students. It also demonstrates value in interdisciplinary approaches to tech education.</p>\n<p class='hn-text-zh'>一位具备机器人学背景的教师打造了 ENIAC 的等身复制品，用于教学与公众互动。该项目展示了动手制作与机器人技能如何点亮早期计算机历史并激发学生兴趣，同时凸显跨学科方法在科技教育中的价值。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971771' data-tags='Programming' data-hn-time='1777616461' data-hn-score='3' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(63) <a href='https://matduggan.com/if-i-could-make-my-own-github/' target='_blank' rel='noopener noreferrer'>If I Could Make My Own GitHub</a></p>\n<p class='hn-meta'>如果我能做出自己的 GitHub</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 23:21 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971771' target='_blank' rel='noopener noreferrer'>▲ 3</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971771' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<p class='hn-text-en'>A thoughtful piece on what it would take to build a personal GitHub-like platform, examining repository hosting, authentication, collaboration workflows, and the trade-offs of building in-house versus using existing services.</p>\n<p class='hn-text-zh'>这篇文章探讨若要打造一个类似 GitHub 的自建平台，需要考虑代码托管、身份认证、协作工作流等要点，以及自建与使用现成服务之间的取舍。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47927011' data-tags='Science,AI' data-hn-time='1777322302' data-hn-score='78' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(64) <a href='https://idlemachines.co.uk/essays/softmax' target='_blank' rel='noopener noreferrer'>Softmax, can you derive the Jacobian? And should you care?</a></p>\n<p class='hn-meta'>Softmax：能推导雅可比矩阵吗？是否值得关心？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 27, 2026 / 13:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47927011' target='_blank' rel='noopener noreferrer'>▲ 78</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47927011' target='_blank' rel='noopener noreferrer'>💬 21</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://idlemachines.co.uk/api/og/essay?title=Softmax%2C%20can%20you%20really%20derive%20the%20Jacobian%3F%20And%20should%20you%20care%3F' data-full='https://idlemachines.co.uk/api/og/essay?title=Softmax%2C%20can%20you%20really%20derive%20the%20Jacobian%3F%20And%20should%20you%20care%3F' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The post derives the Jacobian of the Softmax function and discusses its relevance for practical machine learning. While the Jacobian is dense and coupled, understanding it helps diagnose gradient flow in multi-class models and informs numerical implementation choices. The takeaway is that Softmax’s interactions across outputs matter more than they appear at first glance.</p>\n<p class='hn-text-zh'>文章推导了 Softmax 的雅可比矩阵，并讨论其在实际机器学习中的作用。虽然雅可比矩阵很稠密且耦合，但理解它有助于诊断多分类模型的梯度流动，并为数值实现提供指引。要点在于输出之间的耦合关系比初看时更为重要。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939227' data-tags='Culture,Hardware' data-hn-time='1777403859' data-hn-score='39' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(65) <a href='https://nikhiljha.com/posts/vt100/' target='_blank' rel='noopener noreferrer'>Using a 1978 terminal in 2026 (DEC VT-100)</a></p>\n<p class='hn-meta'>在2026年使用一台1978年的 DEC VT-100 终端机</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:17 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939227' target='_blank' rel='noopener noreferrer'>▲ 39</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939227' target='_blank' rel='noopener noreferrer'>💬 14</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://nikhiljha.com/images/vt100/Hero.jpg' data-full='https://nikhiljha.com/images/vt100/Hero.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A 2026 experiment uses a DEC VT-100 terminal to explore retro computing today, highlighting the charm and limits of 1970s hardware. The setup sheds light on minimal interfaces and resilience trade-offs compared to modern user experiences.</p>\n<p class='hn-text-zh'>用一台 DEC VT-100 终端机在2026年进行实验，展示了1970年代硬件的魅力与局限。该体验凸显极简界面与现代用户体验之间的权衡。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47946990' data-tags='Design' data-hn-time='1777463165' data-hn-score='30' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(66) <a href='https://nik.digital/posts/compositing-blending' target='_blank' rel='noopener noreferrer'>Compositing and Blending – Exploring the math and intuition behind blend modes</a></p>\n<p class='hn-meta'>合成与混合——探索混合模式的数学与直觉</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 04:46 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47946990' target='_blank' rel='noopener noreferrer'>▲ 30</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47946990' target='_blank' rel='noopener noreferrer'>💬 3</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://nik.digital/posts/compositing-blending/opengraph-image-1wdqp3?9295f72f0f3c774d' data-full='https://nik.digital/posts/compositing-blending/opengraph-image-1wdqp3?9295f72f0f3c774d' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An exploration of blend modes in graphics, covering the math of alpha compositing and how different modes affect color and contrast. The piece provides intuition for designers and practical tips for choosing blend modes in compositing and visual effects.</p>\n<p class='hn-text-zh'>本文深入讲解图像合成中的混合模式，涵盖透明度运算与不同模式对颜色与对比度的影响，并为设计师提供直观理解与实际选用建议。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47942347' data-tags='Science' data-hn-time='1777419787' data-hn-score='29' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(67) <a href='https://www.alphaxiv.org/abs/2604.23468' target='_blank' rel='noopener noreferrer'>A Milestone in Formalization: The Sphere Packing Problem in Dimension 8</a></p>\n<p class='hn-meta'>8 维球面打包问题的形式化里程碑</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 16:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47942347' target='_blank' rel='noopener noreferrer'>▲ 29</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47942347' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://www.alphaxiv.org/api/paper-twitter-image?title=A+Milestone+in+Formalization%3A+The+Sphere+Packing+Problem+in+Dimension+8&authors=Sidharth+Hariharan%2C+Christopher+Birkbeck%2C+Seewoo+Lee%2C+Ho+Kiu+Gareth+Ma%2C+Bhavik+Mehta%2C+Auguste+Poiroux%2C+Maryna+Viazovska' data-full='https://www.alphaxiv.org/api/paper-twitter-image?title=A+Milestone+in+Formalization%3A+The+Sphere+Packing+Problem+in+Dimension+8&authors=Sidharth+Hariharan%2C+Christopher+Birkbeck%2C+Seewoo+Lee%2C+Ho+Kiu+Gareth+Ma%2C+Bhavik+Mehta%2C+Auguste+Poiroux%2C+Maryna+Viazovska' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A milestone in formalization: the sphere packing problem in 8 dimensions has been formalized and verified, enabling machine-checked proofs of optimality. The work advances the collaboration between mathematical insight and formal proof systems, with implications for coding theory and communications.</p>\n<p class='hn-text-zh'>形式化证明方面取得里程碑：对8维球面打包问题进行了形式化验证，允许对最优性进行机器可校验的证明。此进展标志着将数学洞见与形式化证明系统结合的里程碑，对于编码理论和通信研究具有潜在影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971300' data-tags='Security,DevOps,Privacy' data-hn-time='1777609704' data-hn-score='3' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(68) <a href='https://arxiv.org/abs/2604.26974' target='_blank' rel='noopener noreferrer'>C8s: A Confidential Kubernetes Architecture</a></p>\n<p class='hn-meta'>C8s：一个保密的 Kubernetes 架构</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 21:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971300' target='_blank' rel='noopener noreferrer'>▲ 3</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971300' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png' data-full='https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>C8s proposes a confidential Kubernetes architecture, focusing on security and privacy-preserving features for container orchestration. The paper discusses threat models, architecture design, and potential deployment implications for sensitive workloads.</p>\n<p class='hn-text-zh'>题为 C8s 的保密 Kubernetes 架构，强调对工作负载的机密性与安全性。论文讨论了威胁模型、架构设计和对企业级、注重隐私的容器编排的潜在影响。</p>\n</div>\n</div>\n</div>\n"}, "bd353f93a1cb2cd5448efb5b44c6bf2781292b73": {"t": 1785772474.733567, "n": 79862, "h": "62fcdc134f42caee", "c": "---\nlayout: hn\ntitle: \"Hacker News — Trending (2026-05-01)\"\n---\n<h1 class='hn-h1'>Hacker News Daily — 2026-05-01 <span class='hn-mode-badge hn-mode-top'>Trending</span></h1>\n<div class='hn-nav'><a class='hn-nav-btn hn-prev' href='/hackernews/2026/04/30/top_stories_04302026'>‹ Prev day</a><a class='hn-nav-btn hn-nav-index' href='/hackernews/'>← Index</a><a class='hn-nav-btn hn-next' href='/hackernews/2026/05/02/top_stories_05022026'>Next day ›</a></div>\n<p class='hn-subtitle'>Scraped at 01:20, May 01, 2026 (PDT)</p>\n<hr class='hn-rule'/>\n<div class='hn-list'>\n<div class='hn-card' id='story-47967786' data-tags='Privacy' data-hn-time='1777580842' data-hn-score='613' data-hot-score='5.35'>\n<div class='hn-body'>\n<p class='hn-title'>(1) <a href='https://rivian.com/support/article/can-i-disable-all-data-collection-from-my-vehicle' target='_blank' rel='noopener noreferrer'>Can I disable all data collection from my vehicle?</a></p>\n<p class='hn-meta'>我能否完全禁用车辆的数据收集？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 13:27 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47967786' target='_blank' rel='noopener noreferrer'>▲ 613</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47967786' target='_blank' rel='noopener noreferrer'>💬 246</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://media.rivian.com/image/upload/f_auto,q_auto/v1695930282/rivian-com/default-riv-com-sharing-image_gjg8mw.jpg' data-full='https://media.rivian.com/image/upload/f_auto,q_auto/v1695930282/rivian-com/default-riv-com-sharing-image_gjg8mw.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Car makers generally allow opting out of some data collection, but completely disabling telemetry is often not possible due to safety, features, and updates. The Rivian guidance illustrates what can be turned off and what remains required for core functions like safety and navigation.</p>\n<p class='hn-text-zh'>多数车企允许关闭某些数据收集，但完全禁用遥测往往因安全性、功能性和更新需求而受限。Rivian 的指南显示哪些数据可以关闭、哪些仍然被收集用于安全与导航等核心功能。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963204' data-tags='AI' data-hn-time='1777559818' data-hn-score='1131' data-hot-score='5.26'>\n<div class='hn-body'>\n<p class='hn-title'>(2) <a href='https://twitter.com/theo/status/2049645973350363168' target='_blank' rel='noopener noreferrer'>Claude Code refuses requests or charges extra if your commits mention \"OpenClaw\"</a></p>\n<p class='hn-meta'>Claude Code 对提及 OpenClaw 的提交拒绝请求，甚至额外收费</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 07:36 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963204' target='_blank' rel='noopener noreferrer'>▲ 1131</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963204' target='_blank' rel='noopener noreferrer'>💬 615</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://pbs.twimg.com/media/HHHOBgQaYAAV1gG.jpg:large' data-full='https://pbs.twimg.com/media/HHHOBgQaYAAV1gG.jpg:large' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Claude Code reportedly refuses or incurs extra charges for requests tied to the phrase OpenClaw, illustrating guardrails around prompts and naming in coding assistants. The detail reflects how policy constraints and pricing are implemented in AI development tools.</p>\n<p class='hn-text-zh'>报道称 Claude Code 对提及 OpenClaw 的提交拒绝请求，甚至额外收费，体现对特定提示的安全与定价策略在编码助手中的应用。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971768' data-tags='Hardware' data-hn-time='1777616433' data-hn-score='65' data-hot-score='5.21'>\n<div class='hn-body'>\n<p class='hn-title'>(3) <a href='https://www.macrumors.com/2026/04/30/mac-studio-mac-mini-constrained-months/' target='_blank' rel='noopener noreferrer'>Apple Says Mac Studio and Mac Mini Will Be in Short Supply for Months</a></p>\n<p class='hn-meta'>苹果称 Mac Studio 与 Mac Mini 将在数月内短缺</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 23:20 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971768' target='_blank' rel='noopener noreferrer'>▲ 65</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971768' target='_blank' rel='noopener noreferrer'>💬 40</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://images.macrumors.com/t/F7gwDgXGoRIlK9uUFsivYREvyZs=/2000x/article-new/2025/11/mac-studio-purple.jpg' data-full='https://images.macrumors.com/t/F7gwDgXGoRIlK9uUFsivYREvyZs=/2000x/article-new/2025/11/mac-studio-purple.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Apple has announced that Mac Studio and Mac Mini will be in short supply for months, signaling ongoing supply-chain constraints despite strong demand. The shortage could affect buyers, developers, and upgrade plans, and hints at broader pressures in the semiconductor and logistics ecosystem. It may impact pacing of new product workflows and budgeting for teams.</p>\n<p class='hn-text-zh'>苹果宣布 Mac Studio 和 Mac Mini 将在数月内短缺，表明需求强劲下供应链仍然受限。缺货可能影响买家、开发者及升级计划，也反映出半导体与物流生态的更广泛压力，或将影响团队的工作节奏与预算分配。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965060' data-tags='Privacy,Security' data-hn-time='1777567260' data-hn-score='574' data-hot-score='3.25'>\n<div class='hn-body'>\n<p class='hn-title'>(4) <a href='https://thereader.mitpress.mit.edu/the-whistleblower-who-uncovered-the-nsas-big-brother-machine/' target='_blank' rel='noopener noreferrer'>How Mark Klein told the EFF about Room 641A [book excerpt]</a></p>\n<p class='hn-meta'>马克·克莱因向 EFF 披露641A室内幕的书摘</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:41 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965060' target='_blank' rel='noopener noreferrer'>▲ 574</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965060' target='_blank' rel='noopener noreferrer'>💬 188</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<p class='hn-text-en'>Mark Klein, a former AT&T technician, disclosed to the EFF the existence of Room 641A, a secret facility where fiber-optic lines were allegedly tapped for mass surveillance. The excerpt presents his firsthand account and the ensuing controversy, showing how insider disclosures can catalyze public scrutiny and policy debate around surveillance. It underscores the lasting impact whistleblowers have on privacy advocacy and reform efforts.</p>\n<p class='hn-text-zh'>前 AT&T 技术员 Mark Klein 向电子前哨基金会披露了“641A 室”的存在，据称在那里对光纤线路进行了大规模监控拦截。书摘给出他的第一手叙述及随后的争议，展示了内部披露如何点燃公众关注并推动 surveillance 相关的政策辩论。此事凸显举报人在隐私倡议与改革中的长期影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47961319' data-tags='Energy,Security' data-hn-time='1777551434' data-hn-score='805' data-hot-score='3.06'>\n<div class='hn-body'>\n<p class='hn-title'>(5) <a href='https://dpa-international.com/general-news/urn:newsml:dpa.com:20090101:260430-930-14717/' target='_blank' rel='noopener noreferrer'>Belgium stops decommissioning nuclear power plants</a></p>\n<p class='hn-meta'>比利时暂停核电站退役计划</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 05:17 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47961319' target='_blank' rel='noopener noreferrer'>▲ 805</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47961319' target='_blank' rel='noopener noreferrer'>💬 810</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://dpa-international.com/img/logo-dpa-international.svg' data-full='https://dpa-international.com/img/logo-dpa-international.svg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Belgium has paused its plan to decommission certain nuclear power plants, citing energy security and potential gaps in supply. The move illustrates the tension between decarbonization goals and reliable power, and could influence regional energy policy.</p>\n<p class='hn-text-zh'>比利时宣布暂停核电站退役计划，强调保障能源供应的现实需要。此举揭示了在实现低碳目标与确保电力稳定之间的权衡，可能影响区域能源治理与政策走向。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965108' data-tags='Security' data-hn-time='1777567427' data-hn-score='474' data-hot-score='2.7'>\n<div class='hn-body'>\n<p class='hn-title'>(6) <a href='https://www.openwall.com/lists/oss-security/2026/04/30/10' target='_blank' rel='noopener noreferrer'>For Linux kernel vulnerabilities, there is no heads-up to distributions</a></p>\n<p class='hn-meta'>Linux 内核漏洞：对发行版没有事先通知</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965108' target='_blank' rel='noopener noreferrer'>▲ 474</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965108' target='_blank' rel='noopener noreferrer'>💬 362</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://www.openwall.com/logo.png' data-full='https://www.openwall.com/logo.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Linux kernel vulnerability disclosures often fail to provide a formal heads-up to distributions, delaying patch adoption. The situation highlights gaps in how advisories propagate from researchers to downstream users, affecting enterprise risk management.</p>\n<p class='hn-text-zh'>Linux 内核漏洞的披露往往没有直接向发行版提供正式的事先通知，导致修补落地延迟。这暴露了研究人员、公告渠道与发行版维护之间的信息传递断层，影响企业的风险管理和修补节奏。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47964034' data-tags='Politics,Privacy' data-hn-time='1777563100' data-hn-score='479' data-hot-score='2.42'>\n<div class='hn-body'>\n<p class='hn-title'>(7) <a href='https://www.democrata.es/en/politics/congress-and-senate/congress-will-act-against-massive-ip-blockages-by-laliga/' target='_blank' rel='noopener noreferrer'>Spain's parliament will act against massive IP blockages by LaLiga</a></p>\n<p class='hn-meta'>西班牙议会将对 LaLiga 的大规模 IP 阻断采取行动</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 08:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47964034' target='_blank' rel='noopener noreferrer'>▲ 479</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47964034' target='_blank' rel='noopener noreferrer'>💬 187</a> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<p class='hn-text-en'>Spain's parliament plans to curb mass IP blockades pushed by La Liga, addressing concerns over overbroad blocks that can affect legitimate sites. The move signals a push for more measured, privacy-respecting enforcement while preserving anti-piracy aims. It highlights the tension between content protection and civil liberties in digital policy.</p>\n<p class='hn-text-zh'>西班牙议会计划限制 La Liga 推动的广泛 IP 阻断措施，纠正对合法站点和服务的过度封锁。此举旨在在实现反盗版目标的同时，推动更克制、尊重隐私的执法方式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971830' data-tags='Programming' data-hn-time='1777617294' data-hn-score='27' data-hot-score='2.36'>\n<div class='hn-body'>\n<p class='hn-title'>(8) <a href='https://yadin.com/notes/toasted/' target='_blank' rel='noopener noreferrer'>It’s Toasted</a></p>\n<p class='hn-meta'>它已烧焦</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 23:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971830' target='_blank' rel='noopener noreferrer'>▲ 27</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971830' target='_blank' rel='noopener noreferrer'>💬 15</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://yadin.com/notes/wp-content/uploads/2026/05/Lucky_Strike_ad_1926-10-wide-1024x576.jpg' data-full='https://yadin.com/notes/wp-content/uploads/2026/05/Lucky_Strike_ad_1926-10-wide-1024x576.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A short note signaling that something has failed or is irreparably broken.</p>\n<p class='hn-text-zh'>一则简短笔记表示某个项目或系统已失败，无法挽回。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949027' data-tags='Programming' data-hn-time='1777473259' data-hn-score='2077' data-hot-score='2.3'>\n<div class='hn-body'>\n<p class='hn-title'>(9) <a href='https://zed.dev/blog/zed-1-0' target='_blank' rel='noopener noreferrer'>Zed 1.0</a></p>\n<p class='hn-meta'>Zed 1.0 发布</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 07:34 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949027' target='_blank' rel='noopener noreferrer'>▲ 2077</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949027' target='_blank' rel='noopener noreferrer'>💬 674</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://zed.dev/img/post/one-point-zero/thumbnail.webp' data-full='https://zed.dev/img/post/one-point-zero/thumbnail.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Zed 1.0 marks the first stable release of the Zed language, accompanied by its tooling and documentation. The release signals readiness for broader adoption in systems programming and showcases a focus on safe, expressive syntax and productive tooling.</p>\n<p class='hn-text-zh'>Zed 1.0 标志着 Zed 语言的首个稳定版本及其工具链的发布。此举表明该语言准备迎接更广泛的应用，强调安全、可读性强的语法和高效的开发工具。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47964617' data-tags='Security,AI' data-hn-time='1777565366' data-hn-score='389' data-hot-score='2.09'>\n<div class='hn-body'>\n<p class='hn-title'>(10) <a href='https://semgrep.dev/blog/2026/malicious-dependency-in-pytorch-lightning-used-for-ai-training/' target='_blank' rel='noopener noreferrer'>Shai-Hulud Themed Malware Found in the PyTorch Lightning AI Training Library</a></p>\n<p class='hn-meta'>在 PyTorch Lightning 训练库中发现以 Shai-Hulud 为主题的恶意依赖</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 09:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47964617' target='_blank' rel='noopener noreferrer'>▲ 389</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47964617' target='_blank' rel='noopener noreferrer'>💬 133</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://semgrep.dev/assets/blog/semgrep-blog-pytorch-lightning-advisory.png' data-full='https://semgrep.dev/assets/blog/semgrep-blog-pytorch-lightning-advisory.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Researchers found a malware-laden dependency in the PyTorch Lightning AI training library, themed around Shai-Hulud from Dune. The incident highlights the ongoing supply-chain risk in ML tooling, where critical libraries can be hijacked or compromised. It emphasizes the need for strict dependency vetting, vendor auditing, and reproducible environments to keep ML workflows secure.</p>\n<p class='hn-text-zh'>研究人员在 PyTorch Lightning 的 AI 训练库中发现了一个带有 Shai-Hulud 主题的恶意依赖。此事件暴露了机器学习工具链的持续供应链风险——核心库可能被劫持或被植入恶意代码。强调对依赖项的严格审查、供应商审核，以及可重复环境的重要性，以确保 ML 工作流安全。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970622' data-tags='Open Source' data-hn-time='1777601446' data-hn-score='81' data-hot-score='1.81'>\n<div class='hn-body'>\n<p class='hn-title'>(11) <a href='https://openwarp.zerx.dev' target='_blank' rel='noopener noreferrer'>OpenWarp</a></p>\n<p class='hn-meta'>OpenWarp</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:10 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970622' target='_blank' rel='noopener noreferrer'>▲ 81</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970622' target='_blank' rel='noopener noreferrer'>💬 73</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>OpenWarp appears to be an open-source project focused on warp-themed tooling.</p>\n<p class='hn-text-zh'>OpenWarp 看起来是一个聚焦于 warp 相关工具的开源项目。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47962548' data-tags='Energy,DevOps' data-hn-time='1777557260' data-hn-score='408' data-hot-score='1.78'>\n<div class='hn-body'>\n<p class='hn-title'>(12) <a href='https://www.construction-physics.com/p/how-an-oil-refinery-works' target='_blank' rel='noopener noreferrer'>How an oil refinery works</a></p>\n<p class='hn-meta'>炼油厂如何运作</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 06:54 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47962548' target='_blank' rel='noopener noreferrer'>▲ 408</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47962548' target='_blank' rel='noopener noreferrer'>💬 124</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!AIFC!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff98b1375-89f9-4b10-a92a-25faf8a82069_800x600.png' data-full='https://substackcdn.com/image/fetch/$s_!AIFC!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff98b1375-89f9-4b10-a92a-25faf8a82069_800x600.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An oil refinery uses distillation towers to separate crude oil into fuels and feedstocks, then refines these streams through cracking, reforming, and blending. The process is large-scale, energy-intensive, and central to energy economics, making understanding it valuable for anyone following infrastructure tech.</p>\n<p class='hn-text-zh'>炼油厂通过塔式蒸馏等工艺把原油分离成燃料和化工原料，再经裂解、改质和混合进行深加工。这个过程规模庞大、能耗高，是能源经济的核心，理解其流程有助于把握能源市场的运行。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970690' data-tags='Show HN,Programming' data-hn-time='1777602223' data-hn-score='74' data-hot-score='1.74'>\n<div class='hn-body'>\n<p class='hn-title'>(13) <a href='https://github.com/kernalix7/winpodx' target='_blank' rel='noopener noreferrer'>Show HN: Winpodx – run Windows apps on Linux as native windows</a></p>\n<p class='hn-meta'>Show HN：Winpodx——在 Linux 上以本地 Windows 窗口运行 Windows 应用</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:23 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970690' target='_blank' rel='noopener noreferrer'>▲ 74</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970690' target='_blank' rel='noopener noreferrer'>💬 38</a> <span class='hn-tag hn-tag--green' data-tag='Show HN'>Show HN</span> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/9a66e0c39b00187ada654af245c6f07bd2e828e67ff2099fa7180179622d149f/kernalix7/winpodx' data-full='https://opengraph.githubassets.com/9a66e0c39b00187ada654af245c6f07bd2e828e67ff2099fa7180179622d149f/kernalix7/winpodx' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Show HN: Winpodx enables Windows apps to run on Linux with native-looking Windows windows, illustrating progress in cross-OS app compatibility. The project demonstrates how far toolchains and UI integration have come for Linux users.</p>\n<p class='hn-text-zh'>Show HN：Winpodx 让 Windows 应用在 Linux 上以原生 Windows 窗口显示运行，体现跨操作系统应用兼容性的进展。该项目展示了 Linux 用户在工具链和 UI 集成方面的最新进展。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47959463' data-tags='Privacy,Web' data-hn-time='1777535035' data-hn-score='615' data-hot-score='1.67'>\n<div class='hn-body'>\n<p class='hn-title'>(14) <a href='https://github.com/mozilla/standards-positions/issues/1213#issuecomment-4347988313' target='_blank' rel='noopener noreferrer'>Mozilla's opposition to Chrome's Prompt API</a></p>\n<p class='hn-meta'>Mozilla 反对 Chrome 的 Prompt API</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 00:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47959463' target='_blank' rel='noopener noreferrer'>▲ 615</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47959463' target='_blank' rel='noopener noreferrer'>💬 221</a> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--cyan' data-tag='Web'>Web</span></div>\n<img class='hn-img' src='https://opengraph.githubassets.com/051ef604bbf18878e0d34869e80cae4cb42b36e86956f6d67294e6faaf2b614a/mozilla/standards-positions/issues/1213' data-full='https://opengraph.githubassets.com/051ef604bbf18878e0d34869e80cae4cb42b36e86956f6d67294e6faaf2b614a/mozilla/standards-positions/issues/1213' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Mozilla has voiced concerns about Chrome's Prompt API, arguing it could complicate user consent and privacy controls and fragment browser standards. The stance highlights ongoing tensions between platform features, privacy safeguards, and interoperability in browser ecosystems.</p>\n<p class='hn-text-zh'>Mozilla 对 Chrome 的 Prompt API 表态反对，担心会削弱用户同意与隐私控制，并破坏跨浏览器标准的一致性。这一立场凸显了浏览器生态中对隐私保护、功能设计与互操作性的持续博弈。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965503' data-tags='Programming,Gaming,Hardware' data-hn-time='1777569261' data-hn-score='270' data-hot-score='1.62'>\n<div class='hn-body'>\n<p class='hn-title'>(15) <a href='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/' target='_blank' rel='noopener noreferrer'>I built a Game Boy emulator in F#</a></p>\n<p class='hn-meta'>我用 F# 构建了一个 Game Boy 模拟器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 10:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965503' target='_blank' rel='noopener noreferrer'>▲ 270</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965503' target='_blank' rel='noopener noreferrer'>💬 63</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span> <span class='hn-tag hn-tag--purple' data-tag='Gaming'>Gaming</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/images/pokemon.gif' data-full='https://nickkossolapov.github.io/fame-boy/building-a-game-boy-emulator-in-fsharp/images/pokemon.gif' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>I built a Game Boy emulator in F# from scratch, tackling the platform's timing, CPU, and memory quirks with a functional language. The project showcases how expressive, type-safe FP languages can still perform low-level emulation, and offers insights on bridging game architecture with modern tooling. It's a proof-of-concept that highlights the trade-offs between expressiveness and performance in hobby hardware emulation.</p>\n<p class='hn-text-zh'>作者用 F# 从零开始实现了一个 Game Boy 模拟器，需处理时序、CPU 与内存等细节。这个项目展示了函数式语言在底层仿真中的可行性与权衡，给出在现代工具链下进行硬件仿真的经验与启示。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47969288' data-tags='Security' data-hn-time='1777589331' data-hn-score='95' data-hot-score='1.15'>\n<div class='hn-body'>\n<p class='hn-title'>(16) <a href='https://labs.watchtowr.com/the-internet-is-falling-down-falling-down-falling-down-cpanel-whm-authentication-bypass-cve-2026-41940/' target='_blank' rel='noopener noreferrer'>CPanel and WHM Authentication Bypass – CVE-2026-41940</a></p>\n<p class='hn-meta'>CPanel 与 WHM 身份认证绕过漏洞——CVE-2026-41940</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 15:48 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47969288' target='_blank' rel='noopener noreferrer'>▲ 95</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47969288' target='_blank' rel='noopener noreferrer'>💬 32</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span></div>\n<img class='hn-img' src='https://storage.ghost.io/c/a0/dc/a0dcbbe4-0ae7-4d7e-90f7-ebbc3a0f5a84/content/images/size/w1200/2026/04/Group-8730--2-.png' data-full='https://storage.ghost.io/c/a0/dc/a0dcbbe4-0ae7-4d7e-90f7-ebbc3a0f5a84/content/images/size/w1200/2026/04/Group-8730--2-.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>CPanel/WHM authentication bypass CVE-2026-41940 is a critical flaw affecting millions of servers; attackers can bypass login and gain control. Patching and applying mitigations is essential to protect sites.</p>\n<p class='hn-text-zh'>CPanel/WHM 的 CVE-2026-41940 是一项影响大量服务器的关键漏洞，攻击者可绕过身份验证获得控制权。迅速打补丁并应用缓解措施以保护站点。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47961378' data-tags='Data,Politics' data-hn-time='1777551893' data-hn-score='277' data-hot-score='1.06'>\n<div class='hn-body'>\n<p class='hn-title'>(17) <a href='https://bidprowl.com' target='_blank' rel='noopener noreferrer'>I aggregated 28 US Government auction sites into one search</a></p>\n<p class='hn-meta'>我把 28 个美国政府拍卖网站聚合成一个搜索入口</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 05:24 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47961378' target='_blank' rel='noopener noreferrer'>▲ 277</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47961378' target='_blank' rel='noopener noreferrer'>💬 77</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://bidprowl.com/api/og?title=Government+Surplus+Auctions+in+One+Place&subtitle=Search+GSA,+GovDeals,+GovPlanet+and+more' data-full='https://bidprowl.com/api/og?title=Government+Surplus+Auctions+in+One+Place&subtitle=Search+GSA,+GovDeals,+GovPlanet+and+more' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>I aggregated 28 US government auction sites into one search tool to simplify finding assets, surplus equipment, and procurement opportunities. The project illustrates the value of unifying public-data sources to boost efficiency, while data freshness and reliability remain important.</p>\n<p class='hn-text-zh'>作者把 28 个美国政府拍卖网站聚合为一个检索入口，便于发现资产、闲置设备与采购机会。此举体现整合公开数据源以提升效率的趋势，但数据的时效性与可信度同样重要。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972213' data-tags='Security,Open Source,DevOps' data-hn-time='1777621457' data-hn-score='7' data-hot-score='1.05'>\n<div class='hn-body'>\n<p class='hn-title'>(18) <a href='https://status.canonical.com/#/incident/KNms6QK9ewuzz-7xUsPsNylV20jEt5kyKsd8A-3ptQEHpOd8VQ40ZQs-KD81fboQXeGZB94okNHdHBGlCv58Sw==' target='_blank' rel='noopener noreferrer'>Canonical/Ubuntu have been under DDoS for more than 15h</a></p>\n<p class='hn-meta'>Canonical/Ubuntu 遭遇超过15小时的 DDoS 攻击</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 00:44 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972213' target='_blank' rel='noopener noreferrer'>▲ 7</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972213' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<p class='hn-text-en'>Canonical and Ubuntu infrastructure faced a sustained DDoS attack lasting more than 15 hours, disrupting services and user access. The incident underscores the need for robust DDoS defenses and incident response in high-visibility open-source ecosystems.</p>\n<p class='hn-text-zh'>Canonical 与 Ubuntu 的基础设施遭受持续超过15小时的 DDoS 攻击，影响服务与用户访问。事件凸显在高可见性开源生态中部署强大防护和应急响应能力的重要性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963316' data-tags='Data,Open Source' data-hn-time='1777560182' data-hn-score='212' data-hot-score='0.99'>\n<div class='hn-body'>\n<p class='hn-title'>(19) <a href='https://honker.dev/' target='_blank' rel='noopener noreferrer'>Honker – Durable queues, streams, pub/sub, and cron scheduler in a SQLite file</a></p>\n<p class='hn-meta'>SQLite 文件中的持久化队列、流、Pub/Sub 与 cron 调度器</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 07:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963316' target='_blank' rel='noopener noreferrer'>▲ 212</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963316' target='_blank' rel='noopener noreferrer'>💬 53</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://honker.dev/og-image.png' data-full='https://honker.dev/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A single SQLite file can host durable queues, streams, pub/sub, and a cron-like scheduler, enabling complex data workflows without external services. This approach can be appealing for edge apps or offline-first systems.</p>\n<p class='hn-text-zh'>一个 SQLite 文件就能承载持久化队列、流、发布/订阅和类似 cron 的调度功能，从而在不依赖外部服务的情况下实现复杂数据工作流。文中探讨如何在一个紧凑的数据存储中实现原语，权衡简单性与潜在的性能、可移植性之间的取舍，适合边缘计算或离线优先场景。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47960507' data-tags='AI,Open Source' data-hn-time='1777545077' data-hn-score='289' data-hot-score='0.95'>\n<div class='hn-body'>\n<p class='hn-title'>(20) <a href='https://firethering.com/granite-4-1-ibm-open-source-model-family/' target='_blank' rel='noopener noreferrer'>Granite 4.1: IBM's 8B Model Matching 32B MoE</a></p>\n<p class='hn-meta'>Granite 4.1：IBM 的 8B 模型与 32B MoE</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 03:31 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47960507' target='_blank' rel='noopener noreferrer'>▲ 289</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47960507' target='_blank' rel='noopener noreferrer'>💬 182</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://firethering.com/wp-content/uploads/2026/04/Granite-4.1-IBMs-8B-Model-Is-Competing-With-Models-Four-Times-Its-Size.jpg' data-full='https://firethering.com/wp-content/uploads/2026/04/Granite-4.1-IBMs-8B-Model-Is-Competing-With-Models-Four-Times-Its-Size.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Granite 4.1 introduces open-source tooling for aligning an 8B base model with a 32B MoE (Mixture of Experts) architecture, enabling scalable inference and modular model design. It signals IBM's ongoing push to empower open AI tooling and explore mixture-of-experts approaches for efficiency.</p>\n<p class='hn-text-zh'>Granite 4.1 是一个开源模型家族，展示将一个 8B 基模型与 32B MoE 架构结合的能力，支持可扩展推理与模块化模型设计。体现 IBM 在开源 AI 工具与专家门控混合模型领域的持续探索。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47966625' data-tags='Data' data-hn-time='1777574722' data-hn-score='126' data-hot-score='0.89'>\n<div class='hn-body'>\n<p class='hn-title'>(21) <a href='https://www.dbos.dev/blog/benchmarking-workflow-execution-scalability-on-postgres' target='_blank' rel='noopener noreferrer'>Does Postgres Scale?</a></p>\n<p class='hn-meta'>PostgreSQL 能否扩展？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 11:45 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47966625' target='_blank' rel='noopener noreferrer'>▲ 126</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47966625' target='_blank' rel='noopener noreferrer'>💬 57</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span></div>\n<img class='hn-img' src='https://cdn.prod.website-files.com/672411cbf038560468c9e68f/69ea2ef1c3fc50d09e3def99_Workflow-Execution-on-Postgres-Benchmark.png' data-full='https://cdn.prod.website-files.com/672411cbf038560468c9e68f/69ea2ef1c3fc50d09e3def99_Workflow-Execution-on-Postgres-Benchmark.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A benchmark examines how well Postgres scales for workflow execution, testing parallel task handling and throughput under realistic workloads. The results offer guidance for architects choosing database backends for data-heavy automation and pipelines.</p>\n<p class='hn-text-zh'>一项基准测试评估 PostgreSQL 在工作流执行中的可扩展性，测试在现实工作负载下的并行任务处理与吞吐量。结果为在数据密集型自动化与流水线场景下选择数据库后端提供参考。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47968982' data-tags='Science' data-hn-time='1777587537' data-hn-score='77' data-hot-score='0.86'>\n<div class='hn-body'>\n<p class='hn-title'>(22) <a href='https://sciencex.com/news/2026-04-snowball-earth-stranger-climate.html' target='_blank' rel='noopener noreferrer'>Snowball Earth may hide a far stranger climate cycle than anyone expected</a></p>\n<p class='hn-meta'>雪球地球理论可能隐藏比预期更古怪的气候循环</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 15:18 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47968982' target='_blank' rel='noopener noreferrer'>▲ 77</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47968982' target='_blank' rel='noopener noreferrer'>💬 21</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://scx2.b-cdn.net/gfx/news/2018/5af0afa4a666b.jpg' data-full='https://scx2.b-cdn.net/gfx/news/2018/5af0afa4a666b.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>New climate research suggests Snowball Earth could involve more intricate climate cycles than previously imagined, implying a richer set of feedback mechanisms governing global glaciation and deglaciation.</p>\n<p class='hn-text-zh'>最新气候研究表明，雪球地球现象可能包含比以往设想更复杂的气候循环，意味着全球冰川化与退冰过程背后有更丰富的反馈机制。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47966254' data-tags='Data,Open Source' data-hn-time='1777572858' data-hn-score='127' data-hot-score='0.84'>\n<div class='hn-body'>\n<p class='hn-title'>(23) <a href='https://peterdohertys.website/blog-posts/full-text-search-w-duckdb.html' target='_blank' rel='noopener noreferrer'>Full-Text Search with DuckDB</a></p>\n<p class='hn-meta'>DuckDB 的全文检索</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 11:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47966254' target='_blank' rel='noopener noreferrer'>▲ 127</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47966254' target='_blank' rel='noopener noreferrer'>💬 30</a> <span class='hn-tag hn-tag--violet' data-tag='Data'>Data</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://peterdohertyswebsite.analytics.peterdohertyllc.com/piwik.php?idsite=1' data-full='https://peterdohertyswebsite.analytics.peterdohertyllc.com/piwik.php?idsite=1' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A practical guide to enabling full-text search with DuckDB, outlining the setup, indexing strategies, and performance considerations. The piece demonstrates how embedded analytics databases can provide rich search capabilities without requiring separate search engines, useful for data apps and notebooks. It also notes caveats compared to dedicated search systems.</p>\n<p class='hn-text-zh'>介绍在 DuckDB 中实现全文检索的实用指南，涵盖设置、索引策略及性能考量。展示了嵌入式分析数据库在无需独立搜索引擎的情况下提供丰富检索能力，对数据应用和笔记本场景尤为有用，同时也提醒了相对于专门的搜索系统的局限。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47970578' data-tags='Hardware,Culture,Gaming' data-hn-time='1777600931' data-hn-score='25' data-hot-score='0.53'>\n<div class='hn-body'>\n<p class='hn-title'>(24) <a href='https://fabiensanglard.net/snes_hearts/' target='_blank' rel='noopener noreferrer'>The Hearts of the Super Nintendo</a></p>\n<p class='hn-meta'>超级任天堂的心脏</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 19:02 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47970578' target='_blank' rel='noopener noreferrer'>▲ 25</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47970578' target='_blank' rel='noopener noreferrer'>💬 3</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span> <span class='hn-tag hn-tag--purple' data-tag='Gaming'>Gaming</span></div>\n<img class='hn-img' src='https://fabiensanglard.net/snes_hearts/crystal.webp' data-full='https://fabiensanglard.net/snes_hearts/crystal.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A deep dive into the SNES's hardware core reveals how its central components powered games and shaped the console's distinctive capabilities. The piece connects engineering choices to a lasting cultural impact in retro gaming.</p>\n<p class='hn-text-zh'>对 SNES 硬件核心的深度解析，揭示其核心组件如何支撑游戏性能并塑造这款主机的独特能力。文章将工程选择与复古游戏的文化影响联系起来。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47967069' data-tags='Security,Open Source' data-hn-time='1777576975' data-hn-score='68' data-hot-score='0.51'>\n<div class='hn-body'>\n<p class='hn-title'>(25) <a href='https://dustri.org/b/follow-up-to-carrot-disclosure-forgejo.html' target='_blank' rel='noopener noreferrer'>Follow-up to Carrot disclosure: Forgejo</a></p>\n<p class='hn-meta'>Carrot 披露后续：Forgejo</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 12:22 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47967069' target='_blank' rel='noopener noreferrer'>▲ 68</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47967069' target='_blank' rel='noopener noreferrer'>💬 11</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<p class='hn-text-en'>A follow-up discussion ties the Carrot disclosure to Forgejo, examining the security implications and how open-source projects should respond to disclosure incidents.</p>\n<p class='hn-text-zh'>关于 Carrot 披露的跟进将焦点放在 Forgejo，探讨安全影响以及开源项目在披露事件中的应对之道。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47972187' data-tags='AI,Hardware,Energy' data-hn-time='1777621249' data-hn-score='4' data-hot-score='0.5'>\n<div class='hn-body'>\n<p class='hn-title'>(26) <a href='https://www.tomshardware.com/tech-industry/artificial-intelligence/softbank-subsidiary-working-with-intel-to-develop-radical-new-zam-memory-is-now-receiving-japanese-govt-subsidies-new-memory-designed-as-a-lower-power-hbm-for-ai-workloads' target='_blank' rel='noopener noreferrer'>SoftBank, Intel to develop ZAM memory – new memory designed as lower-power HBM</a></p>\n<p class='hn-meta'>SoftBank、Intel 将开发 ZAM 内存——低功耗HBM 新内存</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: May 01, 2026 / 00:40 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47972187' target='_blank' rel='noopener noreferrer'>▲ 4</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47972187' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span></div>\n<img class='hn-img' src='https://cdn.mos.cms.futurecdn.net/u3myfqyQwuDFWsoxGdjM8U-1600-80.jpg' data-full='https://cdn.mos.cms.futurecdn.net/u3myfqyQwuDFWsoxGdjM8U-1600-80.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>SoftBank's subsidiary and Intel partner to develop ZAM memory, a low-power High Bandwidth Memory designed for AI workloads. If successful, it could slash energy per operation in data centers while maintaining high bandwidth to meet AI-scale demands.</p>\n<p class='hn-text-zh'>软银旗下单位与英特尔合作开发 ZAM 内存，一种面向 AI 工作负载的低功耗高带宽存储解决方案。若成功，将在数据中心显著降低能耗同时维持高带宽，应对日益增长的 AI 计算需求。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47963868' data-tags='Education,Design' data-hn-time='1777562449' data-hn-score='91' data-hot-score='0.45'>\n<div class='hn-body'>\n<p class='hn-title'>(27) <a href='https://thereader.mitpress.mit.edu/the-1960s-art-school-experiment-that-redefined-creativity/' target='_blank' rel='noopener noreferrer'>A 1960s art school experiment that redefined creativity</a></p>\n<p class='hn-meta'>1960 年代美术学院的一场重新定义创造力的实验</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 08:20 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47963868' target='_blank' rel='noopener noreferrer'>▲ 91</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47963868' target='_blank' rel='noopener noreferrer'>💬 29</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<p class='hn-text-en'>This piece surveys a 1960s art-school experiment that reshaped how people think about creativity, likely involving interactive pedagogy and cross-disciplinary collaboration. It offers takeaways for design, education, and tech teams about nurturing experimentation and breaking intellectual boundaries. The lesson is that curricula can unlock new modes of creative thinking when teachers embrace risk and collaboration.</p>\n<p class='hn-text-zh'>本文回顾了1960年代美术学院的一场实验，重新定义了人们对创造力的理解，往往涉及互动式教学与跨学科协作。为设计、教育乃至科技团队提供启示：在教师鼓励冒险与协作的条件下，课程能开启全新的创造力表达方式。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47951295' data-tags='AI,Privacy' data-hn-time='1777482543' data-hn-score='333' data-hot-score='0.41'>\n<div class='hn-body'>\n<p class='hn-title'>(28) <a href='https://www.theargumentmag.com/p/i-can-never-talk-to-an-ai-anonymously' target='_blank' rel='noopener noreferrer'>Opus 4.7 knows the real Kelsey</a></p>\n<p class='hn-meta'>Opus 4.7 能认出真正的 Kelsey</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 10:09 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47951295' target='_blank' rel='noopener noreferrer'>▲ 333</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47951295' target='_blank' rel='noopener noreferrer'>💬 169</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://substackcdn.com/image/fetch/$s_!q0IX!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F830c09c6-06a9-47e6-8552-6ba2cbfd3da5_2121x1414.jpeg' data-full='https://substackcdn.com/image/fetch/$s_!q0IX!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F830c09c6-06a9-47e6-8552-6ba2cbfd3da5_2121x1414.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Opus 4.7 claims to know the real Kelsey, raising questions about identity, privacy, and how AI systems handle sensitive personal information.</p>\n<p class='hn-text-zh'>Opus 4.7 声称识别出真实的 Kelsey，引发关于身份、隐私以及 AI 系统如何处理敏感个人信息的关注。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47965835' data-tags='Open Source' data-hn-time='1777570931' data-hn-score='62' data-hot-score='0.39'>\n<div class='hn-body'>\n<p class='hn-title'>(29) <a href='https://lost-number.bearblog.dev/recovering-files-from-beyond-the-grave-using-photorec/' target='_blank' rel='noopener noreferrer'>Recovering files from beyond the grave using PhotoRec</a></p>\n<p class='hn-meta'>使用 PhotoRec 从已删除数据中恢复文件</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 10:42 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47965835' target='_blank' rel='noopener noreferrer'>▲ 62</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47965835' target='_blank' rel='noopener noreferrer'>💬 14</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span></div>\n<img class='hn-img' src='https://bear-images.sfo2.cdn.digitaloceanspaces.com/lost-number/image-7.webp' data-full='https://bear-images.sfo2.cdn.digitaloceanspaces.com/lost-number/image-7.webp' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>PhotoRec, a robust data recovery tool, demonstrates recovery capabilities even after deletion or partition damage scenarios. The piece walks through practical tips, caveats, and success cases, illustrating how open-source recovery tools can rescue valuable data. It emphasizes the importance of backups and the limitations of recovery in certain failure modes.</p>\n<p class='hn-text-zh'>介绍了使用 PhotoRec 这类强大的数据恢复工具，在删除或分区损坏等场景下尝试找回数据。文章给出实际操作要点、注意事项和成功案例，强调备份的重要性并指出在某些故障模式下恢复的局限性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47969522' data-tags='Science' data-hn-time='1777590897' data-hn-score='20' data-hot-score='0.25'>\n<div class='hn-body'>\n<p class='hn-title'>(30) <a href='https://phys.org/news/2026-04-universal-patterns-emerge-languages-vocabularies.html' target='_blank' rel='noopener noreferrer'>Universal patterns emerge across 22 languages, mapping how vocabularies evolve</a></p>\n<p class='hn-meta'>22种语言中的通用模式：词汇演变的映射</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 16:14 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47969522' target='_blank' rel='noopener noreferrer'>▲ 20</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47969522' target='_blank' rel='noopener noreferrer'>💬 1</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://scx2.b-cdn.net/gfx/news/hires/2026/universal-patterns-eme.jpg' data-full='https://scx2.b-cdn.net/gfx/news/hires/2026/universal-patterns-eme.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Researchers report universal patterns in how vocabularies evolve across 22 languages, suggesting shared underlying dynamics in lexical growth. The finding informs language modeling, cross-linguistic NLP, and cognitive linguistics by revealing scaling laws or common development trajectories.</p>\n<p class='hn-text-zh'>研究表明在22种语言中词汇演化存在普遍模式，揭示词汇增长背后可能的共同驱动机制。这一发现对语言建模、跨语言自然语言处理以及认知语言学具有重要启示，或揭示普遍的扩展规律。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971585' data-tags='AI,Privacy' data-hn-time='1777613749' data-hn-score='5' data-hot-score='0.24'>\n<div class='hn-body'>\n<p class='hn-title'>(31) <a href='https://www.anthropic.com/research/claude-personal-guidance' target='_blank' rel='noopener noreferrer'>How People ask Claude for personal guidance</a></p>\n<p class='hn-meta'>人们如何向 Claude 请求个人化指导</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 22:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971585' target='_blank' rel='noopener noreferrer'>▲ 5</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971585' target='_blank' rel='noopener noreferrer'>💬 1</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Knot&backgroundColor=heather' data-full='https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Knot&backgroundColor=heather' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A study examines how users prompt Claude to provide personal guidance, highlighting how prompt design shapes safety, privacy, and usefulness. The findings suggest design lessons for building trusted AI assistants that offer calibrated, context-aware advice.</p>\n<p class='hn-text-zh'>研究分析用户如何向 Claude 请求个性化指导，强调提示设计对安全性、隐私和实用性的影响。结果为打造可信的、上下文感知的 AI 助手提供了设计启示。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47968035' data-tags='Open Source,Privacy' data-hn-time='1777582161' data-hn-score='26' data-hot-score='0.23'>\n<div class='hn-body'>\n<p class='hn-title'>(32) <a href='https://simplex.chat/blog/20260430-simplex-channels-v6-5-consortium-crowdfunding-freedom-of-speech.html' target='_blank' rel='noopener noreferrer'>SimpleX Channels, SimpleX Network Consortium and Community Crowdfunding</a></p>\n<p class='hn-meta'>SimpleX 通道、SimpleX 网络联盟与社区众筹</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 13:49 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47968035' target='_blank' rel='noopener noreferrer'>▲ 26</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47968035' target='_blank' rel='noopener noreferrer'>💬 2</a> <span class='hn-tag hn-tag--green' data-tag='Open Source'>Open Source</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span></div>\n<img class='hn-img' src='https://simplex.chat/blog/images/20260430-home.png' data-full='https://simplex.chat/blog/images/20260430-home.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A post announcing SimpleX Channels v6.5 and a network consortium, with a focus on crowdfunding to support a decentralised, censorship-resistant communications platform. It outlines governance goals and how backers can participate in building an open, privacy-preserving communication layer.</p>\n<p class='hn-text-zh'>社区众筹与 SimpleX Channels 版本 6.5、SimpleX 网络联盟一并推出，旨在资助一个去中心化、抗审查的消息传递网络。文中阐述治理原则以及背书方如何参与建设一个开放、注重隐私的通信层。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47947944' data-tags='Hardware' data-hn-time='1777468546' data-hn-score='197' data-hot-score='0.21'>\n<div class='hn-body'>\n<p class='hn-title'>(33) <a href='https://www.gilesthomas.com/2026/04/10g-ethernet-what-i-did' target='_blank' rel='noopener noreferrer'>10Gb/s Ethernet: what I did to get it working in my home</a></p>\n<p class='hn-meta'>家庭网络的 10Gb/s 以太网：实现过程与经验</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 06:15 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47947944' target='_blank' rel='noopener noreferrer'>▲ 197</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47947944' target='_blank' rel='noopener noreferrer'>💬 137</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://www.gilesthomas.com/images/favicons/web-app-manifest-512x512.png' data-full='https://www.gilesthomas.com/images/favicons/web-app-manifest-512x512.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Practical steps to get 10GbE working at home, from hardware choices (NICs, switches) to cabling and configuration. The piece demystifies the upgrade path, offering real-world performance expectations and guidance on when 10GbE makes sense for a home lab or small office. It also covers compatibility and heat/power considerations.</p>\n<p class='hn-text-zh'>作者分享在家庭环境中实现 10GbE 的实际步骤，从硬件选择、线缆、驱动到配置。文章解开升级谜团，给出真实世界的性能预期与何时值得投资的建议，同时讨论兼容性、热量与功耗等注意事项。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47960778' data-tags='Energy' data-hn-time='1777547314' data-hn-score='56' data-hot-score='0.19'>\n<div class='hn-body'>\n<p class='hn-title'>(34) <a href='https://www.heise.de/en/news/1-4-GW-Huge-battery-storage-at-former-Grohnde-nuclear-power-plant-11277367.html' target='_blank' rel='noopener noreferrer'>1.4 GW: battery storage at former Grohnde nuclear power plant</a></p>\n<p class='hn-meta'>前 Grohnde 核电站 1.4GW 巨型储能</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 04:08 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47960778' target='_blank' rel='noopener noreferrer'>▲ 56</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47960778' target='_blank' rel='noopener noreferrer'>💬 66</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span></div>\n<img class='hn-img' src='https://heise.cloudimg.io/bound/1200x1200/q85.png-lossy-85.webp-lossy-85.foil1/_www-heise-de_/imgs/18/5/0/7/4/0/4/2/BESS-GESI-Grohnde-16-9-d9d7a171b660eebb.jpg' data-full='https://heise.cloudimg.io/bound/1200x1200/q85.png-lossy-85.webp-lossy-85.foil1/_www-heise-de_/imgs/18/5/0/7/4/0/4/2/BESS-GESI-Grohnde-16-9-d9d7a171b660eebb.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A massive 1.4 GW battery storage project is planned at the site of the former Grohnde nuclear plant, signaling the shift to grid-scale storage and energy resilience. It shows how decommissioned plants can host renewable storage assets.</p>\n<p class='hn-text-zh'>在前 Grohnde 核电站计划建设 1.4GW 级别的巨型储能项目，标志着对电网规模化储能与能源韧性的重视。退役核电设施正在转为承载可再生储能的潜在资产。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971771' data-tags='Programming' data-hn-time='1777616461' data-hn-score='3' data-hot-score='0.16'>\n<div class='hn-body'>\n<p class='hn-title'>(35) <a href='https://matduggan.com/if-i-could-make-my-own-github/' target='_blank' rel='noopener noreferrer'>If I Could Make My Own GitHub</a></p>\n<p class='hn-meta'>如果我能做出自己的 GitHub</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 23:21 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971771' target='_blank' rel='noopener noreferrer'>▲ 3</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971771' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<p class='hn-text-en'>A thoughtful piece on what it would take to build a personal GitHub-like platform, examining repository hosting, authentication, collaboration workflows, and the trade-offs of building in-house versus using existing services.</p>\n<p class='hn-text-zh'>这篇文章探讨若要打造一个类似 GitHub 的自建平台，需要考虑代码托管、身份认证、协作工作流等要点，以及自建与使用现成服务之间的取舍。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47949616' data-tags='Science' data-hn-time='1777475777' data-hn-score='109' data-hot-score='0.12'>\n<div class='hn-body'>\n<p class='hn-title'>(36) <a href='https://www.quantamagazine.org/what-can-we-gain-by-losing-infinity-20260429/' target='_blank' rel='noopener noreferrer'>What can we gain by losing infinity?</a></p>\n<p class='hn-meta'>我们能通过失去无限获得什么？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 08:16 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47949616' target='_blank' rel='noopener noreferrer'>▲ 109</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47949616' target='_blank' rel='noopener noreferrer'>💬 117</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://www.quantamagazine.org/wp-content/uploads/2026/04/Anti-Infinity-cr-Kristina-Armitage-Social.jpg' data-full='https://www.quantamagazine.org/wp-content/uploads/2026/04/Anti-Infinity-cr-Kristina-Armitage-Social.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Explores how embracing finitary approaches or truncating infinite concepts can yield new mathematical or computational insights. The piece ties abstract ideas to practical gains in computation, physics, or philosophy, showing that shedding the ideal of infinity can lead to usable approximations or new theories. It emphasizes the value of finite models in tackling real-world problems.</p>\n<p class='hn-text-zh'>探讨在将无限概念简化或接受有限化时，如何带来新的数学或计算洞见。文章将抽象理念与计算、物理或哲学的实际应用联系起来，展示放弃无限理想能带来可用的近似或新理论，强调有限模型在现实问题中的价值。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47924912' data-tags='Programming' data-hn-time='1777312332' data-hn-score='310' data-hot-score='0.1'>\n<div class='hn-body'>\n<p class='hn-title'>(37) <a href='https://lemire.me/blog/2026/04/27/you-can-beat-the-binary-search/' target='_blank' rel='noopener noreferrer'>You can beat the binary search</a></p>\n<p class='hn-meta'>你可以超越二分查找</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 27, 2026 / 10:52 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47924912' target='_blank' rel='noopener noreferrer'>▲ 310</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47924912' target='_blank' rel='noopener noreferrer'>💬 141</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://lemire.me/blog/wp-content/uploads/2026/04/Gemini_Generated_Image_rsv3zvrsv3zvrsv3-1024x572.png' data-full='https://lemire.me/blog/wp-content/uploads/2026/04/Gemini_Generated_Image_rsv3zvrsv3zvrsv3-1024x572.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Shows that under certain data distributions or with specialized techniques such as interpolation search, you can outperform classic binary search.</p>\n<p class='hn-text-zh'>文章指出在特定数据分布或条件下，类似插值查找等替代方法可超越二分查找，讨论权衡、缓存行为以及在实际场景中的适用性。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47937814' data-tags='Programming' data-hn-time='1777398098' data-hn-score='186' data-hot-score='0.1'>\n<div class='hn-body'>\n<p class='hn-title'>(38) <a href='https://phulin.me/blog/simtower' target='_blank' rel='noopener noreferrer'>Reverse Engineering SimTower</a></p>\n<p class='hn-meta'>逆向工程 SimTower</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 10:41 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47937814' target='_blank' rel='noopener noreferrer'>▲ 186</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47937814' target='_blank' rel='noopener noreferrer'>💬 37</a> <span class='hn-tag hn-tag--indigo' data-tag='Programming'>Programming</span></div>\n<img class='hn-img' src='https://phulin.me/assets/og-image.png' data-full='https://phulin.me/assets/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A technical post explores reverse engineering the classic SimTower, revealing how its simulation logic and scheduling work under the hood. The write-up serves as a case study in analyzing legacy sim software and could inspire methods for modern game/tool reverse engineering.</p>\n<p class='hn-text-zh'>技术文章揭秘对经典游戏 SimTower 的逆向工程，揭示其内部仿真逻辑与调度机制。作为对遗留仿真软件分析的案例，或为现代游戏与工具的逆向研究提供思路。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47971300' data-tags='Security,Privacy,DevOps' data-hn-time='1777609704' data-hn-score='3' data-hot-score='0.08'>\n<div class='hn-body'>\n<p class='hn-title'>(39) <a href='https://arxiv.org/abs/2604.26974' target='_blank' rel='noopener noreferrer'>C8s: A Confidential Kubernetes Architecture</a></p>\n<p class='hn-meta'>C8s：一个保密的 Kubernetes 架构</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 30, 2026 / 21:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47971300' target='_blank' rel='noopener noreferrer'>▲ 3</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47971300' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--red' data-tag='Security'>Security</span> <span class='hn-tag hn-tag--red' data-tag='Privacy'>Privacy</span> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png' data-full='https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>C8s proposes a confidential Kubernetes architecture, focusing on security and privacy-preserving features for container orchestration. The paper discusses threat models, architecture design, and potential deployment implications for sensitive workloads.</p>\n<p class='hn-text-zh'>题为 C8s 的保密 Kubernetes 架构，强调对工作负载的机密性与安全性。论文讨论了威胁模型、架构设计和对企业级、注重隐私的容器编排的潜在影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47933934' data-tags='Design' data-hn-time='1777381073' data-hn-score='139' data-hot-score='0.07'>\n<div class='hn-body'>\n<p class='hn-title'>(40) <a href='https://pomax.github.io/bezierinfo/' target='_blank' rel='noopener noreferrer'>A Primer on Bézier Curves – So What Makes a Bézier Curve?</a></p>\n<p class='hn-meta'>贝塞尔曲线入门：到底是什么构成贝塞尔曲线？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 05:57 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47933934' target='_blank' rel='noopener noreferrer'>▲ 139</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47933934' target='_blank' rel='noopener noreferrer'>💬 21</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://pomax.github.io/bezierinfo/images/og-image.png' data-full='https://pomax.github.io/bezierinfo/images/og-image.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Breaks down Bezier curves, explaining control points, the De Casteljau construction, and how these curves underpin vector graphics and font design. The guide also contrasts Bezier with other spline types and gives practical tips for use.</p>\n<p class='hn-text-zh'>贝塞尔曲线入门讲解了控制点、De Casteljau 算法及其在矢量图形、字体设计中的应用，並比较了与其他样条的区别，给出实际使用要点。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47937033' data-tags='Hardware' data-hn-time='1777394952' data-hn-score='132' data-hot-score='0.07'>\n<div class='hn-body'>\n<p class='hn-title'>(41) <a href='https://wideluxx.com' target='_blank' rel='noopener noreferrer'>New mechanical panoramic film camera from Jeff Bridges</a></p>\n<p class='hn-meta'>Jeff Bridges 推出全新机械式全景胶片相机</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 09:49 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47937033' target='_blank' rel='noopener noreferrer'>▲ 132</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47937033' target='_blank' rel='noopener noreferrer'>💬 63</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://wideluxx.com/wp-content/uploads/2024/08/wideluxx-logo-white-red.png' data-full='https://wideluxx.com/wp-content/uploads/2024/08/wideluxx-logo-white-red.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Jeff Bridges unveils a new mechanical panoramic film camera, a nod to analog photography in the digital era. The release taps into a niche but growing interest in hands-on, artifact-grade gear and could appeal to film enthusiasts seeking unique wide-format shots.</p>\n<p class='hn-text-zh'>演员 Jeff Bridges 推出全新机械式全景胶片相机，凸显在数字时代对纯胶片摄影的热情。此举迎合对手工操作、高品质器材的细分市场，或吸引追求独特大画幅效果的胶片爱好者。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47942863' data-tags='Business' data-hn-time='1777423815' data-hn-score='89' data-hot-score='0.06'>\n<div class='hn-body'>\n<p class='hn-title'>(42) <a href='https://herbertlui.net/maladaptive-frugality/' target='_blank' rel='noopener noreferrer'>Maladaptive Frugality</a></p>\n<p class='hn-meta'>不良的节俭</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 17:50 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47942863' target='_blank' rel='noopener noreferrer'>▲ 89</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47942863' target='_blank' rel='noopener noreferrer'>💬 66</a> <span class='hn-tag hn-tag--amber' data-tag='Business'>Business</span></div>\n<img class='hn-img' src='https://secure.gravatar.com/avatar/be9fdd2bb0be1f7bf014cffa18f1c9f5?s=32&d=mm&r=g' data-full='https://secure.gravatar.com/avatar/be9fdd2bb0be1f7bf014cffa18f1c9f5?s=32&d=mm&r=g' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Maladaptive frugality argues that extreme thrift can undermine long-term value, quality, and innovation. The piece urges balancing cost control with intentional investment and risk tolerance in tech and product development.</p>\n<p class='hn-text-zh'>不良的节俭观提醒我们，过度节省可能削弱长期价值、质量与创新。文章倡导在成本控制与有意投资、承受风险之间取得平衡，特别是在技术与产品开发领域。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939158' data-tags='Energy,Politics' data-hn-time='1777403606' data-hn-score='96' data-hot-score='0.05'>\n<div class='hn-body'>\n<p class='hn-title'>(43) <a href='https://en.wikipedia.org/wiki/Church_Rock_uranium_mill_spill' target='_blank' rel='noopener noreferrer'>The Church Rock Uranium Mill Spill</a></p>\n<p class='hn-meta'>Church Rock 铀矿厂泄漏事故</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:13 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939158' target='_blank' rel='noopener noreferrer'>▲ 96</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939158' target='_blank' rel='noopener noreferrer'>💬 5</a> <span class='hn-tag hn-tag--emerald' data-tag='Energy'>Energy</span> <span class='hn-tag hn-tag--orange' data-tag='Politics'>Politics</span></div>\n<img class='hn-img' src='https://upload.wikimedia.org/wikipedia/commons/d/d5/United_Nuclear_Corporation_Church_Rock_Uranium_Mill.jpeg' data-full='https://upload.wikimedia.org/wikipedia/commons/d/d5/United_Nuclear_Corporation_Church_Rock_Uranium_Mill.jpeg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A 1979 uranium mill spill at Church Rock released large amounts of radioactive waste into the desert; it's one of the worst nuclear incidents in US history. It underscores legacy pollution and regulatory challenges in mining and energy sectors, with lessons for tech and policy.</p>\n<p class='hn-text-zh'>Church Rock 铀矿厂在 1979 年发生严重的放射性废料泄漏，成为美国历史上最严重的核事故之一。此事揭示了矿业与能源领域的遗留污染与监管挑战，对科技与政策具有长期影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939246' data-tags='DevOps' data-hn-time='1777403946' data-hn-score='81' data-hot-score='0.05'>\n<div class='hn-body'>\n<p class='hn-title'>(44) <a href='https://gregraiz.com/blog/local-vibe/' target='_blank' rel='noopener noreferrer'>I Got Sick of Remembering Port Numbers</a></p>\n<p class='hn-meta'>我终于厌倦了记端口号</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:19 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939246' target='_blank' rel='noopener noreferrer'>▲ 81</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939246' target='_blank' rel='noopener noreferrer'>💬 73</a> <span class='hn-tag hn-tag--indigo' data-tag='DevOps'>DevOps</span></div>\n<img class='hn-img' src='https://gregraiz.com/assets/avatar.png' data-full='https://gregraiz.com/assets/avatar.png' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>Port numbers are a hassle; the post shares approaches to avoid memorizing them, such as using service discovery, DNS aliases, or local routing tricks. It argues for more ergonomic development workflows in networked services.</p>\n<p class='hn-text-zh'>端口号记忆麻烦，文中分享通过服务发现、DNS 别名或本地路由等方式来避免记住端口号的方法，主张让开发者在网络服务中拥有更高效的工作流。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47946899' data-tags='Culture' data-hn-time='1777462540' data-hn-score='46' data-hot-score='0.04'>\n<div class='hn-body'>\n<p class='hn-title'>(45) <a href='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/' target='_blank' rel='noopener noreferrer'>New copy of earliest poem in English, written 1,3k years ago, discovered in Rome</a></p>\n<p class='hn-meta'>在罗马发现的最早英语诗新抄本（距今约1300年）</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 04:35 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47946899' target='_blank' rel='noopener noreferrer'>▲ 46</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47946899' target='_blank' rel='noopener noreferrer'>💬 9</a> <span class='hn-tag hn-tag--rose' data-tag='Culture'>Culture</span></div>\n<img class='hn-img' src='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/media/tcd/news-images/Elisabetta-Magnanti-and-Mark-Faulkner-with-the-Trinity-copy-of-Bedes-Ecclesiastical-History.-To-be-clear-this-is-not-the-manuscript-they-found-in-Rome---.JPG' data-full='https://www.tcd.ie/news_events/articles/2026/caedmons-hymn-discovery/media/tcd/news-images/Elisabetta-Magnanti-and-Mark-Faulkner-with-the-Trinity-copy-of-Bedes-Ecclesiastical-History.-To-be-clear-this-is-not-the-manuscript-they-found-in-Rome---.JPG' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A newly discovered copy of Caedmon’s Hymn—one of the oldest known English poems—has been found in Rome. The find expands the manuscript trail of early Old English verse and could yield new insights into linguistic features and performance contexts from the era. It also underscores how medieval texts circulated far beyond their likely origin.</p>\n<p class='hn-text-zh'>在罗马发现的《凯德蒙颂》最早英语诗歌新抄本被揭示。此发现扩展了早期古英语诗歌的手稿传承，为语言特征与表演传统提供新线索，并显示中世纪文本可能的跨地流传。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47946990' data-tags='Design' data-hn-time='1777463165' data-hn-score='30' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(46) <a href='https://nik.digital/posts/compositing-blending' target='_blank' rel='noopener noreferrer'>Compositing and Blending – Exploring the math and intuition behind blend modes</a></p>\n<p class='hn-meta'>合成与混合——探索混合模式的数学与直觉</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 04:46 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47946990' target='_blank' rel='noopener noreferrer'>▲ 30</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47946990' target='_blank' rel='noopener noreferrer'>💬 3</a> <span class='hn-tag hn-tag--pink' data-tag='Design'>Design</span></div>\n<img class='hn-img' src='https://nik.digital/posts/compositing-blending/opengraph-image-1wdqp3?9295f72f0f3c774d' data-full='https://nik.digital/posts/compositing-blending/opengraph-image-1wdqp3?9295f72f0f3c774d' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>An exploration of blend modes in graphics, covering the math of alpha compositing and how different modes affect color and contrast. The piece provides intuition for designers and practical tips for choosing blend modes in compositing and visual effects.</p>\n<p class='hn-text-zh'>本文深入讲解图像合成中的混合模式，涵盖透明度运算与不同模式对颜色与对比度的影响，并为设计师提供直观理解与实际选用建议。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47948152' data-tags='Education' data-hn-time='1777469327' data-hn-score='26' data-hot-score='0.03'>\n<div class='hn-body'>\n<p class='hn-title'>(47) <a href='https://spectrum.ieee.org/roboticist-turned-teacher-eniac-replica' target='_blank' rel='noopener noreferrer'>Roboticist-Turned-Teacher Built a Life-Size Replica of Eniac</a></p>\n<p class='hn-meta'>从机器人专家转为教师：打造了 ENIAC 的等身复制品</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 29, 2026 / 06:28 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47948152' target='_blank' rel='noopener noreferrer'>▲ 26</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47948152' target='_blank' rel='noopener noreferrer'>💬 7</a> <span class='hn-tag hn-tag--sky' data-tag='Education'>Education</span></div>\n<img class='hn-img' src='https://spectrum.ieee.org/media-library/image.png?id=65575461&width=1200&height=600&coordinates=0%2C281%2C0%2C282' data-full='https://spectrum.ieee.org/media-library/image.png?id=65575461&width=1200&height=600&coordinates=0%2C281%2C0%2C282' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A robotics-trained educator built a life-size replica of ENIAC, reviving the iconic pre-transistor computer for teaching and public engagement. The project shows how hands-on making and robotics skills can illuminate early computing history and inspire students. It also demonstrates value in interdisciplinary approaches to tech education.</p>\n<p class='hn-text-zh'>一位具备机器人学背景的教师打造了 ENIAC 的等身复制品，用于教学与公众互动。该项目展示了动手制作与机器人技能如何点亮早期计算机历史并激发学生兴趣，同时凸显跨学科方法在科技教育中的价值。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47942347' data-tags='Science' data-hn-time='1777419787' data-hn-score='29' data-hot-score='0.02'>\n<div class='hn-body'>\n<p class='hn-title'>(48) <a href='https://www.alphaxiv.org/abs/2604.23468' target='_blank' rel='noopener noreferrer'>A Milestone in Formalization: The Sphere Packing Problem in Dimension 8</a></p>\n<p class='hn-meta'>8 维球面打包问题的形式化里程碑</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 16:43 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47942347' target='_blank' rel='noopener noreferrer'>▲ 29</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47942347' target='_blank' rel='noopener noreferrer'>💬 0</a> <span class='hn-tag hn-tag--teal' data-tag='Science'>Science</span></div>\n<img class='hn-img' src='https://www.alphaxiv.org/api/paper-twitter-image?title=A+Milestone+in+Formalization%3A+The+Sphere+Packing+Problem+in+Dimension+8&authors=Sidharth+Hariharan%2C+Christopher+Birkbeck%2C+Seewoo+Lee%2C+Ho+Kiu+Gareth+Ma%2C+Bhavik+Mehta%2C+Auguste+Poiroux%2C+Maryna+Viazovska' data-full='https://www.alphaxiv.org/api/paper-twitter-image?title=A+Milestone+in+Formalization%3A+The+Sphere+Packing+Problem+in+Dimension+8&authors=Sidharth+Hariharan%2C+Christopher+Birkbeck%2C+Seewoo+Lee%2C+Ho+Kiu+Gareth+Ma%2C+Bhavik+Mehta%2C+Auguste+Poiroux%2C+Maryna+Viazovska' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A milestone in formalization: the sphere packing problem in 8 dimensions has been formalized and verified, enabling machine-checked proofs of optimality. The work advances the collaboration between mathematical insight and formal proof systems, with implications for coding theory and communications.</p>\n<p class='hn-text-zh'>形式化证明方面取得里程碑：对8维球面打包问题进行了形式化验证，允许对最优性进行机器可校验的证明。此进展标志着将数学洞见与形式化证明系统结合的里程碑，对于编码理论和通信研究具有潜在影响。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47927011' data-tags='AI' data-hn-time='1777322302' data-hn-score='28' data-hot-score='0.01'>\n<div class='hn-body'>\n<p class='hn-title'>(49) <a href='https://idlemachines.co.uk/essays/softmax' target='_blank' rel='noopener noreferrer'>Softmax, can you derive the Jacobian? And should you care?</a></p>\n<p class='hn-meta'>Softmax：能推导雅可比矩阵吗？是否值得关心？</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 27, 2026 / 13:38 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47927011' target='_blank' rel='noopener noreferrer'>▲ 28</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47927011' target='_blank' rel='noopener noreferrer'>💬 1</a> <span class='hn-tag hn-tag--blue' data-tag='AI'>AI</span></div>\n<img class='hn-img' src='https://idlemachines.co.uk/api/og/essay?title=Softmax%2C%20can%20you%20really%20derive%20the%20Jacobian%3F%20And%20should%20you%20care%3F' data-full='https://idlemachines.co.uk/api/og/essay?title=Softmax%2C%20can%20you%20really%20derive%20the%20Jacobian%3F%20And%20should%20you%20care%3F' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>The post derives the Jacobian of the Softmax function and discusses its relevance for practical machine learning. While the Jacobian is dense and coupled, understanding it helps diagnose gradient flow in multi-class models and informs numerical implementation choices. The takeaway is that Softmax’s interactions across outputs matter more than they appear at first glance.</p>\n<p class='hn-text-zh'>文章推导了 Softmax 的雅可比矩阵，并讨论其在实际机器学习中的作用。虽然雅可比矩阵很稠密且耦合，但理解它有助于诊断多分类模型的梯度流动，并为数值实现提供指引。要点在于输出之间的耦合关系比初看时更为重要。</p>\n</div>\n</div>\n<div class='hn-card' id='story-47939227' data-tags='Hardware' data-hn-time='1777403859' data-hn-score='26' data-hot-score='0.01'>\n<div class='hn-body'>\n<p class='hn-title'>(50) <a href='https://nikhiljha.com/posts/vt100/' target='_blank' rel='noopener noreferrer'>Using a 1978 terminal in 2026 (DEC VT-100)</a></p>\n<p class='hn-meta'>在2026年使用一台1978年的 DEC VT-100 终端机</p>\n<p class='hn-meta2'><span class='hn-meta2-created'>Created: Apr 28, 2026 / 12:17 PT</span></p>\n<div class='hn-tags'><a class='hn-stat hn-stat-score' href='https://news.ycombinator.com/item?id=47939227' target='_blank' rel='noopener noreferrer'>▲ 26</a> <a class='hn-stat hn-stat-comments' href='https://news.ycombinator.com/item?id=47939227' target='_blank' rel='noopener noreferrer'>💬 6</a> <span class='hn-tag hn-tag--slate' data-tag='Hardware'>Hardware</span></div>\n<img class='hn-img' src='https://nikhiljha.com/images/vt100/Hero.jpg' data-full='https://nikhiljha.com/images/vt100/Hero.jpg' alt='preview image' loading='lazy'/>\n<p class='hn-text-en'>A 2026 experiment uses a DEC VT-100 terminal to explore retro computing today, highlighting the charm and limits of 1970s hardware. The setup sheds light on minimal interfaces and resilience trade-offs compared to modern user experiences.</p>\n<p class='hn-text-zh'>用一台 DEC VT-100 终端机在2026年进行实验，展示了1970年代硬件的魅力与局限。该体验凸显极简界面与现代用户体验之间的权衡。</p>\n</div>\n</div>\n</div>\n"}}, "hackernews/2026/05/03/top_stories_05032026.json": {"ec5b2372893f9aac10bc95fa6fc0e5679fe7a86a": {"t": 1785747342.5930524, "n": 107781, "h": "3843bd0dc8cccb6e", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 100,\n \"reused_same_day\": 31,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 19,\n \"scrape_time_display\": \"22:28, May 03, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/05/03\",\n \"content_date\": \"2026-05-03\",\n \"run_time_local\": \"22:28, May 03, 2026 (PDT)\",\n \"run_time_utc\": \"2026-05-04 05:28:47 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-05-04 05:30:05 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Let's Buy Spirit Air\",\n \"url\": \"https://letsbuyspiritair.com/\",\n \"title_zh\": \"Let's Buy Spirit Air\",\n \"created_display\": \"Created: May 03, 2026 / 16:36 PT\",\n \"image_url\": null,\n \"summary_en\": \"This is a promotional page encouraging readers to buy Spirit Air, though the product context remains unclear.\",\n \"summary_zh\": \"这是一个宣传性页面，促使读者购买 Spirit Air，但具体产品背景尚不清晰。\",\n \"hn\": {\n \"id\": 48002777,\n \"type\": \"story\",\n \"by\": \"bjhess\",\n \"score\": 275,\n \"descendants\": 247,\n \"time\": 1777851371,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48002777\"\n },\n \"hot_score\": 6.64,\n \"tags\": [\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Agentic Coding Is a Trap\",\n \"url\": \"https://larsfaye.com/articles/agentic-coding-is-a-trap\",\n \"title_zh\": \"代理编码是一个陷阱\",\n \"created_display\": \"Created: May 03, 2026 / 15:52 PT\",\n \"image_url\": \"https://larsfaye.com/opengraph-agents.jpg\",\n \"summary_en\": \"Argues that agency-focused coding approaches, where AI agents take control, risk brittle behavior and hidden dependencies; recommends robust design, monitoring, and fallback strategies.\",\n \"summary_zh\": \"指出让 AI 代理参与编码的做法可能导致易崩溃的行为与隐藏的依赖，建议采用坚固的设计、监控与回退策略。\",\n \"hn\": {\n \"id\": 48002442,\n \"type\": \"story\",\n \"by\": \"ayoisaiah\",\n \"score\": 291,\n \"descendants\": 199,\n \"time\": 1777848727,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48002442\"\n },\n \"hot_score\": 5.99,\n \"tags\": [\n \"AI\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"DeepClaude – Claude Code agent loop with DeepSeek V4 Pro, 17x cheaper\",\n \"url\": \"https://github.com/aattaran/deepclaude\",\n \"title_zh\": \"DeepClaude：结合 DeepSeek V4 Pro 的 Claude 代码代理循环，成本低至原来的 1/17\",\n \"created_display\": \"Created: May 03, 2026 / 15:13 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/235b0a5a669a8949615f237b589d13b2613a93b38554e4ee4ce7e15f18e22ca0/aattaran/deepclaude\",\n \"summary_en\": \"Presents DeepClaude, a Claude-based code agent loop powered by DeepSeek V4 Pro, claiming a 17x reduction in cost. Highlights potential gains for automated coding tasks and iterative AI-assisted development with cheaper inference and faster cycles.\",\n \"summary_zh\": \"介绍基于 Claude 的代码代理循环 DeepClaude，搭载 DeepSeek V4 Pro，成本降低约 17 倍。强调在自动编码任务和 AI 辅助开发中的实际收益，如更低的推理成本和更快的迭代速度。\",\n \"hn\": {\n \"id\": 48002136,\n \"type\": \"story\",\n \"by\": \"alattaran\",\n \"score\": 289,\n \"descendants\": 116,\n \"time\": 1777846400,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48002136\"\n },\n \"hot_score\": 5.22,\n \"tags\": [\n \"AI\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"The text mode lie: why modern TUIs are a nightmare for accessibility\",\n \"url\": \"https://xogium.me/the-text-mode-lie-why-modern-tuis-are-a-nightmare-for-accessibility\",\n \"title_zh\": \"文本模式的谎言：为何现代 TUI 对无障碍是一场噩梦\",\n \"created_display\": \"Created: May 03, 2026 / 16:59 PT\",\n \"image_url\": \"https://xogium.me/img/avatars/t.png\",\n \"summary_en\": \"Argues that modern text-based user interfaces often fail accessibility due to ambiguous layouts, keyboard traps, and screen-reader inconsistencies, calling for accessibility-first design principles.\",\n \"summary_zh\": \"指出现代文本用户界面在无障碍方面的不足，原因包括布局模糊、键盘陷阱和屏幕阅读器不一致，呼吁以无障碍优先的设计原则。\",\n \"hn\": {\n \"id\": 48002938,\n \"type\": \"story\",\n \"by\": \"SpyCoder77\",\n \"score\": 154,\n \"descendants\": 62,\n \"time\": 1777852742,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48002938\"\n },\n \"hot_score\": 4.05,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"Mercedes-Benz commits to bringing back physical buttons\",\n \"url\": \"https://www.drive.com.au/news/mercedes-benz-commits-to-bringing-back-phycial-buttons/\",\n \"title_zh\": \"梅赛德斯-奔驰承诺重新回归物理按钮\",\n \"created_display\": \"Created: May 03, 2026 / 07:43 PT\",\n \"image_url\": \"https://media.drive.com.au/obj/tx_q:70,rs:auto:1920:1080:1/driveau/upload/cms/uploads/7959f9e6-3ee0-5431-960e-8fec85c50000\",\n \"summary_en\": \"Mercedes-Benz plans to reintroduce physical knobs and tactile controls, signaling a shift away from touchscreen-dominated interiors toward familiar, tactile interaction. The move could influence UX standards in premium cars and inform future cabin design.\",\n \"summary_zh\": \"梅赛德斯-奔驰计划重新引入物理旋钮和实体按钮，强调从以触控为主的内饰向更直觉、可触感交互回归。此举可能影响高端车的用户体验标准，并引导未来座舱设计。\",\n \"hn\": {\n \"id\": 47997418,\n \"type\": \"story\",\n \"by\": \"teleforce\",\n \"score\": 647,\n \"descendants\": 361,\n \"time\": 1777819407,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997418\"\n },\n \"tags\": [\n \"Design\",\n \"Hardware\"\n ],\n \"hot_score\": 4.03\n },\n {\n \"title_en\": \"New statue in London, attributed to Banksy, of a suited man, blinded by a flag\",\n \"url\": \"https://www.smithsonianmag.com/smart-news/attributed-to-banksy-a-new-statue-of-a-suited-man-blinded-by-a-flag-and-walking-off-a-ledge-appeared-in-central-london-180988662/\",\n \"title_zh\": \"伦敦出现新雕像 归属 Banksy 的西装男子被旗帜遮眼\",\n \"created_display\": \"Created: May 03, 2026 / 11:54 PT\",\n \"image_url\": \"https://th-thumbnailer.cdn-si-edu.com/-E_L8LWmpxRR5Ckvs1TP3dR79rA=/fit-in/1600x0/filters:focal(2500x1667:2501x1668)/https://tf-cmsv2-smithsonianmag-media.s3.amazonaws.com/filer_public/6a/4a/6a4a7ecb-3a7c-4ac9-9297-c4cce0ec91b3/new_statue.jpg\",\n \"summary_en\": \"Reports a new Banksy-attributed statue in central London depicting a suited man blinded by a flag, continuing Banksy’s signature social commentary in public sculpture.\",\n \"summary_zh\": \"报道伦敦市中心出现一尊据称归属于 Banksy 的雕像，描绘一名西装男子被旗帜遮眼，延续 Banksy 的公共艺术社会讽刺。\",\n \"hn\": {\n \"id\": 48000152,\n \"type\": \"story\",\n \"by\": \"dryadin\",\n \"score\": 315,\n \"descendants\": 298,\n \"time\": 1777834468,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48000152\"\n },\n \"hot_score\": 3.29,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Why TUIs are back\",\n \"url\": \"https://wiki.alcidesfonseca.com/blog/why-tuis-are-back/\",\n \"title_zh\": \"TUI（可触知用户界面）为何回归\",\n \"created_display\": \"Created: May 03, 2026 / 11:42 PT\",\n \"image_url\": \"https://wiki.alcidesfonseca.com/static/images/alcides_small.jpg\",\n \"summary_en\": \"Tangible user interfaces are making a comeback as advances in fabrication, sensing, and materials enable new physical-digital interactions. The trend favors embodied learning, collaboration, and accessible design through rapid prototyping.\",\n \"summary_zh\": \"可触知用户界面正重新兴起，得益于制材、传感与材料领域的进步，使物理数字互动更直观。该潮流推动以身临其境的学习、协作和可及性为目标的快速原型设计。\",\n \"hn\": {\n \"id\": 48000028,\n \"type\": \"story\",\n \"by\": \"rickcarlino\",\n \"score\": 297,\n \"descendants\": 313,\n \"time\": 1777833748,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48000028\"\n },\n \"tags\": [\n \"Design\",\n \"Hardware\"\n ],\n \"hot_score\": 3.01\n },\n {\n \"title_en\": \"BYOMesh – New LoRa mesh radio offers 100x the bandwidth\",\n \"url\": \"https://partyon.xyz/@nullagent/116499715071759135\",\n \"title_zh\": \"BYOMesh：新一代 LoRa 网状无线电带来 100 倍带宽\",\n \"created_display\": \"Created: May 03, 2026 / 11:03 PT\",\n \"image_url\": \"https://partyon.xyz/packs/media/images/logo-d4b5dc90fd3e117d141ae7053b157f58.svg\",\n \"summary_en\": \"BYOMesh launches a LoRa mesh radio claiming 100x the bandwidth of typical LoRa devices, enabling more data-rich IoT, firmware updates, and real-time telemetry over long ranges. The move highlights how higher-throughput needs are pushing mesh/LPWAN technology beyond traditional use cases.\",\n \"summary_zh\": \"BYOMesh 推出声称比常规 LoRa 设备快 100 倍带宽的网状无线电，可能支持更高数据量的物联网、固件更新和远程遥测等。此举反映了在大范围低功耗网络里，对更高吞吐的需求正在推动新应用场景的产生。\",\n \"hn\": {\n \"id\": 47999636,\n \"type\": \"story\",\n \"by\": \"nullagent\",\n \"score\": 324,\n \"descendants\": 105,\n \"time\": 1777831394,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999636\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 3.0\n },\n {\n \"title_en\": \"The 'Hidden' Costs of Great Abstractions\",\n \"url\": \"https://jdgr.net/the-hidden-costs-of-great-abstractions\",\n \"title_zh\": \"伟大抽象背后的隐藏成本\",\n \"created_display\": \"Created: May 03, 2026 / 16:12 PT\",\n \"image_url\": null,\n \"summary_en\": \"Turns a critical eye to high-level abstractions, showing how they can hide costs like performance overhead, debugging complexity, and maintenance burdens. Encourages mindful design choices that expose true costs.\",\n \"summary_zh\": \"批判性地审视高层抽象，揭示它们可能隐藏的成本，如性能开销、调试复杂性和维护负担。倡导在设计时对真实成本有清晰认识并做出谨慎选择。\",\n \"hn\": {\n \"id\": 48002607,\n \"type\": \"story\",\n \"by\": \"jdgr\",\n \"score\": 114,\n \"descendants\": 27,\n \"time\": 1777849922,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48002607\"\n },\n \"hot_score\": 2.5,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"VS Code inserting 'Co-Authored-by Copilot' into commits regardless of usage\",\n \"url\": \"https://github.com/microsoft/vscode/pull/310226\",\n \"title_zh\": \"VS Code 无论是否使用都在提交中插入“Co-Authored-by Copilot”标签\",\n \"created_display\": \"Created: May 02, 2026 / 12:57 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/9be2ad8fbe999c93412bba9089aaf7e6e780212a98744a40d7294d2a016eec99/microsoft/vscode/pull/310226\",\n \"summary_en\": \"A bug in the editor causes commits to automatically include a Co-Authored-by: Copilot trailer, even when Copilot wasn't used. The behavior fragments authorship signals in Git metadata and could misattribute work, prompting a patch in the works. This highlights the broader challenge of AI-assisted attribution within developer tooling.\",\n \"summary_zh\": \"编辑器存在一个错误，会在提交中自动插入 Co-Authored-by: Copilot 标签，即使未使用 Copilot。该行为会导致 Git 元数据中的署名信息失真，促使相关修复被推进。这凸显了在开发工具中处理 AI 署名的广泛挑战。\",\n \"hn\": {\n \"id\": 47989883,\n \"type\": \"story\",\n \"by\": \"indrora\",\n \"score\": 1345,\n \"descendants\": 717,\n \"time\": 1777751846,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47989883\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 2.17\n },\n {\n \"title_en\": \"Metal Gear Solid 2's source code has been leaked on 4chan\",\n \"url\": \"https://www.thegamer.com/mgs2-hd-edition-source-code-massive-leak/\",\n \"title_zh\": \"4chan 上 Metal Gear Solid 2 源代码泄露\",\n \"created_display\": \"Created: May 03, 2026 / 09:48 PT\",\n \"image_url\": \"https://static0.thegamerimages.com/wordpress/wp-content/uploads/2026/05/new-project-65.jpg?w=1600&h=900&fit=crop\",\n \"summary_en\": \"The leak reportedly exposes Metal Gear Solid 2's source code, fueling discussion about preservation, modding, and IP risk for classic games. It spotlights how legacy code can reappear and affect fan projects and legal considerations.\",\n \"summary_zh\": \"据称泄露的是《合金装备 2》的源代码，引发关于游戏保留、模组开发以及版权风险的讨论。凸显了遗留代码可能再次曝光对粉丝项目和法律的影响。\",\n \"hn\": {\n \"id\": 47998790,\n \"type\": \"story\",\n \"by\": \"rishabhd\",\n \"score\": 249,\n \"descendants\": 114,\n \"time\": 1777826891,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998790\"\n },\n \"tags\": [\n \"Security\",\n \"Legal\"\n ],\n \"hot_score\": 1.96\n },\n {\n \"title_en\": \"A desktop made for one\",\n \"url\": \"https://isene.org/2026/05/Audience-of-One.html\",\n \"title_zh\": \"为一个人定制的桌面\",\n \"created_display\": \"Created: May 03, 2026 / 08:32 PT\",\n \"image_url\": \"https://isene.org/assets/images/geirisene.png\",\n \"summary_en\": \"A desktop built for a single user emphasizes bespoke configurations, streamlined workflows, and software choices tailored to one person's needs. The piece argues for systems optimized around individual requirements rather than generic, mass-market setups.\",\n \"summary_zh\": \"描述为单一用户定制的桌面系统，强调定制化的配置、简化的工作流和专属的软件选择。观点在于以个人需求为中心的系统比大众化设置更高效。\",\n \"hn\": {\n \"id\": 47997947,\n \"type\": \"story\",\n \"by\": \"xngbuilds\",\n \"score\": 283,\n \"descendants\": 118,\n \"time\": 1777822325,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997947\"\n },\n \"tags\": [\n \"Design\"\n ],\n \"hot_score\": 1.93\n },\n {\n \"title_en\": \"Southwest Headquarters Tour\",\n \"url\": \"https://katherinemichel.github.io/blog/travel/southwest-headquarters-tour-2026.html\",\n \"title_zh\": \"西南航空总部参观\",\n \"created_display\": \"Created: May 03, 2026 / 10:02 PT\",\n \"image_url\": \"https://katherinemichel.github.io/blog/travel/_images/social_previews/summary_blog_travel_southwest-headquarters-tour-2026_e22f62e9.png\",\n \"summary_en\": \"A tour of Southwest's headquarters reveals how the airline supports large-scale operations and collaboration through campus tech and security initiatives. It offers practical takeaways for enterprise IT culture, resilient infrastructure, and design-minded corporate spaces.\",\n \"summary_zh\": \"对西南航空总部的参观揭示了公司如何通过园区科技、安保与协作工具支撑大规模运营。为企业 IT 文化、韧性基础设施和设计导向的办公空间提供了可借鉴的经验。\",\n \"hn\": {\n \"id\": 47998946,\n \"type\": \"story\",\n \"by\": \"KatiMichel\",\n \"score\": 216,\n \"descendants\": 66,\n \"time\": 1777827733,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998946\"\n },\n \"tags\": [\n \"Business\",\n \"Design\",\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 1.75\n },\n {\n \"title_en\": \"For thirty years I programmed with Phish on, every day\",\n \"url\": \"https://christophermeiklejohn.com/ai/personal/phish/flow/agents/2026/05/03/rift.html\",\n \"title_zh\": \"三十年里我每天都和 Phish 一起编程\",\n \"created_display\": \"Created: May 03, 2026 / 08:55 PT\",\n \"image_url\": \"https://christophermeiklejohn.com/og/rift.png\",\n \"summary_en\": \"A personal meditation on how Phish’s music shaped the author’s coding flow for decades, merging rhythm with problem solving. It offers a human side of software craft and how music can underpin productive workflows.\",\n \"summary_zh\": \"作者三十年来每天在编程时聆听 Phish，音乐与编码节奏彼此呼应，成为个人工作流的一部分。文章从人性的角度探讨了音乐对软件创作的影响。\",\n \"hn\": {\n \"id\": 47998225,\n \"type\": \"story\",\n \"by\": \"azhenley\",\n \"score\": 200,\n \"descendants\": 160,\n \"time\": 1777823759,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998225\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 1.42\n },\n {\n \"title_en\": \"How far behind is each major Chromium browser?\",\n \"url\": \"https://chromium-drift.pages.dev/\",\n \"title_zh\": \"各大 Chromium 浏览器的落后程度到底有多远？\",\n \"created_display\": \"Created: May 03, 2026 / 10:05 PT\",\n \"image_url\": null,\n \"summary_en\": \"A comparative look at how far behind each major Chromium-based browser is from upstream Chromium in features, performance, and update cadence.\",\n \"summary_zh\": \"对比各大 Chromium 基础浏览器在功能、性能和更新节奏方面与上游 Chromium 的差距。揭示对网页兼容性和用户感知现代性可能造成的影响。\",\n \"hn\": {\n \"id\": 47999006,\n \"type\": \"story\",\n \"by\": \"skaul\",\n \"score\": 172,\n \"descendants\": 58,\n \"time\": 1777827958,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999006\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 1.41\n },\n {\n \"title_en\": \"Introduction to Atom\",\n \"url\": \"https://validator.w3.org/feed/docs/atom.html\",\n \"title_zh\": \"Atom 入门\",\n \"created_display\": \"Created: May 03, 2026 / 15:08 PT\",\n \"image_url\": \"https://www.w3.org/assets/logos/w3c-2025/svg/margins/w3c-letters-bg-white.svg\",\n \"summary_en\": \"Provides a primer on Atom, the open-source text editor, covering core features, package ecosystem, and typical workflows, while noting its evolving status in the editor landscape.\",\n \"summary_zh\": \"介绍开源文本编辑器 Atom 的核心特性、插件生态与常见工作流，并讨论其在编辑器生态中的定位与演变。\",\n \"hn\": {\n \"id\": 48002089,\n \"type\": \"story\",\n \"by\": \"susam\",\n \"score\": 63,\n \"descendants\": 18,\n \"time\": 1777846127,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48002089\"\n },\n \"hot_score\": 1.11,\n \"tags\": [\n \"Open Source\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Make your own microforest (2025)\",\n \"url\": \"https://ambrook.com/offrange/environment/a-forest-in-your-pocket\",\n \"title_zh\": \"在家自造微森林\",\n \"created_display\": \"Created: May 03, 2026 / 12:31 PT\",\n \"image_url\": \"https://cdn.sanity.io/images/h6kk644c/production/97e738f9bc64d3cef96f0f3cc50e758edf052af0-2000x1050.jpg?w=1200&h=630\",\n \"summary_en\": \"A guide to creating a microforest in a small urban space, outlining species selection, planting density, and care using approaches like Miyawaki. It shows how individuals can boost biodiversity and urban cooling with tiny forests.\",\n \"summary_zh\": \"介绍在小型城市空间内自制微森林的要点，涵盖物种选择、密植与养护，采用宫崎式等方法。强调个人也能通过小小森林提升生物多样性和城市降温效果。\",\n \"hn\": {\n \"id\": 48000507,\n \"type\": \"story\",\n \"by\": \"bookofjoe\",\n \"score\": 80,\n \"descendants\": 17,\n \"time\": 1777836695,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48000507\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.91\n },\n {\n \"title_en\": \"Bad Connection: Global telecom exploitation by covert surveillance actors\",\n \"url\": \"https://citizenlab.ca/research/uncovering-global-telecom-exploitation-by-covert-surveillance-actors/\",\n \"title_zh\": \"全球电信被隐秘监控行动者利用的安全漏洞\",\n \"created_display\": \"Created: May 03, 2026 / 09:15 PT\",\n \"image_url\": \"https://citizenlab.ca/wp-content/uploads/2026/04/1_Bad-Connection-01.jpg\",\n \"summary_en\": \"A global study reveals covert surveillance actors repeatedly exploit telecom infrastructure to monitor people, challenging privacy and security norms. The report maps tactics, targets, and calls for stronger safeguards and accountability.\",\n \"summary_zh\": \"全球性研究揭示隐蔽监控者反复利用电信基础设施进行监控，威胁隐私与网络安全。报告梳理了攻击手段和目标，并呼吁加强防护与问责。\",\n \"hn\": {\n \"id\": 47998449,\n \"type\": \"story\",\n \"by\": \"miohtama\",\n \"score\": 121,\n \"descendants\": 7,\n \"time\": 1777824949,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998449\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\",\n \"DevOps\"\n ],\n \"hot_score\": 0.89\n },\n {\n \"title_en\": \"LLMs Are Not a Higher Level of Abstraction\",\n \"url\": \"https://www.lelanthran.com/chap15/content.html\",\n \"title_zh\": \"LLMs 不是更高层次的抽象\",\n \"created_display\": \"Created: May 03, 2026 / 10:51 PT\",\n \"image_url\": null,\n \"summary_en\": \"Contends that large language models are not simply a new abstraction layer; they introduce novel failure modes, data leakage risks, and demand new cost, latency, and reliability considerations.\",\n \"summary_zh\": \"主张大型语言模型并非只是新的一层抽象，它们带来新的故障模式、数据泄露风险，并需要在成本、延迟与可靠性方面采取新策略。\",\n \"hn\": {\n \"id\": 47999520,\n \"type\": \"story\",\n \"by\": \"lelanthran\",\n \"score\": 99,\n \"descendants\": 97,\n \"time\": 1777830718,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999520\"\n },\n \"hot_score\": 0.89,\n \"tags\": [\n \"AI\",\n \"Security\",\n \"Data\"\n ]\n },\n {\n \"title_en\": \"Security through obscurity is not bad\",\n \"url\": \"https://mobeigi.com/blog/security/security-through-obscurity-is-not-bad/\",\n \"title_zh\": \"安全性并非来自暴露：隐藏策略也有价值\",\n \"created_display\": \"Created: May 03, 2026 / 07:49 PT\",\n \"image_url\": \"https://mobeigi.com/_next/image/?url=%2Fimages%2Favatar%2Fai-mo.png&w=640&q=100\",\n \"summary_en\": \"A provocative take arguing that obscurity, used judiciously, can complement strong security practices rather than replace them. It discusses how limited visibility can reduce attack surfaces, protect IP, and buy time against adversaries.\",\n \"summary_zh\": \"作者主张在恰当时机下的隐藏/保密可以与强安全措施互补，而不是取代它们。文中指出有限的可见性可降低攻击面、保护知识产权，并为防御赢得时间。\",\n \"hn\": {\n \"id\": 47997486,\n \"type\": \"story\",\n \"by\": \"mobeigi\",\n \"score\": 139,\n \"descendants\": 149,\n \"time\": 1777819796,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997486\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.87\n },\n {\n \"title_en\": \"Kimi K2.6 just beat Claude, GPT-5.5, and Gemini in a coding challenge\",\n \"url\": \"https://thinkpol.ca/2026/04/30/an-open-weights-chinese-model-just-beat-claude-gpt-5-5-and-gemini-in-a-programming-challenge/\",\n \"title_zh\": \"Kimi K2.6 在编码挑战中击败 Claude、GPT-5.5 与 Gemini\",\n \"created_display\": \"Created: May 02, 2026 / 21:05 PT\",\n \"image_url\": \"https://thinkpol.ca/wp-content/uploads/2026/04/tp_cover.png\",\n \"summary_en\": \"Kimi K2.6, an open-weights Chinese model, beat Claude, GPT-5.5, and Gemini in a programming challenge. This underscores rapid progress in open-weight models and code-aware capabilities, showing non-proprietary models can compete with leading closed models on real tasks. It may heighten interest in open-source NLP tooling and benchmarks.\",\n \"summary_zh\": \"Kimi K2.6 在一次编码挑战中击败 Claude、GPT-5.5 与 Gemini，凸显开放权重模型在代码任务上的竞争力。此成就强调代码生成与理解领域的快速进步，以及对闭源大模型市场的潜在冲击。\",\n \"hn\": {\n \"id\": 47993235,\n \"type\": \"story\",\n \"by\": \"bazlightyear\",\n \"score\": 329,\n \"descendants\": 187,\n \"time\": 1777781128,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47993235\"\n },\n \"tags\": [\n \"AI\",\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 0.85\n },\n {\n \"title_en\": \"Dav2d\",\n \"url\": \"https://code.videolan.org/videolan/dav2d\",\n \"title_zh\": \"Dav2d：VideoLAN 的高性能 AV1 解码库\",\n \"created_display\": \"Created: May 02, 2026 / 10:32 PT\",\n \"image_url\": \"https://code.videolan.org/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=1.25.0\",\n \"summary_en\": \"Dav2d is an open-source, high-performance AV1 decoder from VideoLAN designed for speed and portability. It underscores ongoing efforts to improve decoding efficiency for modern codecs across media ecosystems and embedded devices.\",\n \"summary_zh\": \"Dav2d 是 VideoLAN 推出的开源高性能 AV1 解码库，强调在多平台/嵌入式设备上提升现代编解码效率。\",\n \"hn\": {\n \"id\": 47988504,\n \"type\": \"story\",\n \"by\": \"dabinat\",\n \"score\": 578,\n \"descendants\": 166,\n \"time\": 1777743149,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988504\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 0.83\n },\n {\n \"title_en\": \"A couple million lines of Haskell: Production engineering at Mercury\",\n \"url\": \"https://blog.haskell.org/a-couple-million-lines-of-haskell/\",\n \"title_zh\": \"Mercury 的生产工程：数百万行 Haskell 代码\",\n \"created_display\": \"Created: May 02, 2026 / 17:01 PT\",\n \"image_url\": \"https://blog.haskell.org/images/haskell-opengraph.png\",\n \"summary_en\": \"Mercury's production engineering team manages a codebase of several million lines of Haskell in production.\",\n \"summary_zh\": \"Mercury 的生产工程团队在生产环境中管理着数百万行 Haskell 代码，展示了如何将 Haskell 规模化。文中讨论了工具链、可靠性实践，以及强类型语言在实际系统中的应用。\",\n \"hn\": {\n \"id\": 47991802,\n \"type\": \"story\",\n \"by\": \"unignorant\",\n \"score\": 408,\n \"descendants\": 204,\n \"time\": 1777766474,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991802\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.82\n },\n {\n \"title_en\": \"This Month in Ladybird – April 2026\",\n \"url\": \"https://ladybird.org/newsletter/2026-04-30/\",\n \"title_zh\": \"Ladybird 本月要闻（2026 年 4 月）\",\n \"created_display\": \"Created: May 02, 2026 / 13:46 PT\",\n \"image_url\": \"https://ladybird.org/assets/img/ladybird-purple-on-black.png\",\n \"summary_en\": \"This April issue highlights progress, features, and milestones from the Ladybird project, reflecting active development and community contributions. It offers a compact view of what's new and what's next for the project.\",\n \"summary_zh\": \"四月刊聚焦 Ladybird 项目的进展、新特性与里程碑，体现积极的开发与社区贡献，帮助读者把握最新动向。\",\n \"hn\": {\n \"id\": 47990318,\n \"type\": \"story\",\n \"by\": \"richardboegli\",\n \"score\": 469,\n \"descendants\": 133,\n \"time\": 1777754790,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990318\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.79\n },\n {\n \"title_en\": \"I recreated the Apple Lisa computer inside an FPGA [video]\",\n \"url\": \"https://www.youtube.com/watch?v=8jNQDcpHc68\",\n \"title_zh\": \"我在 FPGA 中重现 Apple Lisa 计算机\",\n \"created_display\": \"Created: May 03, 2026 / 10:45 PT\",\n \"image_url\": null,\n \"summary_en\": \"A hands-on project recreates the Apple Lisa architecture on an FPGA, offering a tangible tour of its hardware quirks and OS interactions. It provides nostalgia plus a practical view into how legacy systems can be prototyped today.\",\n \"summary_zh\": \"通过在 FPGA 上复现 Apple Lisa 的架构，展示了其硬件特点与与操作系统的交互。既有怀旧情怀，也展现了用现代现场可编程硬件原型化旧系统的可行性。\",\n \"hn\": {\n \"id\": 47999460,\n \"type\": \"story\",\n \"by\": \"cyrc\",\n \"score\": 88,\n \"descendants\": 17,\n \"time\": 1777830347,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999460\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.78\n },\n {\n \"title_en\": \"Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML\",\n \"url\": \"https://acai.sh/blog/specsmaxxing\",\n \"title_zh\": \"Specsmaxxing：克服 AI 的认知失衡，以及为何用 YAML 编写规格\",\n \"created_display\": \"Created: May 02, 2026 / 23:33 PT\",\n \"image_url\": \"https://acai.mintlify.app/mintlify-assets/_next/image?url=%2F_mintlify%2Fapi%2Fog%3Fdivision%3DDocumentation%26title%3DSpecsmaxxing%26description%3DOn%2Bovercoming%2BAI%2Bpsychosis%252C%2Band%2Bwhy%2BI%2Bwrite%2Bspecs%2Bin%2BYAML%2B%2528plus%2Bopen-sourcing%2Ba%2Btoolkit%2Bfor%2Byou%2Bto%2Btry%2529%26logoLight%3Dhttps%253A%252F%252Fmintcdn.com%252Facai%252F64tMg2VKm-ey5cuT%252Flogo-word.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253D64tMg2VKm-ey5cuT%2526q%253D85%2526s%253D95b3095af445779b3cd61dc26931fa84%26logoDark%3Dhttps%253A%252F%252Fmintcdn.com%252Facai%252F64tMg2VKm-ey5cuT%252Flogo-word.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253D64tMg2VKm-ey5cuT%2526q%253D85%2526s%253D95b3095af445779b3cd61dc26931fa84%26primaryColor%3D%2523930d7a%26lightColor%3D%2523f765f7%26darkColor%3D%25231a0416%26backgroundLight%3D%2523fcf8fb%26backgroundDark%3D%2523140411&w=1200&q=100\",\n \"summary_en\": \"Specmaxxing argues that AI hype can be tempered by disciplined, machine-readable specs. It advocates using YAML to encode requirements, tests, and acceptance criteria to keep expectations realistic. The piece ties rigorous specification to clearer human–AI collaboration and governance.\",\n \"summary_zh\": \"Specsmaxxing 指出，通过严格、机器可读的规格可以抑制 AI 的过度炒作。主张用 YAML 将需求、测试和验收标准编码，以保持期望现实且便于沟通。将规范化写作视为改进人机协作和治理的关键手段。\",\n \"hn\": {\n \"id\": 47994012,\n \"type\": \"story\",\n \"by\": \"brendanmc6\",\n \"score\": 243,\n \"descendants\": 254,\n \"time\": 1777790018,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47994012\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.74\n },\n {\n \"title_en\": \"Six years perfecting maps on watchOS\",\n \"url\": \"https://www.david-smith.org/blog/2026/04/29/maps-on-watchos/\",\n \"title_zh\": \"在 WatchOS 上打磨地图六年\",\n \"created_display\": \"Created: May 02, 2026 / 14:14 PT\",\n \"image_url\": \"https://fast.crossforward.com/resources/cloughhead.jpeg\",\n \"summary_en\": \"David Smith recounts six years of building maps for Apple Watch, detailing constraints like small screens, offline data, and battery life. The piece distills lessons on delivering usable geolocation features in wearables and what it takes to go from concept to a reliable user experience.\",\n \"summary_zh\": \"作者回顾在 Apple Watch 上开发地图的六年历程，揭示屏幕小、离线数据与电池限制等挑战，以及在穿戴设备上落地可用地理定位功能所需的经验与教训。\",\n \"hn\": {\n \"id\": 47990606,\n \"type\": \"story\",\n \"by\": \"valzevul\",\n \"score\": 414,\n \"descendants\": 106,\n \"time\": 1777756469,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990606\"\n },\n \"tags\": [\n \"Programming\",\n \"Energy\"\n ],\n \"hot_score\": 0.71\n },\n {\n \"title_en\": \"OpenAI's o1 correctly diagnosed 67% of ER patients vs. 50-55% by triage doctors\",\n \"url\": \"https://www.theguardian.com/technology/2026/apr/30/ai-outperforms-doctors-in-harvard-trial-of-emergency-triage-diagnoses\",\n \"title_zh\": \"OpenAI 的 o1 在急诊诊断中正确率达 67%，超出分诊医生的 50–55%\",\n \"created_display\": \"Created: May 02, 2026 / 17:30 PT\",\n \"image_url\": \"https://i.guim.co.uk/img/media/7f4b1062db43fb053f4d68c08b8e92dd39f49107/0_62_4362_3487/master/4362.jpg?width=1200&height=630&quality=85&auto=format&fit=crop&precrop=40:21,offset-x50,offset-y0&overlay-align=bottom%2Cleft&overlay-width=100p&overlay-base64=L2ltZy9zdGF0aWMvb3ZlcmxheXMvdGctZGVmYXVsdC5wbmc&enable=upscale&s=ceb8f56ddb65e715896d86461e95819f\",\n \"summary_en\": \"In a Harvard trial, OpenAI's o1 correctly diagnosed 67% of ER patients, compared with 50-55% by triage doctors. This demonstrates AI's potential to augment emergency triage, but real-world deployment must address safety, workflow integration, and clinician oversight.\",\n \"summary_zh\": \"在哈佛的一项试验中，o1 在急诊患者诊断中的正确率达到 67%，明显高于分诊医生的 50–55%。这显示人工智能有潜力提升急诊分诊的效率与准确性，但将其落地需解决安全性、工作流整合以及医生监督等挑战。\",\n \"hn\": {\n \"id\": 47991981,\n \"type\": \"story\",\n \"by\": \"donsupreme\",\n \"score\": 338,\n \"descendants\": 273,\n \"time\": 1777768250,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991981\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.7\n },\n {\n \"title_en\": \"NetHack 5.0.0\",\n \"url\": \"https://nethack.org/v500/release.html\",\n \"title_zh\": \"NetHack 5.0.0 发布\",\n \"created_display\": \"Created: May 02, 2026 / 11:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"NetHack 5.0.0 marks a milestone release for the long-running roguelike, delivering extensive bug fixes, balance tweaks, and quality-of-life improvements. The update stabilizes gameplay across platforms while preserving the game's classic depth, offering newcomers a gentler entry point without sacrificing veteran strategy.\",\n \"summary_zh\": \"这是对这款长期运行的roguelike的里程碑式更新，带来大量的错误修正、平衡调整和提升体验的改进。新版本在多平台上稳定玩法，同时保留了原有的深度，为新手和老玩家都提供更友善的入门体验。\",\n \"hn\": {\n \"id\": 47988776,\n \"type\": \"story\",\n \"by\": \"rsaarelm\",\n \"score\": 473,\n \"descendants\": 157,\n \"time\": 1777745022,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988776\"\n },\n \"tags\": [\n \"Gaming\"\n ],\n \"hot_score\": 0.69\n },\n {\n \"title_en\": \"Do_not_track\",\n \"url\": \"https://donottrack.sh/\",\n \"title_zh\": \"Do_not_track：一个简化隐私保护的开源工具\",\n \"created_display\": \"Created: May 02, 2026 / 10:40 PT\",\n \"image_url\": \"https://donottrack.sh/img/share.png\",\n \"summary_en\": \"Do_not_track is a tool aiming to make opting out of tracking easier and more effective for users. It embodies a pragmatic approach to privacy in an era of pervasive data collection and could influence how individuals shield themselves online.\",\n \"summary_zh\": \"Do_not_track 是一个旨在简化用户隐私保护、便于拒绝跟踪的工具，体现了在广泛数据收集环境中对隐私的务实保护思路。\",\n \"hn\": {\n \"id\": 47988592,\n \"type\": \"story\",\n \"by\": \"RubyGuy\",\n \"score\": 474,\n \"descendants\": 146,\n \"time\": 1777743655,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988592\"\n },\n \"tags\": [\n \"Privacy\"\n ],\n \"hot_score\": 0.68\n },\n {\n \"title_en\": \"Alert-driven monitoring\",\n \"url\": \"https://simpleobservability.com/docs/alert-driven-monitoring\",\n \"title_zh\": \"基于告警驱动的监控\",\n \"created_display\": \"Created: May 03, 2026 / 07:02 PT\",\n \"image_url\": \"https://simpleobservability.com/og-image.png\",\n \"summary_en\": \"Alert-Driven Monitoring describes a monitoring approach where alerts guide the instrumentation and response workflows. It argues for designing actionable alerts with clear runbooks and automation to reduce noise and speed incident containment. The concept complements existing metrics dashboards by focusing on what actually requires action.\",\n \"summary_zh\": \"告警驱动的监控将告警作为驱动，将监控的编排和响应流程引导。主张以可操作的告警、清晰的处置手册与自动化为设计核心，以减少噪声并提升事件处置速度。该理念与现有的指标仪表板互补，聚焦于真正需要采取行动的场景。\",\n \"hn\": {\n \"id\": 47997056,\n \"type\": \"story\",\n \"by\": \"khazit\",\n \"score\": 109,\n \"descendants\": 40,\n \"time\": 1777816943,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997056\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 0.63\n },\n {\n \"title_en\": \"Porsche will contest Laguna Seca in historic colors of the Apple Computer livery\",\n \"url\": \"https://newsroom.porsche.com/en_US/2026/motorsport/porsche-will-contest-laguna-seca-in-historic-colors-of-the-apple-computer-livery.html\",\n \"title_zh\": \"保时捷将在拉古纳塞卡以 Apple 电脑专属历史涂装参赛\",\n \"created_display\": \"Created: May 03, 2026 / 07:13 PT\",\n \"image_url\": \"https://porschepictures.flowcenter.de/pmdb/thumbnail.cgi?id=333466&w=700&h=525&crop=0&public=1&cs=830e663913aaf34f\",\n \"summary_en\": \"Porsche will race Laguna Seca in historic Apple Computer livery colors, reviving a retro branding moment on the track. The retro aesthetic underscores how branding and color stories influence fan engagement and media coverage in motorsport.\",\n \"summary_zh\": \"保时捷将在拉古纳塞卡以苹果电脑专属历史涂装参赛，重现昔日品牌形象。此举展示了品牌色彩在赛车赛事中的传播力和对观众参与度、媒体关注的影响。\",\n \"hn\": {\n \"id\": 47997138,\n \"type\": \"story\",\n \"by\": \"Amorymeltzer\",\n \"score\": 108,\n \"descendants\": 48,\n \"time\": 1777817603,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997138\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.63\n },\n {\n \"title_en\": \"Why does it take so long to release black fan versions?\",\n \"url\": \"https://www.noctua.at/en/expertise/blog/how-can-it-take-so-long-to-release-black-fan-versions\",\n \"title_zh\": \"为什么推出黑色版风扇需要这么久？\",\n \"created_display\": \"Created: May 01, 2026 / 21:38 PT\",\n \"image_url\": null,\n \"summary_en\": \"Manufacturing a black edition requires retooling lines, requalifying components, and coordinating color coatings with supply chains, QA, and certification work. That combination slows the release cadence even as base models ship.\",\n \"summary_zh\": \"黑色版风扇的推出需要在制造线上进行重新布置、重新进行组件认证，并协调涂层、原料与供应链等环节，再加上严格的质量检测与认证流程。这些综合因素使得新版本的上市节奏明显慢于原厂标准款。\",\n \"hn\": {\n \"id\": 47983352,\n \"type\": \"story\",\n \"by\": \"buildbot\",\n \"score\": 735,\n \"descendants\": 294,\n \"time\": 1777696684,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47983352\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.62\n },\n {\n \"title_en\": \"Show HN: Apple's SHARP running in the browser via ONNX runtime web\",\n \"url\": \"https://github.com/bring-shrubbery/ml-sharp-web\",\n \"title_zh\": \"Show HN：Apple 的 Sharp 在浏览器中通过 ONNX Runtime Web 运行\",\n \"created_display\": \"Created: May 03, 2026 / 02:14 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/8b103387c49a270efed9e1c9f12e143bef9fdd13cd670ba16afa870e9ddb43d9/bring-shrubbery/ml-sharp-web\",\n \"summary_en\": \"A Show HN post demonstrates Apple’s Sharp running in the browser via ONNX Runtime Web. It showcases how browser-based inference can be feasible for certain ML workloads without server round-trips.\",\n \"summary_zh\": \"Show HN 展示 Apple 的 Sharp 如何通过 ONNX Runtime Web 在浏览器中运行。演示了在浏览器端进行机器学习推理在无需服务器往返的情况下的可行性。讨论了在 JavaScript 环境中运行非原生模型时的可访问性与性能取舍。\",\n \"hn\": {\n \"id\": 47995037,\n \"type\": \"story\",\n \"by\": \"bring-shrubbery\",\n \"score\": 166,\n \"descendants\": 41,\n \"time\": 1777799696,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995037\"\n },\n \"tags\": [\n \"Show HN\",\n \"AI\",\n \"Web\"\n ],\n \"hot_score\": 0.62\n },\n {\n \"title_en\": \"Nuclear receptor 4A1 linked to health effects of coffee: study\",\n \"url\": \"https://sciencex.com/news/2026-04-coffee-doesnt-key-biological-pathway.html\",\n \"title_zh\": \"咖啡与健康：NR4A1 与咖啡健康效应的关联研究\",\n \"created_display\": \"Created: May 03, 2026 / 04:12 PT\",\n \"image_url\": \"https://scx2.b-cdn.net/gfx/news/hires/2026/coffee-doesnt-just-wak.jpg\",\n \"summary_en\": \"A study links nuclear receptor NR4A1 to observed health effects from coffee consumption, suggesting molecular pathways that influence metabolism and inflammation. The finding helps explain why coffee impacts people differently and could guide personalized nutrition.\",\n \"summary_zh\": \"研究发现核受体 NR4A1 与咖啡摄入的健康效应相关，提示可能影响代谢和炎症的分子通路。研究有助于解释个体对咖啡反应的差异，并为个性化营养提供线索。\",\n \"hn\": {\n \"id\": 47995757,\n \"type\": \"story\",\n \"by\": \"pseudolus\",\n \"score\": 117,\n \"descendants\": 91,\n \"time\": 1777806749,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995757\"\n },\n \"tags\": [\n \"Science\",\n \"Health\",\n \"Energy\"\n ],\n \"hot_score\": 0.51\n },\n {\n \"title_en\": \"Show HN: Ableton Live MCP\",\n \"url\": \"https://github.com/bschoepke/ableton-live-mcp\",\n \"title_zh\": \"Show HN: Ableton Live 的 MIDI 控制协议实现\",\n \"created_display\": \"Created: May 03, 2026 / 11:05 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/8ab510436154fe30a02458342c19bbb0fea574e7a250a19c23068f57e524530b/bschoepke/ableton-live-mcp\",\n \"summary_en\": \"An open-source project implementing a MIDI Control Protocol for Ableton Live, enabling external hardware and scripts to control the DAW. It showcases new automation workflows and potential for customized live setups.\",\n \"summary_zh\": \"一个开源项目实现 Ableton Live 的 MIDI 控制协议，使外部硬件和脚本能够对这款数字音频工作站进行控制，展现了新的自动化工作流和定制化的现场演出潜力。\",\n \"hn\": {\n \"id\": 47999656,\n \"type\": \"story\",\n \"by\": \"bschoepke\",\n \"score\": 52,\n \"descendants\": 31,\n \"time\": 1777831528,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999656\"\n },\n \"hot_score\": 0.48,\n \"tags\": [\n \"Show HN\",\n \"Open Source\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Neanderthals ran 'fat factories' 125k years ago (2025)\",\n \"url\": \"https://www.universiteitleiden.nl/en/news/2025/07/neanderthals-ran-fat-factories-125000-years-ago\",\n \"title_zh\": \"125,000 年前尼安德特人运营脂肪工厂\",\n \"created_display\": \"Created: May 02, 2026 / 13:42 PT\",\n \"image_url\": \"https://www.universiteitleiden.nl/binaries/content/gallery/ul2/main-images/archaeology/neumark-banner.jpg/neumark-banner.jpg/d600x315\",\n \"summary_en\": \"New archaeological findings suggest Neanderthals ran large-scale fat-processing activities 125,000 years ago, hinting at sophisticated subsistence strategies and social organization. The discovery adds nuance to our understanding of Neanderthal cognition and energy management.\",\n \"summary_zh\": \"新发现表明 125,000 年前的尼安德特人进行大规模脂肪加工，暴露出复杂的生计策略与社群组织能力，丰富了对其认知与能量管理的理解。\",\n \"hn\": {\n \"id\": 47990284,\n \"type\": \"story\",\n \"by\": \"andsoitis\",\n \"score\": 271,\n \"descendants\": 146,\n \"time\": 1777754540,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990284\"\n },\n \"tags\": [\n \"Science\",\n \"Energy\"\n ],\n \"hot_score\": 0.45\n },\n {\n \"title_en\": \"California to begin ticketing driverless cars that violate traffic laws\",\n \"url\": \"https://www.bbc.com/news/articles/clypjx3rg2go\",\n \"title_zh\": \"加州将对违反交通法规的无人驾驶汽车开罚单\",\n \"created_display\": \"Created: May 02, 2026 / 10:59 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/4bd8/live/9ece7410-4634-11f1-b14f-8905f097c360.jpg\",\n \"summary_en\": \"California plans to ticket autonomous cars that violate traffic laws through automated enforcement, pushing accountability onto AV operators. The move accelerates safety governance for on-road robo-taxis and tests how regulators handle software-driven infractions.\",\n \"summary_zh\": \"加州计划对违反交通法规的无人驾驶汽车进行自动执法并开罚单，将问责落在运营方身上。此举加速了对路上机器人出租车的安全治理，并测试监管机构对软件性违规的处理方式。\",\n \"hn\": {\n \"id\": 47988742,\n \"type\": \"story\",\n \"by\": \"geox\",\n \"score\": 304,\n \"descendants\": 320,\n \"time\": 1777744758,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988742\"\n },\n \"tags\": [\n \"Politics\"\n ],\n \"hot_score\": 0.44\n },\n {\n \"title_en\": \"Maryland to ban A.I.-driven price increases in grocery stores\",\n \"url\": \"https://www.nytimes.com/2026/05/01/business/surveillance-pricing-groceries-maryland.html\",\n \"title_zh\": \"马里兰成为首个禁止 AI 驱动涨价的超市定价的州\",\n \"created_display\": \"Created: May 02, 2026 / 18:24 PT\",\n \"image_url\": null,\n \"summary_en\": \"Maryland passes a first-in-the-nation ban on AI-driven price increases in grocery stores, aiming to curb personalized pricing powered by consumer data. The move raises policy questions about fairness, transparency, and consumer protection in data-driven pricing.\",\n \"summary_zh\": \"马里兰州成为首个禁止超市使用 AI 驱动定价策略的州，意在限制基于消费者数据的个性化定价。此举引发关于公平性、透明度与消费者保护之间的讨论。\",\n \"hn\": {\n \"id\": 47992349,\n \"type\": \"story\",\n \"by\": \"doener\",\n \"score\": 203,\n \"descendants\": 185,\n \"time\": 1777771449,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992349\"\n },\n \"tags\": [\n \"Politics\",\n \"AI\"\n ],\n \"hot_score\": 0.44\n },\n {\n \"title_en\": \"The Oscars just banned AI from winning acting and writing awards\",\n \"url\": \"https://gizmodo.com/the-oscars-just-banned-ai-from-winning-acting-and-writing-awards-2000753740\",\n \"title_zh\": \"奥斯卡刚宣布禁止 AI 获得最佳表演与编剧奖项\",\n \"created_display\": \"Created: May 03, 2026 / 10:34 PT\",\n \"image_url\": null,\n \"summary_en\": \"The Oscars block AI from winning acting and writing awards, reinforcing human-centered categories and prompting studios to rethink AI's role in production. It signals a turning point for how AI is treated in mainstream entertainment awards.\",\n \"summary_zh\": \"奥斯卡宣布禁用 AI 参与最佳表演与最佳编剧等奖项，强调人类作品的优先地位，并促使业界重新评估 AI 在制作中的角色。\",\n \"hn\": {\n \"id\": 47999346,\n \"type\": \"story\",\n \"by\": \"ZeidJ\",\n \"score\": 45,\n \"descendants\": 17,\n \"time\": 1777829655,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999346\"\n },\n \"hot_score\": 0.38,\n \"tags\": [\n \"Entertainment\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"A network smuggling Starlink tech into Iran to beat internet blackout\",\n \"url\": \"https://www.bbc.com/news/articles/cvgzk91leweo\",\n \"title_zh\": \"秘密网络通过走私 Starlink 设备进入伊朗以绕过互联网封锁\",\n \"created_display\": \"Created: May 02, 2026 / 18:22 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/8c14/live/20b8b580-44c8-11f1-ac78-2112837ce2aa.jpg\",\n \"summary_en\": \"A clandestine network smuggled Starlink hardware into Iran to bypass a government internet blackout. The move highlights how satellite-based connectivity can undermine censorship, raising questions about regulatory controls and information access. It also shows the ongoing tension between tech access and state control.\",\n \"summary_zh\": \"一个秘密网络向伊朗走私 Starlink 设备，试图突破政府的互联网封锁。此举揭示卫星联网在规避审查方面的潜力，同时引发对监管、供应链及信息获取影响的讨论。\",\n \"hn\": {\n \"id\": 47992338,\n \"type\": \"story\",\n \"by\": \"1659447091\",\n \"score\": 171,\n \"descendants\": 127,\n \"time\": 1777771361,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992338\"\n },\n \"tags\": [\n \"Space\",\n \"Politics\",\n \"Hardware\"\n ],\n \"hot_score\": 0.37\n },\n {\n \"title_en\": \"DeepSeek V4 – almost on the frontier\",\n \"url\": \"https://simonwillison.net/2026/Apr/24/deepseek-v4/\",\n \"title_zh\": \"DeepSeek V4：几近前沿\",\n \"created_display\": \"Created: May 01, 2026 / 09:52 PT\",\n \"image_url\": \"https://static.simonwillison.net/static/2026/deepseek-v4-card.jpg\",\n \"summary_en\": \"DeepSeek V4 pushes closer to the frontier of data-search tooling, with improvements in indexing speed and user workflow. It frames how this version stacks up against peers and what the next leap in AI-assisted data discovery might look like.\",\n \"summary_zh\": \"DeepSeek V4 靠近数据检索工具的前沿，在索引速度和工作流方面有显著改进。它评估了该版本与同类产品的差异以及AI辅助数据发现的下一步可能走向。\",\n \"hn\": {\n \"id\": 47977026,\n \"type\": \"story\",\n \"by\": \"indigodaddy\",\n \"score\": 626,\n \"descendants\": 371,\n \"time\": 1777654363,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47977026\"\n },\n \"tags\": [\n \"Data\",\n \"AI\"\n ],\n \"hot_score\": 0.36\n },\n {\n \"title_en\": \"Breaking up with WordPress after two decades\",\n \"url\": \"https://yusufaytas.com/breaking-up-with-wordpress-after-two-decades\",\n \"title_zh\": \"二十年后与 WordPress 说再见\",\n \"created_display\": \"Created: May 03, 2026 / 07:34 PT\",\n \"image_url\": \"https://yusufaytas.com/images/2026/04/updown-io-uptime-dashboard.png\",\n \"summary_en\": \"After two decades with WordPress, the author breaks away, citing plugin bloat, maintenance burden, and a desire for a more modern stack. The piece outlines a migration strategy, covering content preservation, SEO implications, and choosing a new framework or static-site approach. It serves as a case study for long-running sites reconsidering their tech stack.\",\n \"summary_zh\": \"在 WordPress 持续使用了二十年后，作者决定告别，原因包括插件臃肿、维护负担与希望采用更现代的技术栈。文章给出迁移策略，涵盖内容保留、SEO 影响以及选择新框架或静态站点方案。这为长期站点重新评估技术栈提供了一个案例研究。\",\n \"hn\": {\n \"id\": 47997339,\n \"type\": \"story\",\n \"by\": \"owenbuilds\",\n \"score\": 59,\n \"descendants\": 30,\n \"time\": 1777818841,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997339\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.36\n },\n {\n \"title_en\": \"Investors pile into clean energy as Iran war drives push for energy security\",\n \"url\": \"https://www.ft.com/content/9921f2b5-c910-4cec-a50f-cad453935a1a\",\n \"title_zh\": \"在伊朗战争推动能源安全的背景下，投资者涌向清洁能源\",\n \"created_display\": \"Created: May 03, 2026 / 02:26 PT\",\n \"image_url\": \"https://images.ft.com/v3/image/raw/https%3A%2F%2Fd1e00ek4ebabms.cloudfront.net%2Fproduction%2F566a691b-057b-4598-8795-7b11a7d27b87.jpg?source=next-barrier-page\",\n \"summary_en\": \"Investors are flocking to clean energy as geopolitical tensions push energy security higher on the agenda. The surge in funding spans renewables, storage, and grid resilience, with policy and market signals accelerating the transition. Geopolitics may expedite diversification away from fossil fuels and boost long-term climate and energy goals.\",\n \"summary_zh\": \"在地缘政治紧张局势推动能源安全议程之际，投资者正涌向清洁能源。资金涌向可再生能源、储能与电网韧性建设，政策与市场信号正在加速能源转型。地缘政治因素可能加速对化石燃料的多元化依赖，推动长期气候与能源目标的实现。\",\n \"hn\": {\n \"id\": 47995125,\n \"type\": \"story\",\n \"by\": \"JumpCrisscross\",\n \"score\": 94,\n \"descendants\": 100,\n \"time\": 1777800408,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995125\"\n },\n \"hot_score\": 0.35,\n \"tags\": [\n \"Energy\",\n \"Business\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Open source does not imply open community\",\n \"url\": \"https://blog.feld.me/posts/2026/04/open-source-does-not-imply-open-community/\",\n \"title_zh\": \"开源并不等同于开放社区\",\n \"created_display\": \"Created: May 02, 2026 / 19:36 PT\",\n \"image_url\": \"https://blog.feld.me/static/site_logo_512.png\",\n \"summary_en\": \"The post argues that open-source projects can still have closed or gated communities, highlighting governance, contributor inclusion, and decision-making opacity. The takeaway: open source ≠ open governance; communities matter for sustainability.\",\n \"summary_zh\": \"文章指出开源项目也可能存在封闭的或受限的社区治理现象，强调治理透明度、参与者包容性与决策过程的重要性。结论是开源并不等同于开放的治理体系，社区的结构影响长期可持续性。\",\n \"hn\": {\n \"id\": 47992772,\n \"type\": \"story\",\n \"by\": \"RohanAdwankar\",\n \"score\": 147,\n \"descendants\": 41,\n \"time\": 1777775769,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992772\"\n },\n \"tags\": [\n \"Open Source\",\n \"Culture\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"Modern jet engine turbines: each blade a single crystal (2015)\",\n \"url\": \"https://www.americanscientist.org/article/each-blade-a-single-crystal\",\n \"title_zh\": \"现代喷气发动机涡轮：每个叶片都是单晶（2015）\",\n \"created_display\": \"Created: May 03, 2026 / 07:02 PT\",\n \"image_url\": \"https://www.americanscientist.org/sites/americanscientist.org/themes/amsci/img/sigma-xi-logo-sm.png\",\n \"summary_en\": \"A 2015 overview of single-crystal turbine blades, showing how this materials advancement improves high-temperature strength and efficiency in modern engines. Provides historical context for ongoing aerospace materials research.\",\n \"summary_zh\": \"2015 年对单晶涡轮叶片的概述，指出这一材料进步提升了高温强度和发动机效率，为现代航空材料研究提供了历史背景。\",\n \"hn\": {\n \"id\": 47997059,\n \"type\": \"story\",\n \"by\": \"whycome\",\n \"score\": 58,\n \"descendants\": 22,\n \"time\": 1777816953,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997059\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.33\n },\n {\n \"title_en\": \"Roblox shares plummet 18% as child safety measures weigh on bookings\",\n \"url\": \"https://www.cnbc.com/2026/05/01/roblox-rblx-stock-child-safety-earnings.html\",\n \"title_zh\": \"Roblox 股价下跌 18%，儿童安全措施拖累订单\",\n \"created_display\": \"Created: May 02, 2026 / 10:10 PT\",\n \"image_url\": \"https://image.cnbcfm.com/api/v1/image/108217783-1761657779238-gettyimages-2238840255-TFSPI_04102025-1315.jpeg?v=1761657810&w=1920&h=1080\",\n \"summary_en\": \"Roblox's stock fell after earnings as safety-focused changes dampened bookings, signaling a tension between platform safety and monetization. The result underscores how child-safety measures and parental controls can materially impact growth in consumer-facing online services.\",\n \"summary_zh\": \"Roblox 在财报后股价下跌约 18%，因为以安全为导向的变动压缩了订单量。这凸显了平台安全与商业化之间的矛盾，儿童安全措施和家长控制对面向消费者的在线服务增长有实际影响。\",\n \"hn\": {\n \"id\": 47988261,\n \"type\": \"story\",\n \"by\": \"1vuio0pswjnm7\",\n \"score\": 229,\n \"descendants\": 136,\n \"time\": 1777741818,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988261\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.32\n },\n {\n \"title_en\": \"Talking to Transformers\",\n \"url\": \"https://miraos.org/blog/2026/05/02/talking-to-transformers\",\n \"title_zh\": \"与 Transformer 对话\",\n \"created_display\": \"Created: May 03, 2026 / 11:17 PT\",\n \"image_url\": \"https://miraos.org/assets/images/logo.png\",\n \"summary_en\": \"Explores interacting with transformer models, covering prompt design, model behavior, and practical use cases. It highlights tips for getting more reliable outputs and understanding model limits.\",\n \"summary_zh\": \"探讨与 Transformer 模型对话的要点，涵盖提示设计、模型行为与实际用例，给出提升输出可靠性和理解模型局限性的要点。\",\n \"hn\": {\n \"id\": 47999776,\n \"type\": \"story\",\n \"by\": \"taylorsatula\",\n \"score\": 33,\n \"descendants\": 3,\n \"time\": 1777832238,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999776\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.31\n },\n {\n \"title_en\": \"Systemd-manager-TUI: A TUI application for managing systemd services\",\n \"url\": \"https://github.com/Matheus-git/systemd-manager-tui\",\n \"title_zh\": \"Systemd-manager-TUI：用于管理 systemd 服务的文本用户界面\",\n \"created_display\": \"Created: May 03, 2026 / 03:55 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7d034eb1338d82acefeb6c298136ec3700cda76378430d3abd615d6749de46df/matheus-git/systemd-manager-tui\",\n \"summary_en\": \"Systemd-manager-TUI is a terminal UI for managing systemd services. It provides easy start/stop, enable/disable, status checks, and log viewing from a compact CLI interface. Designed as a lightweight alternative for headless or constrained environments.\",\n \"summary_zh\": \"Systemd-manager-TUI 是一个用于管理 systemd 服务的文本用户界面。它通过紧凑的 CLI 界面提供启停、启用/禁用、状态查看和日志查看等功能。面向无头或资源受限的环境，旨在成为一个轻量替代工具。\",\n \"hn\": {\n \"id\": 47995649,\n \"type\": \"story\",\n \"by\": \"thunderbong\",\n \"score\": 70,\n \"descendants\": 24,\n \"time\": 1777805730,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995649\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.3\n },\n {\n \"title_en\": \"The agent harness belongs outside the sandbox\",\n \"url\": \"https://www.mendral.com/blog/agent-harness-belongs-outside-sandbox\",\n \"title_zh\": \"代理 Harness 应该放在沙箱外运行\",\n \"created_display\": \"Created: May 02, 2026 / 14:21 PT\",\n \"image_url\": \"https://mendral.com/og?title=The%20Agent%20Harness%20Belongs%20Outside%20the%20Sandbox\",\n \"summary_en\": \"The article argues that the agent harness belongs outside the sandbox to reduce the risk of sandbox escapes. It discusses architectural trade-offs and how separating trust boundaries can improve security and reliability for AI agents.\",\n \"summary_zh\": \"文章主张为降低沙箱逃逸风险，应将代理 Harness 放在沙箱外运行，并分析将信任边界分离带来的安全与可靠性提升。\",\n \"hn\": {\n \"id\": 47990675,\n \"type\": \"story\",\n \"by\": \"shad42\",\n \"score\": 160,\n \"descendants\": 109,\n \"time\": 1777756887,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990675\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"How fast is a macOS VM, and how small could it be?\",\n \"url\": \"https://eclecticlight.co/2026/05/02/how-fast-is-a-macos-vm-and-how-small-could-it-be/\",\n \"title_zh\": \"macOS 虚拟机有多快，能有多小？\",\n \"created_display\": \"Created: May 02, 2026 / 02:30 PT\",\n \"image_url\": \"https://eclecticlight.co/wp-content/uploads/2015/01/cropped-eclecticlightlogo-e1421784280911.png?w=200\",\n \"summary_en\": \"The article benchmarks macOS VM performance on Apple hardware and explores how small a viable macOS VM can be. It discusses CPU, memory, and disk I/O tradeoffs and what they mean for dev/test workflows.\",\n \"summary_zh\": \"文章测评了在苹果硬件上运行的 macOS 虚拟机性能，并探讨了可用的最小化体积与实际可用性之间的权衡。内容聚焦 CPU、内存和磁盘 I/O 的取舍，以及对开发/测试工作流的影响。\",\n \"hn\": {\n \"id\": 47984852,\n \"type\": \"story\",\n \"by\": \"moosia\",\n \"score\": 256,\n \"descendants\": 96,\n \"time\": 1777714249,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984852\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.26\n },\n {\n \"title_en\": \"Open Design: Use Your Coding Agent as a Design Engine\",\n \"url\": \"https://github.com/nexu-io/open-design\",\n \"title_zh\": \"开放式设计：把你的编码代理当成设计引擎\",\n \"created_display\": \"Created: May 02, 2026 / 05:16 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/1223170290/5eec4959-c821-4927-83fb-e904b5cbc396\",\n \"summary_en\": \"Proposes using coding agents as design engines to automate design tasks, enabling code-driven workflows for UI prototyping. This approach demonstrates AI-assisted design at scale and the potential for tighter human-AI collaboration.\",\n \"summary_zh\": \"提出把编码代理用作设计引擎，自动化设计任务并推动 UI 原型的代码驱动工作流。这种方式展现了大规模的 AI 辅助设计潜力，以及人机协作的新可能。\",\n \"hn\": {\n \"id\": 47985750,\n \"type\": \"story\",\n \"by\": \"steveharing1\",\n \"score\": 206,\n \"descendants\": 89,\n \"time\": 1777724176,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47985750\"\n },\n \"tags\": [\n \"AI\",\n \"Design\"\n ],\n \"hot_score\": 0.23\n },\n {\n \"title_en\": \"Show HN: State of the Art of Coding Models, According to Hacker News Commenters\",\n \"url\": \"https://hnup.date/hn-sota\",\n \"title_zh\": \"Show HN：据 Hacker News 评论者所评的编码模型现状\",\n \"created_display\": \"Created: May 02, 2026 / 14:25 PT\",\n \"image_url\": null,\n \"summary_en\": \"This Show HN compiles Hacker News commenters' views to map the current state-of-the-art in coding models. It highlights which models are favored for code tasks, trade-offs between speed and accuracy, and community sentiment shaping practical tool choices.\",\n \"summary_zh\": \"此 Show HN 汇总 Hacker News 评论者的观点，勾勒当前编码模型的现状，揭示在代码任务中的偏好模型、速度与准确度的权衡，以及社区对工具选择的影响。\",\n \"hn\": {\n \"id\": 47990708,\n \"type\": \"story\",\n \"by\": \"yunusabd\",\n \"score\": 131,\n \"descendants\": 77,\n \"time\": 1777757105,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990708\"\n },\n \"tags\": [\n \"Show HN\"\n ],\n \"hot_score\": 0.23\n },\n {\n \"title_en\": \"Clojurists Together – Q2 2026 Open Source Funding Announcement\",\n \"url\": \"https://www.clojuriststogether.org/news/q2-2026-funding-announcement/\",\n \"title_zh\": \"Clojurists Together – 2026 年 Q2 开源资助公告\",\n \"created_display\": \"Created: May 02, 2026 / 14:34 PT\",\n \"image_url\": \"https://www.clojuriststogether.org/logos/ct-logo-cropped.png\",\n \"summary_en\": \"Clojurists Together announces Q2 2026 open-source funding, detailing grants to several projects in the Clojure ecosystem. The funding signals continued community support for open-source Lisp ecosystems and could accelerate maintenance and feature development.\",\n \"summary_zh\": \"Clojurists Together 公布 2026 年 Q2 的开源资助计划，对若干 Clojure 生态项目给予资助。这反映社区对开源 Lisp 生态的持续支持，可能推动维护与新特性的开发。\",\n \"hn\": {\n \"id\": 47990789,\n \"type\": \"story\",\n \"by\": \"dragandj\",\n \"score\": 130,\n \"descendants\": 16,\n \"time\": 1777757689,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990789\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 0.23\n },\n {\n \"title_en\": \"Windows API is Successful Cross-Platform API (2024)\",\n \"url\": \"https://retrocoding.net/windows-api-is-successful-cross-platform-api\",\n \"title_zh\": \"Windows API 已成为成功的跨平台 API\",\n \"created_display\": \"Created: May 02, 2026 / 19:53 PT\",\n \"image_url\": null,\n \"summary_en\": \"The Windows API has become a successful cross-platform API, reflecting how Windows interfaces and compatibility layers have become usable across different OSes. This trend affects how developers design cross-platform apps, reducing the need to rewrite for each platform and influencing porting strategies.\",\n \"summary_zh\": \"Windows API 已成为一个成功的跨平台接口，表明通过兼容层在不同操作系统上使用 Windows 接口已成为现实。此趋势正在影响开发者的跨平台设计与移植策略。\",\n \"hn\": {\n \"id\": 47992859,\n \"type\": \"story\",\n \"by\": \"phendrenad2\",\n \"score\": 92,\n \"descendants\": 108,\n \"time\": 1777776809,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992859\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.22\n },\n {\n \"title_en\": \"Underwater robot tracks sperm whale conversations in real time\",\n \"url\": \"https://www.reuters.com/business/environment/underwater-robot-tracks-sperm-whale-conversations-real-time-2026-05-01/\",\n \"title_zh\": \"水下机器人实时记录抹香鲸对话\",\n \"created_display\": \"Created: May 03, 2026 / 09:35 PT\",\n \"image_url\": null,\n \"summary_en\": \"An underwater robot tracks sperm whale conversations in real time, enabling researchers to analyze vocalization patterns and social interactions. The project advances marine bioacoustics and demonstrates sensor fusion in challenging environments.\",\n \"summary_zh\": \"水下机器人实时记录抹香鲸的交流，帮助研究者分析声纳模式和社交互动。该项目推动海洋生物声学研究，并展示在极端环境下的传感器融合能力。\",\n \"hn\": {\n \"id\": 47998664,\n \"type\": \"story\",\n \"by\": \"thedebuglife\",\n \"score\": 30,\n \"descendants\": 5,\n \"time\": 1777826120,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998664\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.22\n },\n {\n \"title_en\": \"Why are there both TMP and TEMP environment variables? (2015)\",\n \"url\": \"https://devblogs.microsoft.com/oldnewthing/20150417-00/?p=44213\",\n \"title_zh\": \"为什么同时有 TMP 与 TEMP 环境变量？（2015）\",\n \"created_display\": \"Created: May 02, 2026 / 01:23 PT\",\n \"image_url\": \"https://devblogs.microsoft.com/oldnewthing/wp-content/uploads/sites/38/2019/02/ShowCover.jpg\",\n \"summary_en\": \"Explains that TMP and TEMP designate temp directories; the variables reflect historical design choices and precedence rules. The note helps clarify why some software behaves differently and how to set them to avoid confusion.\",\n \"summary_zh\": \"解释 TMP 和 TEMP 都指向临时目录，这两个变量的存在源于历史设计与优先级规则。文中帮助读者理解为何有的软件表现不同，以及如何设置以避免混淆。\",\n \"hn\": {\n \"id\": 47984522,\n \"type\": \"story\",\n \"by\": \"ankitg12\",\n \"score\": 202,\n \"descendants\": 92,\n \"time\": 1777710203,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984522\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"Uber wants to turn its drivers into a sensor grid for self-driving companies\",\n \"url\": \"https://techcrunch.com/2026/05/01/uber-wants-to-turn-its-millions-of-drivers-into-a-sensor-grid-for-self-driving-companies/\",\n \"title_zh\": \"Uber 想把司机变成自驾传感器网\",\n \"created_display\": \"Created: May 02, 2026 / 08:38 PT\",\n \"image_url\": \"https://techcrunch.com/wp-content/uploads/2026/05/GettyImages-2259104536.jpg?resize=1200,800\",\n \"summary_en\": \"Uber envisions turning its driver fleet into a distributed sensor grid for autonomous vehicle developers, monetizing real-world data and test trips. The plan could accelerate AV iteration but raises questions about driver consent, data governance, and regulatory risk.\",\n \"summary_zh\": \"Uber 正在设想把司机队伍变成分布式传感器网，用于自动驾驶开发商的数据采集与测试并实现商业化。此举可能加速自动驾驶的迭代，但也引发对司机同意、数据治理和监管风险的担忧。\",\n \"hn\": {\n \"id\": 47987333,\n \"type\": \"story\",\n \"by\": \"nickvec\",\n \"score\": 132,\n \"descendants\": 139,\n \"time\": 1777736297,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47987333\"\n },\n \"tags\": [\n \"Business\",\n \"Privacy\",\n \"Politics\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"Care homes and hotels in Japan shut as expansion strategy unravels\",\n \"url\": \"https://www.newsonjapan.com/article/149075.php\",\n \"title_zh\": \"日本养老院与酒店在扩张策略瓦解后关闭\",\n \"created_display\": \"Created: May 02, 2026 / 18:38 PT\",\n \"image_url\": \"https://i2.ytimg.com/vi/SLn2VjV3Jko/mqdefault.jpg\",\n \"summary_en\": \"Care homes and hotels in Japan face closures as aggressive expansion plans unravel, signaling strain across service and real estate sectors. Demographic headwinds, labor shortages, and capital constraints undercut growth bets. The development raises questions for operators and investors about sustainable models in an aging society.\",\n \"summary_zh\": \"日本部分养老院与酒店在扩张计划瓦解后宣布关闭，反映服务业与地产领域的压力。人口老龄化带来的挑战、劳动力短缺和资金约束削弱了扩张预期。此情形引发对在老龄化社会中可持续商业模式的关注。\",\n \"hn\": {\n \"id\": 47992446,\n \"type\": \"story\",\n \"by\": \"mikhael\",\n \"score\": 77,\n \"descendants\": 26,\n \"time\": 1777772318,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992446\"\n },\n \"tags\": [\n \"Business\",\n \"Finance\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"AI, Intimacy, and the Data You Never Meant to Share\",\n \"url\": \"https://fshot.org/techzone/the-algorithm-knows.php\",\n \"title_zh\": \"AI、亲密关系与你本来不想分享的数据\",\n \"created_display\": \"Created: May 02, 2026 / 19:42 PT\",\n \"image_url\": \"https://fshot.org/images/fs-hot-blocky-hd.webp\",\n \"summary_en\": \"Examines how AI systems handle intimate data and the risks of unintentional sharing, including prompts, training inputs, and inferred details. It advocates privacy-by-design and user controls to mitigate exposure in conversational AI. The piece underscores growing tension between personalization and personal privacy.\",\n \"summary_zh\": \"审视 AI 系统如何处理亲密数据及可能未曾打算分享的信息的风险，包括输入提示、训练数据与推断结果。主张从隐私设计出发，强化用户控制以降低对话式 AI 的数据暴露。强调个性化服务与个人隐私之间日益紧张的博弈。\",\n \"hn\": {\n \"id\": 47992802,\n \"type\": \"story\",\n \"by\": \"victorkulla\",\n \"score\": 67,\n \"descendants\": 5,\n \"time\": 1777776163,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992802\"\n },\n \"tags\": [\n \"AI\",\n \"Privacy\",\n \"Data\"\n ],\n \"hot_score\": 0.16\n },\n {\n \"title_en\": \"Show HN: I built a RISC-V emulator that runs DOOM\",\n \"url\": \"https://github.com/lalitshankarch/rvcore\",\n \"title_zh\": \"Show HN：我构建了一个能运行 DOOM 的 RISC-V 模拟器\",\n \"created_display\": \"Created: May 03, 2026 / 04:57 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/63909a2443cc997f160358540b564804d6069a0572a7ef58ed13ad2a5225e262/lalitshankarch/rvcore\",\n \"summary_en\": \"A Show HN project releasing a RISC-V emulator capable of running the classic game DOOM demonstrates the practicality of emulator-based experimentation on modern architectures. It highlights accessibility for hobbyists to explore low-level systems.\",\n \"summary_zh\": \"Show HN 项目展示了一个能在 RISC-V 上运行 DOOM 的模拟器，展示了在现代体系结构上进行仿真和实验的可行性。对爱好者探索底层系统十分友好。\",\n \"hn\": {\n \"id\": 47996055,\n \"type\": \"story\",\n \"by\": \"Flex247A\",\n \"score\": 32,\n \"descendants\": 1,\n \"time\": 1777809432,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47996055\"\n },\n \"tags\": [\n \"Show HN\",\n \"Hardware\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Flue is a TypeScript framework for building the next generation of agents\",\n \"url\": \"https://flueframework.com/\",\n \"title_zh\": \"Flue：用 TypeScript 构建新一代智能体的框架\",\n \"created_display\": \"Created: May 02, 2026 / 10:32 PT\",\n \"image_url\": \"https://flueframework.com/og2.jpg\",\n \"summary_en\": \"Flue positions itself as a TypeScript framework to build agents, offering modular composition and a focus on deterministic, testable behavior. For developers exploring AI agents and orchestration in the JS/TS ecosystem, it could become a lightweight alternative to Python-based tooling.\",\n \"summary_zh\": \"Flue 将自己定位为用 TypeScript 构建智能体的框架，强调模块化组合和可预测、可测试的行为。对于在 JS/TS 生态中探索 AI 智能体与编排的开发者，可能成为 Python 生态之外的轻量替代方案。\",\n \"hn\": {\n \"id\": 47988501,\n \"type\": \"story\",\n \"by\": \"momentmaker\",\n \"score\": 98,\n \"descendants\": 53,\n \"time\": 1777743127,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988501\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 0.14\n },\n {\n \"title_en\": \"Unsigned sizes: A five year mistake\",\n \"url\": \"https://c3-lang.org/blog/unsigned-sizes-a-five-year-mistake/\",\n \"title_zh\": \"无符号大小的五年误解\",\n \"created_display\": \"Created: May 02, 2026 / 11:40 PT\",\n \"image_url\": \"https://c3-lang.org/logo.png\",\n \"summary_en\": \"The piece argues that using unsigned integers to represent sizes leads to subtle bugs, security holes, and confusing APIs, citing five years of accumulated issues. It advocates safer abstractions or bounds-aware APIs to prevent common off-by-one and wraparound errors.\",\n \"summary_zh\": \"文章认为用无符号整数表示大小容易引发细微的Bug、安全隐患与混乱的 API，并指出这些问题在五年内积累。文中倡议采用更安全的抽象或边界感知的 API，以避免越界和环绕等常见错误。\",\n \"hn\": {\n \"id\": 47989154,\n \"type\": \"story\",\n \"by\": \"lerno\",\n \"score\": 91,\n \"descendants\": 110,\n \"time\": 1777747219,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47989154\"\n },\n \"tags\": [\n \"Programming\",\n \"Security\"\n ],\n \"hot_score\": 0.14\n },\n {\n \"title_en\": \"Refusal in Language Models Is Mediated by a Single Direction\",\n \"url\": \"https://arxiv.org/abs/2406.11717\",\n \"title_zh\": \"语言模型的拒绝响应由单一方向主导\",\n \"created_display\": \"Created: May 02, 2026 / 06:15 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A study suggests refusals in language models are mediated by a single direction in input space, offering a new lens on prompt design and alignment risks. This could guide safer prompt engineering and model tuning.\",\n \"summary_zh\": \"研究表明语言模型的拒绝输出受输入空间中一个单一方向的调控，为提示设计与对齐风险提供了新视角，或将引导更安全的提示工程与模型调优。\",\n \"hn\": {\n \"id\": 47986136,\n \"type\": \"story\",\n \"by\": \"fagnerbrack\",\n \"score\": 112,\n \"descendants\": 40,\n \"time\": 1777727723,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47986136\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"Voice-AI-for-Beginners – A curated learning path for developers\",\n \"url\": \"https://github.com/mahimairaja/voiceai\",\n \"title_zh\": \"面向开发者的入门语音 AI 学习路径\",\n \"created_display\": \"Created: May 02, 2026 / 15:03 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/1028684768/533409d7-094a-4e89-94e2-85b9730941d0\",\n \"summary_en\": \"Voice-AI-for-Beginners curates a learning path for developers to start with voice AI, covering recognition, synthesis, and practical projects to build up practical skills.\",\n \"summary_zh\": \"面向开发者的入门语音 AI 学习路径为初学者提供系统化学习路线，涵盖语音识别、文本转语音以及实际项目，帮助快速上手。\",\n \"hn\": {\n \"id\": 47991018,\n \"type\": \"story\",\n \"by\": \"mahimai\",\n \"score\": 70,\n \"descendants\": 4,\n \"time\": 1777759395,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991018\"\n },\n \"tags\": [\n \"AI\",\n \"Education\"\n ],\n \"hot_score\": 0.12\n },\n {\n \"title_en\": \"Windows quality update: Progress we've made since March\",\n \"url\": \"https://blogs.windows.com/windows-insider/2026/05/01/windows-quality-update-progress-weve-made-since-march/\",\n \"title_zh\": \"Windows 质量更新：自三月以来取得的进展\",\n \"created_display\": \"Created: May 01, 2026 / 14:02 PT\",\n \"image_url\": \"https://blogs.windows.com/wp-content/themes/microsoft-stories-theme/img/theme/logos/windows.jpg\",\n \"summary_en\": \"Microsoft outlines measurable progress in Windows quality updates since March, including reliability fixes and performance improvements. The update cadence shows ongoing patches and testing aimed at stabilizing enterprise and consumer deployments. For IT teams, this signals a maturing quality regime with quicker feedback loops from real-world usage.\",\n \"summary_zh\": \"微软自三月以来在 Windows 质量更新方面取得了可衡量的进展，包括可靠性修复和性能提升。更新节奏强调持续打补丁与测试，致力于稳定企业与消费者部署。对 IT 团队而言，这预示着质量体系日渐成熟，能更快结合实际使用反馈。\",\n \"hn\": {\n \"id\": 47980279,\n \"type\": \"story\",\n \"by\": \"jovial_cavalier\",\n \"score\": 161,\n \"descendants\": 482,\n \"time\": 1777669324,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47980279\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 0.11\n },\n {\n \"title_en\": \"Modern C++ Programming: Busato\",\n \"url\": \"https://github.com/federico-busato/Modern-CPP-Programming\",\n \"title_zh\": \"现代 C++ 编程：Busato\",\n \"created_display\": \"Created: May 02, 2026 / 09:40 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/124365799/7d888300-6a39-11ea-9025-fd5574f062c7\",\n \"summary_en\": \"A contemporary resource set for C++ programmers, covering modern language features, patterns, and best practices. It reflects ongoing emphasis on practical, maintainable C++ in real-world projects.\",\n \"summary_zh\": \"一本面向现代 C++ 编程的资源集，聚焦最新语言特性、设计模式与实用实践，体现对实战中可维护性的重视。\",\n \"hn\": {\n \"id\": 47987931,\n \"type\": \"story\",\n \"by\": \"KnuthIsGod\",\n \"score\": 79,\n \"descendants\": 16,\n \"time\": 1777740029,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47987931\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.11\n },\n {\n \"title_en\": \"Welcome to Hell Developer\",\n \"url\": \"https://noahclements.com/Wahoo-Bolt-Hidden-Debug-Mode/\",\n \"title_zh\": \"开发者的地狱之路\",\n \"created_display\": \"Created: May 02, 2026 / 10:25 PT\",\n \"image_url\": \"https://noahclements.com/assets/images/ble_hell.jpg\",\n \"summary_en\": \"Explores a hidden debug mode in a cycling hardware device, revealing how debugging access can unlock advanced capabilities while risking stability. The piece prompts a reflection on balancing developer access and product safety.\",\n \"summary_zh\": \"揭示了一款自行车设备中的隐藏调试模式，显示开发者访问可开启高级功能，同时也可能影响稳定性，引发对开发者权限与产品安全的权衡讨论。\",\n \"hn\": {\n \"id\": 47988441,\n \"type\": \"story\",\n \"by\": \"denysvitali\",\n \"score\": 68,\n \"descendants\": 31,\n \"time\": 1777742754,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988441\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"A physics engine with incremental rollback for multiplayer games\",\n \"url\": \"https://easel.games/blog/2026-rollback-physics\",\n \"title_zh\": \"具增量回滚的多人游戏物理引擎\",\n \"created_display\": \"Created: May 01, 2026 / 17:12 PT\",\n \"image_url\": \"https://easel.games/img/social4.png\",\n \"summary_en\": \"A physics engine for multiplayer games uses incremental rollback to keep simulations in sync with low latency. The approach improves determinism and reduces perceived lag in competitive or streaming multiplayer experiences.\",\n \"summary_zh\": \"这款多人游戏物理引擎通过增量回滚来保持同步、降低延迟，提升对等竞技与流式多人体验中的确定性与流畅感。\",\n \"hn\": {\n \"id\": 47981979,\n \"type\": \"story\",\n \"by\": \"BSTRhino\",\n \"score\": 112,\n \"descendants\": 37,\n \"time\": 1777680720,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47981979\"\n },\n \"tags\": [\n \"Programming\",\n \"Gaming\",\n \"Science\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Inventions for battery reuse and recycling increase seven-fold in last decade\",\n \"url\": \"https://www.epo.org/en/news-events/news/inventions-battery-reuse-and-recycling-increase-more-seven-fold-last-decade\",\n \"title_zh\": \"过去十年电池再利用与回收发明增长七倍\",\n \"created_display\": \"Created: Apr 30, 2026 / 02:12 PT\",\n \"image_url\": \"https://www.epo.org/themes/custom/epo_org/logo.svg\",\n \"summary_en\": \"Patent filings for battery reuse and recycling have surged seven-fold over the last decade, signaling a strong shift toward circular economics in energy storage. The trend could influence policy, supply chains, and the pace of new battery tech.\",\n \"summary_zh\": \"过去十年关于电池再利用与回收的专利申请暴增七倍，显示向能源存储的循环经济转型正在加速，可能推动相关政策、供应链与新型电池技术的进展。\",\n \"hn\": {\n \"id\": 47960015,\n \"type\": \"story\",\n \"by\": \"JeanKage\",\n \"score\": 237,\n \"descendants\": 41,\n \"time\": 1777540343,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47960015\"\n },\n \"tags\": [\n \"Energy\",\n \"Science\",\n \"Legal\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"Embedded Rust or C firmware? Lessons from an industrial microcontroller use case\",\n \"url\": \"https://arxiv.org/abs/2604.25679\",\n \"title_zh\": \"工业微控制器用例中的嵌入式 Rust 与 C 固件取舍\",\n \"created_display\": \"Created: May 01, 2026 / 06:02 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A case study contrasts using Rust versus C for embedded firmware on an industrial MCU. It weighs safety, determinism, and resource constraints against tooling and ecosystem maturity, offering practical lessons on when Rust's memory safety is worth the trade-offs. It also covers integration with existing toolchains and debugging considerations in real-time environments.\",\n \"summary_zh\": \"一项用例研究对工业微控制器上的嵌入式固件，比较 Rust 与 C 的实现。在权衡安全性、确定性和资源约束的同时，讨论工具链成熟度对选择的影响，并给出在实时环境中何时采用 Rust 的实际建议。还涉及与现有工具链的集成及调试注意事项。\",\n \"hn\": {\n \"id\": 47974307,\n \"type\": \"story\",\n \"by\": \"mrtz\",\n \"score\": 142,\n \"descendants\": 140,\n \"time\": 1777640550,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47974307\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"US–Indian space mission maps extreme subsidence in Mexico City\",\n \"url\": \"https://phys.org/news/2026-04-usindian-space-mission-extreme-subsidence.html\",\n \"title_zh\": \"美印太空任务绘制墨西哥城极端下沉图\",\n \"created_display\": \"Created: May 01, 2026 / 06:38 PT\",\n \"image_url\": \"https://scx2.b-cdn.net/gfx/news/2026/us-indian-space-missio.jpg\",\n \"summary_en\": \"A US-Indian space mission mapped extreme subsidence in Mexico City, highlighting rapid ground sinking driven by groundwater extraction and urban growth. The findings underline the vulnerability of infrastructure and the need for sustainable water management and adaptive urban planning.\",\n \"summary_zh\": \"美印合作的太空任务绘制出墨西哥城的极端下沉区域，揭示因地下水抽取和快速城市化导致的地面下沉。研究结果凸显基建脆弱性，强调需要加强水资源管理和宜居的城市规划来降低风险。\",\n \"hn\": {\n \"id\": 47974682,\n \"type\": \"story\",\n \"by\": \"leopoldj\",\n \"score\": 131,\n \"descendants\": 54,\n \"time\": 1777642707,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47974682\"\n },\n \"tags\": [\n \"Space\",\n \"Science\",\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"Using \\\"underdrawings\\\" for accurate text and numbers\",\n \"url\": \"https://samcollins.blog/underdrawings/\",\n \"title_zh\": \"使用 underdrawings 实现文本与数字的精确对齐\",\n \"created_display\": \"Created: May 01, 2026 / 11:07 PT\",\n \"image_url\": \"https://samcollins.blog/og-card.png\",\n \"summary_en\": \"Explains how underdrawings help align annotations with final drawings and diagrams, outlining workflows for overlaying text and numbers to improve documentation accuracy, revision control, and QA.\",\n \"summary_zh\": \"介绍 how underdrawings 如何帮助将注释与最终图纸对齐，概述在图解上叠加文本与数字的工作流程，从而提升文档准确性、版本控制和质量检查。\",\n \"hn\": {\n \"id\": 47977990,\n \"type\": \"story\",\n \"by\": \"samcollins\",\n \"score\": 120,\n \"descendants\": 18,\n \"time\": 1777658848,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47977990\"\n },\n \"hot_score\": 0.07,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"Infrasound waves stop kitchen fires, but can they replace sprinklers?\",\n \"url\": \"https://arstechnica.com/gadgets/2026/05/startup-says-sound-waves-can-replace-fire-sprinklers-experts-arent-so-sure/\",\n \"title_zh\": \"低频声波能否替代喷淋系统？\",\n \"created_display\": \"Created: May 02, 2026 / 05:44 PT\",\n \"image_url\": \"https://cdn.arstechnica.net/wp-content/uploads/2026/05/GettyImages-1472054212-1152x648.jpg\",\n \"summary_en\": \"A startup claims infrasound waves can suppress kitchen fires, potentially replacing sprinklers; experts express skepticism about effectiveness, safety, and scalability. The topic underscores the long-standing challenge of reliable fire suppression tech.\",\n \"summary_zh\": \"一家初创公司声称低频声波可扑灭厨房火灾，理论上或可替代喷淋系统；专家对效果、安全性与普适性持怀疑态度。此话题凸显了长期以来对可靠火灾抑制技术的挑战。\",\n \"hn\": {\n \"id\": 47985932,\n \"type\": \"story\",\n \"by\": \"0in\",\n \"score\": 49,\n \"descendants\": 30,\n \"time\": 1777725842,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47985932\"\n },\n \"tags\": [\n \"Startups\",\n \"Science\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"Dotcl: Common Lisp Implementation on .NET\",\n \"url\": \"https://github.com/dotcl/dotcl\",\n \"title_zh\": \"Dotcl：在 .NET 上实现的 Common Lisp\",\n \"created_display\": \"Created: Apr 30, 2026 / 09:33 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/570d3af6152ac0e5f504adc9f7b03eff4ca2813ebb2f86b7d73f49d7ec5c8761/dotcl/dotcl\",\n \"summary_en\": \"Dotcl brings Common Lisp to the .NET platform, enabling Lisp code to run on the CLR and interoperate with other .NET languages. This opens up Lisp’s dynamic features to .NET developers and enhances language interoperability.\",\n \"summary_zh\": \"Dotcl 将 Common Lisp 引入 .NET 平台，使 Lisp 代码能在 CLR 上运行并与其他 .NET 语言互操作。这为 .NET 开发者带来 Lisp 的动态特性，并提升语言互操作性。\",\n \"hn\": {\n \"id\": 47964957,\n \"type\": \"story\",\n \"by\": \"reikonomusha\",\n \"score\": 171,\n \"descendants\": 44,\n \"time\": 1777566804,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47964957\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"A more efficient implementation of Shor's algorithm\",\n \"url\": \"https://lwn.net/Articles/1066156/\",\n \"title_zh\": \"更高效的 Shor 算法实现\",\n \"created_display\": \"Created: May 01, 2026 / 00:28 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"A more efficient implementation of Shor's algorithm advances quantum factoring, potentially requiring fewer qubits or tolerating less error. The development nudges the threshold for breaking certain cryptosystems and underscores the urgency of post-quantum cryptography research.\",\n \"summary_zh\": \"Shor 算法的更高效实现提升了量子因子分解的资源效率，可能用更少的量子比特或更低的误差完成运算。对技术人员而言，这意味着需要更快推进后量子密码学研究。\",\n \"hn\": {\n \"id\": 47972114,\n \"type\": \"story\",\n \"by\": \"signa11\",\n \"score\": 108,\n \"descendants\": 32,\n \"time\": 1777620535,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972114\"\n },\n \"tags\": [\n \"Science\",\n \"Security\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"What is Z-Angle Memory and why is Intel developing it?\",\n \"url\": \"https://www.hpcwire.com/2026/02/05/what-is-z-angle-memory-and-why-is-intel-developing-it/\",\n \"title_zh\": \"什么是 Z-Angle Memory？英特尔为何在开发它？\",\n \"created_display\": \"Created: May 01, 2026 / 02:56 PT\",\n \"image_url\": \"https://www.hpcwire.com/wp-content/uploads/2026/02/ZAM_memory_shutterstock_MeshCube.jpg\",\n \"summary_en\": \"Z-Angle Memory is a novel memory concept being explored by Intel to improve data access patterns for HPC workloads. It hints at potential gains in bandwidth, latency, and energy efficiency, while outlining engineering challenges to bring it to production.\",\n \"summary_zh\": \"Z-Angle Memory 是英特尔在探索的新型内存理念，旨在改善高性能计算工作负载的数据访问模式。其潜在收益包括带宽、延迟和能效的提升，同时也面临实现上的技术挑战。\",\n \"hn\": {\n \"id\": 47972922,\n \"type\": \"story\",\n \"by\": \"rbanffy\",\n \"score\": 97,\n \"descendants\": 36,\n \"time\": 1777629407,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972922\"\n },\n \"tags\": [\n \"Hardware\",\n \"Energy\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Denuvo has been cracked in all single-player games it previously protected\",\n \"url\": \"https://www.tomshardware.com/video-games/pc-gaming/denuvo-has-been-bypassed-in-all-single-player-games-it-previously-protected-2k-games-and-denuvo-reportedly-retaliate-with-mandatory-14-day-online-checks\",\n \"title_zh\": \"Denuvo 已被破解，覆盖同类单人游戏\",\n \"created_display\": \"Created: Apr 28, 2026 / 14:08 PT\",\n \"image_url\": \"https://cdn.mos.cms.futurecdn.net/NgNprVVnWz46KEcoC6U6V8-2048-80.jpg\",\n \"summary_en\": \"Denuvo’s anti-tamper protections have been cracked across all single-player titles it previously protected, signaling a continuing piracy vulnerability in boxed and digitally distributed PC games. Publishers may respond with countermeasures and new DRM strategies.\",\n \"summary_zh\": \"Denuvo 的防篡改保护已被破解，波及此前所保护的所有单人游戏，显示 PC 游戏的盗版防护依然脆弱。发行方可能采纳新的对策与 DRM 策略。\",\n \"hn\": {\n \"id\": 47940789,\n \"type\": \"story\",\n \"by\": \"oceansky\",\n \"score\": 271,\n \"descendants\": 168,\n \"time\": 1777410509,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47940789\"\n },\n \"tags\": [\n \"Gaming\",\n \"Security\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"I built my own hair electrolysis machine\",\n \"url\": \"https://www.scd31.com/posts/diy-hair-electrolysis-machine\",\n \"title_zh\": \"我自己动手做的脱毛用电解仪\",\n \"created_display\": \"Created: Apr 28, 2026 / 19:42 PT\",\n \"image_url\": \"https://www.scd31.com/img/electrolysis/rev3-done.webp\",\n \"summary_en\": \"A detailed DIY account of building a home-use hair electrolysis device, including components, safety considerations, and practical challenges. It highlights the appeal and risks of DIY beauty hardware.\",\n \"summary_zh\": \"详细记录自制家用脱毛电解仪的过程，涵盖所需组件、安全考量和实际挑战，揭示了DIY 美容硬件的吸引力与风险。\",\n \"hn\": {\n \"id\": 47943632,\n \"type\": \"story\",\n \"by\": \"y1n0\",\n \"score\": 214,\n \"descendants\": 54,\n \"time\": 1777430566,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47943632\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Group averages obscure how an individual's brain controls behavior: study\",\n \"url\": \"https://med.stanford.edu/news/all-news/2026/04/brain-scans-individual-versus-group.html\",\n \"title_zh\": \"群体平均掩盖个人大脑对行为的控制方式：研究\",\n \"created_display\": \"Created: Apr 30, 2026 / 15:35 PT\",\n \"image_url\": \"https://med.stanford.edu/news/all-news/2026/04/brain-scans-individual-versus-group/_jcr_content/cq:socialfeaturedimage.coreimg.jpeg/1777295241330/Menon-brain-scans.jpeg\",\n \"summary_en\": \"The study finds that averaging brain data across groups hides how an individual brain maps to behavior. Individual-level analyses reveal patterns that group means miss, challenging one-size-fits-all interpretations. The work supports personalized brain models and cautions against over-reliance on group averages in neuroscience.\",\n \"summary_zh\": \"这项研究发现，将大脑数据按组平均会掩盖个体脑部如何映射到行为的方式。个体级分析揭示了群体均值所忽略的模式，挑战了“一个方案适用于所有人”的解读。研究强调需要建立个性化的大脑模型，并警示不要过度依赖群体平均数据。\",\n \"hn\": {\n \"id\": 47969142,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 116,\n \"descendants\": 35,\n \"time\": 1777588536,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47969142\"\n },\n \"tags\": [\n \"Science\",\n \"Health\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Text-to-CAD\",\n \"url\": \"https://github.com/earthtojake/text-to-cad\",\n \"title_zh\": \"文本转 CAD\",\n \"created_display\": \"Created: Apr 30, 2026 / 18:48 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/f20ca7bac2f852472269f4e5dcec263c8e3c7856a758ed86f23a00559e092471/earthtojake/text-to-cad\",\n \"summary_en\": \"A project that converts natural language prompts into CAD models, enabling rapid ideation and iteration without traditional drafting. It highlights the merging of AI-assisted design with engineering tooling.\",\n \"summary_zh\": \"一个将自然语言提示转换为 CAD 模型的项目，帮助快速产生与迭代设计，展示了 AI 辅助设计与工程工具的融合趋势。\",\n \"hn\": {\n \"id\": 47970497,\n \"type\": \"story\",\n \"by\": \"softservo\",\n \"score\": 95,\n \"descendants\": 28,\n \"time\": 1777600095,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47970497\"\n },\n \"tags\": [\n \"AI\",\n \"Design\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Barman – Backup and Recovery Manager for PostgreSQL\",\n \"url\": \"https://github.com/EnterpriseDB/barman\",\n \"title_zh\": \"Barman：PostgreSQL 备份与恢复管理工具\",\n \"created_display\": \"Created: Apr 29, 2026 / 06:54 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/40883045/3075a580-6c0a-11e9-86ec-15c10687b15f\",\n \"summary_en\": \"Barman centralizes PostgreSQL backups and recovery, enabling remote streaming backups, PITR, and automated maintenance across multiple servers. It's a mature option for DB admins seeking auditable, disaster-ready protection in PostgreSQL deployments.\",\n \"summary_zh\": \"Barman 集中管理 PostgreSQL 的备份与恢复，支持远程流式备份、时间点恢复以及跨服务器的自动化运维，帮助运维团队实现可审计、灾难就绪的数据库保护。\",\n \"hn\": {\n \"id\": 47948526,\n \"type\": \"story\",\n \"by\": \"nateb2022\",\n \"score\": 172,\n \"descendants\": 24,\n \"time\": 1777470888,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47948526\"\n },\n \"tags\": [\n \"DevOps\",\n \"Data\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"The USB Situation\",\n \"url\": \"https://randsinrepose.com/archives/the-usb-situation/\",\n \"title_zh\": \"USB 的现状与困境\",\n \"created_display\": \"Created: Apr 29, 2026 / 09:49 PT\",\n \"image_url\": \"https://randsinrepose.com/wp-content/uploads/2026/04/usb-situation.jpg\",\n \"summary_en\": \"A critical look at USB's ecosystem, highlighting design complexity, security issues, and compatibility friction. The piece argues for clearer standards and smarter engineering to reduce pain points for developers and users.\",\n \"summary_zh\": \"深入剖析 USB 生态的设计复杂性、安全问题与兼容性挑战，主张通过更清晰的标准与更智能的工程实践来缓解开发者与用户的痛点。\",\n \"hn\": {\n \"id\": 47950993,\n \"type\": \"story\",\n \"by\": \"herbertl\",\n \"score\": 144,\n \"descendants\": 197,\n \"time\": 1777481353,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47950993\"\n },\n \"tags\": [\n \"Security\",\n \"Design\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Show HN: Pollen – distributed WASM runtime, no control plane, single binary\",\n \"url\": \"https://github.com/sambigeara/pollen\",\n \"title_zh\": \"Pollen：分布式 WASM 运行时，无控制平面，单一二进制\",\n \"created_display\": \"Created: Apr 30, 2026 / 06:15 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/1252e4f2975427711351ad1a53d6dc03b8d63abaafc9bd6e52590e3339b25f05/Sambigeara/pollen\",\n \"summary_en\": \"Pollen provides a distributed WebAssembly runtime in a single binary with no central control plane, aiming to reduce orchestration overhead and improve portability across nodes.\",\n \"summary_zh\": \"Pollen 提供一个单一二进制、无中心控制平面的分布式 WASM 运行时，旨在降低编排开销并提升节点间的可移植性。\",\n \"hn\": {\n \"id\": 47961935,\n \"type\": \"story\",\n \"by\": \"sambigeara\",\n \"score\": 115,\n \"descendants\": 54,\n \"time\": 1777554904,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47961935\"\n },\n \"tags\": [\n \"Show HN\",\n \"Web\",\n \"Open Source\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Little magazines are back\",\n \"url\": \"https://wsjfreeexpression.substack.com/p/little-magazines-are-back\",\n \"title_zh\": \"小型杂志正在回归\",\n \"created_display\": \"Created: Apr 30, 2026 / 07:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"A renaissance of small, independent magazines is underway, fueled by digital distribution and niche communities.\",\n \"summary_zh\": \"小型独立杂志正在复兴，借助数字发行与细分读者群找到了可持续性与新受众。\",\n \"hn\": {\n \"id\": 47962681,\n \"type\": \"story\",\n \"by\": \"prismatic\",\n \"score\": 96,\n \"descendants\": 38,\n \"time\": 1777557823,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47962681\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Brain scans reveal 3 ADHD subtypes\",\n \"url\": \"https://www.washingtonpost.com/health/2026/04/30/adhd-subtype-extreme-brain-scans/\",\n \"title_zh\": \"脑部成像揭示 ADHD 的三种亚型\",\n \"created_display\": \"Created: Apr 30, 2026 / 19:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"Brain scans reveal three ADHD subtypes, suggesting a more nuanced neurobiological categorization that could guide diagnosis and personalized treatment.\",\n \"summary_zh\": \"脑部成像显示 ADHD 有三种亚型，提示更细致的神经生物学分型，或有助于诊断和个性化治疗方案。\",\n \"hn\": {\n \"id\": 47970597,\n \"type\": \"story\",\n \"by\": \"brandonb\",\n \"score\": 85,\n \"descendants\": 75,\n \"time\": 1777601037,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47970597\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Science\",\n \"Health\"\n ]\n },\n {\n \"title_en\": \"First Tesla Semi Rolls Off High-Volume Production Line\",\n \"url\": \"https://electrek.co/2026/04/29/tesla-semi-first-truck-high-volume-production-line/\",\n \"title_zh\": \"首辆 Tesla Semi 正式下线并进入大规模生产线\",\n \"created_display\": \"Created: May 01, 2026 / 11:33 PT\",\n \"image_url\": \"https://i0.wp.com/electrek.co/wp-content/uploads/sites/3/2026/04/Tesla-Semi-volume-production.jpeg?resize=1200%2C628&quality=82&strip=all&ssl=1\",\n \"summary_en\": \"Marks a milestone as the Tesla Semi begins high-volume production, signaling momentum for electric commercial trucking and implications for supply chains and charging networks.\",\n \"summary_zh\": \"标志着特斯拉 Semi 进入大规模生产阶段，为电动商用卡车的普及带来势头，并对供应链与充电网络产生潜在影响。\",\n \"hn\": {\n \"id\": 47978324,\n \"type\": \"story\",\n \"by\": \"m463\",\n \"score\": 54,\n \"descendants\": 45,\n \"time\": 1777660416,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47978324\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Business\"\n ]\n },\n {\n \"title_en\": \"How did Banksy erect a statue in Central London?\",\n \"url\": \"https://www.bbc.co.uk/news/articles/cn4pvyw82exo\",\n \"title_zh\": \"班克西在伦敦市中心竖立雕像之谜\",\n \"created_display\": \"Created: May 01, 2026 / 08:13 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/ace/branded_news/1200/cpsprodpb/0dc3/live/b1889340-4564-11f1-ac78-2112837ce2aa.jpg\",\n \"summary_en\": \"An investigation into how Banksy erected a statue in central London, exploring stealth installation practices and the provocative use of public space.\",\n \"summary_zh\": \"对班克西在伦敦市中心竖立雕像的手法进行探究，揭示其低调安装与对公共空间的挑衅性运用。这件作品再次凸显了这位匿名艺术家的影响力和话题性。\",\n \"hn\": {\n \"id\": 47975759,\n \"type\": \"story\",\n \"by\": \"monooso\",\n \"score\": 52,\n \"descendants\": 20,\n \"time\": 1777648436,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47975759\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Dabbling in Erlang, part 2: A minimal introduction (2013)\",\n \"url\": \"https://agis.io/post/dabbling-in-erlang-a-minimal-introduction/\",\n \"title_zh\": \"涉猎 Erlang，第2部分：简明入门（2013）\",\n \"created_display\": \"Created: May 02, 2026 / 01:37 PT\",\n \"image_url\": null,\n \"summary_en\": \"Offers a concise, approachable Erlang primer focused on lightweight processes, message passing, and fault tolerance. It provides small, hands-on examples to illustrate core concurrency patterns. A practical entry point for developers curious about the actor model and resilient systems.\",\n \"summary_zh\": \"提供一个简洁易懂的 Erlang 入门，聚焦轻量级进程、消息传递与容错能力。通过小型实例演示核心并发模式，帮助开发者快速上手感知演员模型与鲁棒系统。\",\n \"hn\": {\n \"id\": 47984589,\n \"type\": \"story\",\n \"by\": \"pasxizeis\",\n \"score\": 32,\n \"descendants\": 7,\n \"time\": 1777711059,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984589\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Show HN: DAC – open-source dashboard as code tool for agents and humans\",\n \"url\": \"https://github.com/bruin-data/dac\",\n \"title_zh\": \"Show HN: DAC——代理人与人类的开源仪表板即代码工具\",\n \"created_display\": \"Created: Apr 29, 2026 / 07:37 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7a27e79693dc3c861dc9dc8b8c78ecee3339fcc5e05bac69b608757dcc3b8bcb/bruin-data/dac\",\n \"summary_en\": \"DAC is an open-source tool that treats dashboards as code, enabling agents and humans to collaborate on dashboards programmatically. It emphasizes reproducibility and automation in analytics workflows.\",\n \"summary_zh\": \"DAC 是一个开源工具，将仪表板视为代码，使代理人与人类能够以编程方式协作创建仪表板，强调分析工作流的可重复性与自动化。\",\n \"hn\": {\n \"id\": 47949066,\n \"type\": \"story\",\n \"by\": \"karakanb\",\n \"score\": 102,\n \"descendants\": 32,\n \"time\": 1777473440,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47949066\"\n },\n \"tags\": [\n \"Show HN\",\n \"Open Source\",\n \"Programming\",\n \"Data\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Tar Files Created on macOS Display Errors When Extracting on Linux (2024)\",\n \"url\": \"https://aruljohn.com/blog/macos-created-tar-files-linux-errors/\",\n \"title_zh\": \"macOS 创建的 tar 文件在 Linux 解压时显示错误（2024）\",\n \"created_display\": \"Created: Apr 30, 2026 / 05:03 PT\",\n \"image_url\": \"https://aruljohn.com/blog/pix/macos-linux.jpg\",\n \"summary_en\": \"Describes compatibility issues where tar archives created on macOS fail to extract cleanly on Linux due to BSD vs GNU tar differences, with examples and practical fixes.\",\n \"summary_zh\": \"指出在 macOS 上创建的 tar 档在 Linux 上解压时出现兼容性问题，原因涉及 BSD 与 GNU tar 的差异，并给出示例与实际修复方法。\",\n \"hn\": {\n \"id\": 47961208,\n \"type\": \"story\",\n \"by\": \"heresie-dabord\",\n \"score\": 74,\n \"descendants\": 41,\n \"time\": 1777550618,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47961208\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"The IBM Granite 4.1 family of models\",\n \"url\": \"https://research.ibm.com/blog/granite-4-1-ai-foundation-models\",\n \"title_zh\": \"IBM Granite 4.1 系列模型\",\n \"created_display\": \"Created: Apr 30, 2026 / 07:01 PT\",\n \"image_url\": \"https://research.ibm.com/_next/image?url=https%3A%2F%2Fresearch-website-prod-cms-uploads.s3.us.cloud-object-storage.appdomain.cloud%2Fblog_Art_Granitev4_1release_ddf20c71b2.png&w=1200&q=85\",\n \"summary_en\": \"IBM unveils Granite 4.1, a family of foundation models tailored for enterprise AI workloads.\",\n \"summary_zh\": \"IBM 推出 Granite 4.1 系列基础模型，面向企业级 AI 工作负载。文章强调在安全性、治理与对业务场景的适应性方面的改进，显示 IBM 正在以企业就绪的选项参与基础模型市场竞争。\",\n \"hn\": {\n \"id\": 47962645,\n \"type\": \"story\",\n \"by\": \"wglb\",\n \"score\": 72,\n \"descendants\": 9,\n \"time\": 1777557686,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47962645\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"When Dawkins met Claude – Could this AI be conscious?\",\n \"url\": \"https://unherd.com/2026/04/is-ai-the-next-phase-of-evolution/\",\n \"title_zh\": \"当 Dawkins 遇见 Claude：这 AI 会有意识吗？\",\n \"created_display\": \"Created: May 01, 2026 / 01:36 PT\",\n \"image_url\": \"https://unherd.com/wp-content/uploads/2026/04/image-1.jpg\",\n \"summary_en\": \"Considers whether Claude-like AI could be conscious, using Dawkins’ ideas about biology and evolution to frame the debate. It weighs traditional markers of consciousness against modern AI behavior and capabilities. The piece prompts readers to reflect on what genuine awareness in AI would entail and why it matters.\",\n \"summary_zh\": \"通过将道金斯的生物与进化观念引入，探讨像 Claude 这样的 AI 是否可能具备意识。对比传统意识标志与当代 AI 行为及能力，思考若 AI 真正具备意识需要具备哪些条件以及这对现实意义。\",\n \"hn\": {\n \"id\": 47972481,\n \"type\": \"story\",\n \"by\": \"pentestercrab\",\n \"score\": 45,\n \"descendants\": 267,\n \"time\": 1777624579,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972481\"\n },\n \"tags\": [\n \"AI\",\n \"Science\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Lost in translation: The linguistic challenges facing N. Korean defectors (2025)\",\n \"url\": \"https://www.dailynk.com/english/lost-in-translation-the-linguistic-challenges-facing-n-korean-defectors/\",\n \"title_zh\": \"失落在翻译中：北朝鲜难民的语言挑战（2025）\",\n \"created_display\": \"Created: May 01, 2026 / 01:20 PT\",\n \"image_url\": \"https://www.dailynk.com/english/wp-content/uploads/sites/2/2025/08/Firefly_north-and-south-korean-flags-together-full-screen-304484.jpg\",\n \"summary_en\": \"North Korean defectors face ongoing language hurdles when resettling, including dialect differences, education gaps, and mistranslation in media and official documents. These barriers complicate integration and access to services.\",\n \"summary_zh\": \"北朝鲜叛逃者在重新安置时面临持续的语言障碍，包括方言差异、教育资源不足，以及媒体和官方文件的翻译误差。这些阻碍了融入与获取服务的过程。\",\n \"hn\": {\n \"id\": 47972392,\n \"type\": \"story\",\n \"by\": \"spzb\",\n \"score\": 44,\n \"descendants\": 31,\n \"time\": 1777623603,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972392\"\n },\n \"tags\": [\n \"Culture\",\n \"Education\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"K3sup – bootstrap K3s over SSH in < 60s\",\n \"url\": \"https://github.com/alexellis/k3sup\",\n \"title_zh\": \"K3sup：通过 SSH 在 60 秒内引导 K3s\",\n \"created_display\": \"Created: May 01, 2026 / 07:16 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/202523140/bbde3480-dbca-11ea-8fb0-e84674e6469a\",\n \"summary_en\": \"Describes K3sup, a tool to bootstrap a K3s Kubernetes cluster over SSH in under a minute, emphasizing fast, low-friction cluster setup for demos, edge deployments, and quick experiments.\",\n \"summary_zh\": \"介绍 K3sup 工具，能够在 SSH 下在不到一分钟内引导 K3s 集群，强调用于演示、边缘部署与快速试验的低摩擦部署体验。\",\n \"hn\": {\n \"id\": 47975069,\n \"type\": \"story\",\n \"by\": \"rickcarlino\",\n \"score\": 33,\n \"descendants\": 10,\n \"time\": 1777644998,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47975069\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"Because it doesn't have to\",\n \"url\": \"https://blog.computationalcomplexity.org/2026/04/because-it-doesnt-have-to.html\",\n \"title_zh\": \"并非一定要这样\",\n \"created_display\": \"Created: Apr 29, 2026 / 09:42 PT\",\n \"image_url\": \"https://resources.blogblog.com/img/icon18_email.gif\",\n \"summary_en\": \"Not all problems demand complex solutions; this piece argues for embracing simpler, correct approaches when appropriate.\",\n \"summary_zh\": \"并非所有问题都需要复杂解法；在合适情形下，应采用简单而正确的解决方案。\",\n \"hn\": {\n \"id\": 47950880,\n \"type\": \"story\",\n \"by\": \"zdw\",\n \"score\": 70,\n \"descendants\": 13,\n \"time\": 1777480933,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47950880\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Utilyze measures how efficiently your GPU is doing useful work\",\n \"url\": \"https://github.com/systalyze/utilyze\",\n \"title_zh\": \"Utilyze：衡量 GPU 有用工作效率\",\n \"created_display\": \"Created: Apr 30, 2026 / 11:49 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7d034eb1338d82acefeb6c298136ec3700cda76378430d3abd615d6749de46df/systalyze/utilyze\",\n \"summary_en\": \"Utilyze introduces a metric to quantify how much of a GPU's work is 'useful' for real tasks. It separates productive compute from wasted cycles, memory stalls, or idle time to guide kernel choice and hardware planning. The project provides tooling to measure efficiency during runtime across workloads.\",\n \"summary_zh\": \"Utilyze 引入一个度量，用以量化 GPU 实际有用工作的比例。它将有用的计算与无效循环、内存瓶颈和空闲时间区分开来，帮助优化内核与硬件选型。该项目还提供运行时在不同工作负载下衡量效率的工具。\",\n \"hn\": {\n \"id\": 47966668,\n \"type\": \"story\",\n \"by\": \"nateb2022\",\n \"score\": 45,\n \"descendants\": 11,\n \"time\": 1777574960,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47966668\"\n },\n \"tags\": [\n \"Data\",\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Cordouan Lighthouse\",\n \"url\": \"https://en.wikipedia.org/wiki/Cordouan_Lighthouse\",\n \"title_zh\": \"科杜昂灯塔\",\n \"created_display\": \"Created: Apr 29, 2026 / 06:40 PT\",\n \"image_url\": \"https://upload.wikimedia.org/wikipedia/commons/b/b6/Cordouan.jpg\",\n \"summary_en\": \"Cordouan Lighthouse stands at the mouth of the Gironde estuary as one of France’s oldest and architecturally distinctive lighthouses. Its construction and upkeep illustrate the evolution of maritime signaling and state power.\",\n \"summary_zh\": \"科杜昂灯塔位于吉伦特河口，是法国最古老且建筑风格独特的灯塔之一。其建造与维护反映了航海信号技术与国家权力的演变。\",\n \"hn\": {\n \"id\": 47948338,\n \"type\": \"story\",\n \"by\": \"Petiver\",\n \"score\": 34,\n \"descendants\": 4,\n \"time\": 1777470020,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47948338\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Discovering Hard Disk Physical Geometry Through Microbenchmarking (2019)\",\n \"url\": \"https://blog.stuffedcow.net/2019/09/hard-disk-geometry-microbenchmarking/\",\n \"title_zh\": \"通过微基准测试发现硬盘物理几何（2019）\",\n \"created_display\": \"Created: Apr 30, 2026 / 14:02 PT\",\n \"image_url\": \"https://blog.stuffedcow.net/wp-content/uploads/2019/02/chs.svg\",\n \"summary_en\": \"A 2019 exploration of hard disk physical geometry through microbenchmarking, revealing variations in track layouts and encoding. The findings inform performance benchmarking, drive design, and OS I/O tuning.\",\n \"summary_zh\": \"通过微基准测试深度研究硬盘物理几何结构，揭示磁道布局与编码的变动性；研究结果为性能基准、驱动设计和操作系统 I/O 调优提供参考。\",\n \"hn\": {\n \"id\": 47968187,\n \"type\": \"story\",\n \"by\": \"TapamN\",\n \"score\": 32,\n \"descendants\": 1,\n \"time\": 1777582926,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47968187\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Hardware\",\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Unverified Evaluations in Dusk's PLONK\",\n \"url\": \"https://osec.io/blog/2026-04-30-unverified-evaluations-dusk-plonk/\",\n \"title_zh\": \"Dusk 的 PLONK 中的未验证评估\",\n \"created_display\": \"Created: Apr 30, 2026 / 12:14 PT\",\n \"image_url\": \"https://osec.io/posts/dusk-commitment-issues/title.png\",\n \"summary_en\": \"It stresses the importance of thorough verification steps to ensure soundness and security. The takeaway is a reminder to audit end-to-end zkp pipelines and their verification logic.\",\n \"summary_zh\": \"文章讨论 Dusk 的 PLONK 实现中的未验证评估，揭示了零知识证明协议潜在的风险。强调对验证步骤的严格要求，以确保稳定性与安全性。提醒审计端到端的零知识证明流程及其验证逻辑。\",\n \"hn\": {\n \"id\": 47966975,\n \"type\": \"story\",\n \"by\": \"deut-erium\",\n \"score\": 32,\n \"descendants\": 4,\n \"time\": 1777576481,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47966975\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.01\n }\n ]\n}"}, "933b1a8f137cb8f805c0d5c994d4f005eca5c02e": {"t": 1785772463.183032, "n": 107781, "h": "3843bd0dc8cccb6e", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 100,\n \"reused_same_day\": 31,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 19,\n \"scrape_time_display\": \"22:28, May 03, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/05/03\",\n \"content_date\": \"2026-05-03\",\n \"run_time_local\": \"22:28, May 03, 2026 (PDT)\",\n \"run_time_utc\": \"2026-05-04 05:28:47 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-05-04 05:30:05 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Let's Buy Spirit Air\",\n \"url\": \"https://letsbuyspiritair.com/\",\n \"title_zh\": \"Let's Buy Spirit Air\",\n \"created_display\": \"Created: May 03, 2026 / 16:36 PT\",\n \"image_url\": null,\n \"summary_en\": \"This is a promotional page encouraging readers to buy Spirit Air, though the product context remains unclear.\",\n \"summary_zh\": \"这是一个宣传性页面，促使读者购买 Spirit Air，但具体产品背景尚不清晰。\",\n \"hn\": {\n \"id\": 48002777,\n \"type\": \"story\",\n \"by\": \"bjhess\",\n \"score\": 275,\n \"descendants\": 247,\n \"time\": 1777851371,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48002777\"\n },\n \"hot_score\": 6.64,\n \"tags\": [\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Agentic Coding Is a Trap\",\n \"url\": \"https://larsfaye.com/articles/agentic-coding-is-a-trap\",\n \"title_zh\": \"代理编码是一个陷阱\",\n \"created_display\": \"Created: May 03, 2026 / 15:52 PT\",\n \"image_url\": \"https://larsfaye.com/opengraph-agents.jpg\",\n \"summary_en\": \"Argues that agency-focused coding approaches, where AI agents take control, risk brittle behavior and hidden dependencies; recommends robust design, monitoring, and fallback strategies.\",\n \"summary_zh\": \"指出让 AI 代理参与编码的做法可能导致易崩溃的行为与隐藏的依赖，建议采用坚固的设计、监控与回退策略。\",\n \"hn\": {\n \"id\": 48002442,\n \"type\": \"story\",\n \"by\": \"ayoisaiah\",\n \"score\": 291,\n \"descendants\": 199,\n \"time\": 1777848727,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48002442\"\n },\n \"hot_score\": 5.99,\n \"tags\": [\n \"AI\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"DeepClaude – Claude Code agent loop with DeepSeek V4 Pro, 17x cheaper\",\n \"url\": \"https://github.com/aattaran/deepclaude\",\n \"title_zh\": \"DeepClaude：结合 DeepSeek V4 Pro 的 Claude 代码代理循环，成本低至原来的 1/17\",\n \"created_display\": \"Created: May 03, 2026 / 15:13 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/235b0a5a669a8949615f237b589d13b2613a93b38554e4ee4ce7e15f18e22ca0/aattaran/deepclaude\",\n \"summary_en\": \"Presents DeepClaude, a Claude-based code agent loop powered by DeepSeek V4 Pro, claiming a 17x reduction in cost. Highlights potential gains for automated coding tasks and iterative AI-assisted development with cheaper inference and faster cycles.\",\n \"summary_zh\": \"介绍基于 Claude 的代码代理循环 DeepClaude，搭载 DeepSeek V4 Pro，成本降低约 17 倍。强调在自动编码任务和 AI 辅助开发中的实际收益，如更低的推理成本和更快的迭代速度。\",\n \"hn\": {\n \"id\": 48002136,\n \"type\": \"story\",\n \"by\": \"alattaran\",\n \"score\": 289,\n \"descendants\": 116,\n \"time\": 1777846400,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48002136\"\n },\n \"hot_score\": 5.22,\n \"tags\": [\n \"AI\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"The text mode lie: why modern TUIs are a nightmare for accessibility\",\n \"url\": \"https://xogium.me/the-text-mode-lie-why-modern-tuis-are-a-nightmare-for-accessibility\",\n \"title_zh\": \"文本模式的谎言：为何现代 TUI 对无障碍是一场噩梦\",\n \"created_display\": \"Created: May 03, 2026 / 16:59 PT\",\n \"image_url\": \"https://xogium.me/img/avatars/t.png\",\n \"summary_en\": \"Argues that modern text-based user interfaces often fail accessibility due to ambiguous layouts, keyboard traps, and screen-reader inconsistencies, calling for accessibility-first design principles.\",\n \"summary_zh\": \"指出现代文本用户界面在无障碍方面的不足，原因包括布局模糊、键盘陷阱和屏幕阅读器不一致，呼吁以无障碍优先的设计原则。\",\n \"hn\": {\n \"id\": 48002938,\n \"type\": \"story\",\n \"by\": \"SpyCoder77\",\n \"score\": 154,\n \"descendants\": 62,\n \"time\": 1777852742,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48002938\"\n },\n \"hot_score\": 4.05,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"Mercedes-Benz commits to bringing back physical buttons\",\n \"url\": \"https://www.drive.com.au/news/mercedes-benz-commits-to-bringing-back-phycial-buttons/\",\n \"title_zh\": \"梅赛德斯-奔驰承诺重新回归物理按钮\",\n \"created_display\": \"Created: May 03, 2026 / 07:43 PT\",\n \"image_url\": \"https://media.drive.com.au/obj/tx_q:70,rs:auto:1920:1080:1/driveau/upload/cms/uploads/7959f9e6-3ee0-5431-960e-8fec85c50000\",\n \"summary_en\": \"Mercedes-Benz plans to reintroduce physical knobs and tactile controls, signaling a shift away from touchscreen-dominated interiors toward familiar, tactile interaction. The move could influence UX standards in premium cars and inform future cabin design.\",\n \"summary_zh\": \"梅赛德斯-奔驰计划重新引入物理旋钮和实体按钮，强调从以触控为主的内饰向更直觉、可触感交互回归。此举可能影响高端车的用户体验标准，并引导未来座舱设计。\",\n \"hn\": {\n \"id\": 47997418,\n \"type\": \"story\",\n \"by\": \"teleforce\",\n \"score\": 647,\n \"descendants\": 361,\n \"time\": 1777819407,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997418\"\n },\n \"tags\": [\n \"Design\",\n \"Hardware\"\n ],\n \"hot_score\": 4.03\n },\n {\n \"title_en\": \"New statue in London, attributed to Banksy, of a suited man, blinded by a flag\",\n \"url\": \"https://www.smithsonianmag.com/smart-news/attributed-to-banksy-a-new-statue-of-a-suited-man-blinded-by-a-flag-and-walking-off-a-ledge-appeared-in-central-london-180988662/\",\n \"title_zh\": \"伦敦出现新雕像 归属 Banksy 的西装男子被旗帜遮眼\",\n \"created_display\": \"Created: May 03, 2026 / 11:54 PT\",\n \"image_url\": \"https://th-thumbnailer.cdn-si-edu.com/-E_L8LWmpxRR5Ckvs1TP3dR79rA=/fit-in/1600x0/filters:focal(2500x1667:2501x1668)/https://tf-cmsv2-smithsonianmag-media.s3.amazonaws.com/filer_public/6a/4a/6a4a7ecb-3a7c-4ac9-9297-c4cce0ec91b3/new_statue.jpg\",\n \"summary_en\": \"Reports a new Banksy-attributed statue in central London depicting a suited man blinded by a flag, continuing Banksy’s signature social commentary in public sculpture.\",\n \"summary_zh\": \"报道伦敦市中心出现一尊据称归属于 Banksy 的雕像，描绘一名西装男子被旗帜遮眼，延续 Banksy 的公共艺术社会讽刺。\",\n \"hn\": {\n \"id\": 48000152,\n \"type\": \"story\",\n \"by\": \"dryadin\",\n \"score\": 315,\n \"descendants\": 298,\n \"time\": 1777834468,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48000152\"\n },\n \"hot_score\": 3.29,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Why TUIs are back\",\n \"url\": \"https://wiki.alcidesfonseca.com/blog/why-tuis-are-back/\",\n \"title_zh\": \"TUI（可触知用户界面）为何回归\",\n \"created_display\": \"Created: May 03, 2026 / 11:42 PT\",\n \"image_url\": \"https://wiki.alcidesfonseca.com/static/images/alcides_small.jpg\",\n \"summary_en\": \"Tangible user interfaces are making a comeback as advances in fabrication, sensing, and materials enable new physical-digital interactions. The trend favors embodied learning, collaboration, and accessible design through rapid prototyping.\",\n \"summary_zh\": \"可触知用户界面正重新兴起，得益于制材、传感与材料领域的进步，使物理数字互动更直观。该潮流推动以身临其境的学习、协作和可及性为目标的快速原型设计。\",\n \"hn\": {\n \"id\": 48000028,\n \"type\": \"story\",\n \"by\": \"rickcarlino\",\n \"score\": 297,\n \"descendants\": 313,\n \"time\": 1777833748,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48000028\"\n },\n \"tags\": [\n \"Design\",\n \"Hardware\"\n ],\n \"hot_score\": 3.01\n },\n {\n \"title_en\": \"BYOMesh – New LoRa mesh radio offers 100x the bandwidth\",\n \"url\": \"https://partyon.xyz/@nullagent/116499715071759135\",\n \"title_zh\": \"BYOMesh：新一代 LoRa 网状无线电带来 100 倍带宽\",\n \"created_display\": \"Created: May 03, 2026 / 11:03 PT\",\n \"image_url\": \"https://partyon.xyz/packs/media/images/logo-d4b5dc90fd3e117d141ae7053b157f58.svg\",\n \"summary_en\": \"BYOMesh launches a LoRa mesh radio claiming 100x the bandwidth of typical LoRa devices, enabling more data-rich IoT, firmware updates, and real-time telemetry over long ranges. The move highlights how higher-throughput needs are pushing mesh/LPWAN technology beyond traditional use cases.\",\n \"summary_zh\": \"BYOMesh 推出声称比常规 LoRa 设备快 100 倍带宽的网状无线电，可能支持更高数据量的物联网、固件更新和远程遥测等。此举反映了在大范围低功耗网络里，对更高吞吐的需求正在推动新应用场景的产生。\",\n \"hn\": {\n \"id\": 47999636,\n \"type\": \"story\",\n \"by\": \"nullagent\",\n \"score\": 324,\n \"descendants\": 105,\n \"time\": 1777831394,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999636\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 3.0\n },\n {\n \"title_en\": \"The 'Hidden' Costs of Great Abstractions\",\n \"url\": \"https://jdgr.net/the-hidden-costs-of-great-abstractions\",\n \"title_zh\": \"伟大抽象背后的隐藏成本\",\n \"created_display\": \"Created: May 03, 2026 / 16:12 PT\",\n \"image_url\": null,\n \"summary_en\": \"Turns a critical eye to high-level abstractions, showing how they can hide costs like performance overhead, debugging complexity, and maintenance burdens. Encourages mindful design choices that expose true costs.\",\n \"summary_zh\": \"批判性地审视高层抽象，揭示它们可能隐藏的成本，如性能开销、调试复杂性和维护负担。倡导在设计时对真实成本有清晰认识并做出谨慎选择。\",\n \"hn\": {\n \"id\": 48002607,\n \"type\": \"story\",\n \"by\": \"jdgr\",\n \"score\": 114,\n \"descendants\": 27,\n \"time\": 1777849922,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48002607\"\n },\n \"hot_score\": 2.5,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"VS Code inserting 'Co-Authored-by Copilot' into commits regardless of usage\",\n \"url\": \"https://github.com/microsoft/vscode/pull/310226\",\n \"title_zh\": \"VS Code 无论是否使用都在提交中插入“Co-Authored-by Copilot”标签\",\n \"created_display\": \"Created: May 02, 2026 / 12:57 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/9be2ad8fbe999c93412bba9089aaf7e6e780212a98744a40d7294d2a016eec99/microsoft/vscode/pull/310226\",\n \"summary_en\": \"A bug in the editor causes commits to automatically include a Co-Authored-by: Copilot trailer, even when Copilot wasn't used. The behavior fragments authorship signals in Git metadata and could misattribute work, prompting a patch in the works. This highlights the broader challenge of AI-assisted attribution within developer tooling.\",\n \"summary_zh\": \"编辑器存在一个错误，会在提交中自动插入 Co-Authored-by: Copilot 标签，即使未使用 Copilot。该行为会导致 Git 元数据中的署名信息失真，促使相关修复被推进。这凸显了在开发工具中处理 AI 署名的广泛挑战。\",\n \"hn\": {\n \"id\": 47989883,\n \"type\": \"story\",\n \"by\": \"indrora\",\n \"score\": 1345,\n \"descendants\": 717,\n \"time\": 1777751846,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47989883\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 2.17\n },\n {\n \"title_en\": \"Metal Gear Solid 2's source code has been leaked on 4chan\",\n \"url\": \"https://www.thegamer.com/mgs2-hd-edition-source-code-massive-leak/\",\n \"title_zh\": \"4chan 上 Metal Gear Solid 2 源代码泄露\",\n \"created_display\": \"Created: May 03, 2026 / 09:48 PT\",\n \"image_url\": \"https://static0.thegamerimages.com/wordpress/wp-content/uploads/2026/05/new-project-65.jpg?w=1600&h=900&fit=crop\",\n \"summary_en\": \"The leak reportedly exposes Metal Gear Solid 2's source code, fueling discussion about preservation, modding, and IP risk for classic games. It spotlights how legacy code can reappear and affect fan projects and legal considerations.\",\n \"summary_zh\": \"据称泄露的是《合金装备 2》的源代码，引发关于游戏保留、模组开发以及版权风险的讨论。凸显了遗留代码可能再次曝光对粉丝项目和法律的影响。\",\n \"hn\": {\n \"id\": 47998790,\n \"type\": \"story\",\n \"by\": \"rishabhd\",\n \"score\": 249,\n \"descendants\": 114,\n \"time\": 1777826891,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998790\"\n },\n \"tags\": [\n \"Security\",\n \"Legal\"\n ],\n \"hot_score\": 1.96\n },\n {\n \"title_en\": \"A desktop made for one\",\n \"url\": \"https://isene.org/2026/05/Audience-of-One.html\",\n \"title_zh\": \"为一个人定制的桌面\",\n \"created_display\": \"Created: May 03, 2026 / 08:32 PT\",\n \"image_url\": \"https://isene.org/assets/images/geirisene.png\",\n \"summary_en\": \"A desktop built for a single user emphasizes bespoke configurations, streamlined workflows, and software choices tailored to one person's needs. The piece argues for systems optimized around individual requirements rather than generic, mass-market setups.\",\n \"summary_zh\": \"描述为单一用户定制的桌面系统，强调定制化的配置、简化的工作流和专属的软件选择。观点在于以个人需求为中心的系统比大众化设置更高效。\",\n \"hn\": {\n \"id\": 47997947,\n \"type\": \"story\",\n \"by\": \"xngbuilds\",\n \"score\": 283,\n \"descendants\": 118,\n \"time\": 1777822325,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997947\"\n },\n \"tags\": [\n \"Design\"\n ],\n \"hot_score\": 1.93\n },\n {\n \"title_en\": \"Southwest Headquarters Tour\",\n \"url\": \"https://katherinemichel.github.io/blog/travel/southwest-headquarters-tour-2026.html\",\n \"title_zh\": \"西南航空总部参观\",\n \"created_display\": \"Created: May 03, 2026 / 10:02 PT\",\n \"image_url\": \"https://katherinemichel.github.io/blog/travel/_images/social_previews/summary_blog_travel_southwest-headquarters-tour-2026_e22f62e9.png\",\n \"summary_en\": \"A tour of Southwest's headquarters reveals how the airline supports large-scale operations and collaboration through campus tech and security initiatives. It offers practical takeaways for enterprise IT culture, resilient infrastructure, and design-minded corporate spaces.\",\n \"summary_zh\": \"对西南航空总部的参观揭示了公司如何通过园区科技、安保与协作工具支撑大规模运营。为企业 IT 文化、韧性基础设施和设计导向的办公空间提供了可借鉴的经验。\",\n \"hn\": {\n \"id\": 47998946,\n \"type\": \"story\",\n \"by\": \"KatiMichel\",\n \"score\": 216,\n \"descendants\": 66,\n \"time\": 1777827733,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998946\"\n },\n \"tags\": [\n \"Business\",\n \"Design\",\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 1.75\n },\n {\n \"title_en\": \"For thirty years I programmed with Phish on, every day\",\n \"url\": \"https://christophermeiklejohn.com/ai/personal/phish/flow/agents/2026/05/03/rift.html\",\n \"title_zh\": \"三十年里我每天都和 Phish 一起编程\",\n \"created_display\": \"Created: May 03, 2026 / 08:55 PT\",\n \"image_url\": \"https://christophermeiklejohn.com/og/rift.png\",\n \"summary_en\": \"A personal meditation on how Phish’s music shaped the author’s coding flow for decades, merging rhythm with problem solving. It offers a human side of software craft and how music can underpin productive workflows.\",\n \"summary_zh\": \"作者三十年来每天在编程时聆听 Phish，音乐与编码节奏彼此呼应，成为个人工作流的一部分。文章从人性的角度探讨了音乐对软件创作的影响。\",\n \"hn\": {\n \"id\": 47998225,\n \"type\": \"story\",\n \"by\": \"azhenley\",\n \"score\": 200,\n \"descendants\": 160,\n \"time\": 1777823759,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998225\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 1.42\n },\n {\n \"title_en\": \"How far behind is each major Chromium browser?\",\n \"url\": \"https://chromium-drift.pages.dev/\",\n \"title_zh\": \"各大 Chromium 浏览器的落后程度到底有多远？\",\n \"created_display\": \"Created: May 03, 2026 / 10:05 PT\",\n \"image_url\": null,\n \"summary_en\": \"A comparative look at how far behind each major Chromium-based browser is from upstream Chromium in features, performance, and update cadence.\",\n \"summary_zh\": \"对比各大 Chromium 基础浏览器在功能、性能和更新节奏方面与上游 Chromium 的差距。揭示对网页兼容性和用户感知现代性可能造成的影响。\",\n \"hn\": {\n \"id\": 47999006,\n \"type\": \"story\",\n \"by\": \"skaul\",\n \"score\": 172,\n \"descendants\": 58,\n \"time\": 1777827958,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999006\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 1.41\n },\n {\n \"title_en\": \"Introduction to Atom\",\n \"url\": \"https://validator.w3.org/feed/docs/atom.html\",\n \"title_zh\": \"Atom 入门\",\n \"created_display\": \"Created: May 03, 2026 / 15:08 PT\",\n \"image_url\": \"https://www.w3.org/assets/logos/w3c-2025/svg/margins/w3c-letters-bg-white.svg\",\n \"summary_en\": \"Provides a primer on Atom, the open-source text editor, covering core features, package ecosystem, and typical workflows, while noting its evolving status in the editor landscape.\",\n \"summary_zh\": \"介绍开源文本编辑器 Atom 的核心特性、插件生态与常见工作流，并讨论其在编辑器生态中的定位与演变。\",\n \"hn\": {\n \"id\": 48002089,\n \"type\": \"story\",\n \"by\": \"susam\",\n \"score\": 63,\n \"descendants\": 18,\n \"time\": 1777846127,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48002089\"\n },\n \"hot_score\": 1.11,\n \"tags\": [\n \"Open Source\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Make your own microforest (2025)\",\n \"url\": \"https://ambrook.com/offrange/environment/a-forest-in-your-pocket\",\n \"title_zh\": \"在家自造微森林\",\n \"created_display\": \"Created: May 03, 2026 / 12:31 PT\",\n \"image_url\": \"https://cdn.sanity.io/images/h6kk644c/production/97e738f9bc64d3cef96f0f3cc50e758edf052af0-2000x1050.jpg?w=1200&h=630\",\n \"summary_en\": \"A guide to creating a microforest in a small urban space, outlining species selection, planting density, and care using approaches like Miyawaki. It shows how individuals can boost biodiversity and urban cooling with tiny forests.\",\n \"summary_zh\": \"介绍在小型城市空间内自制微森林的要点，涵盖物种选择、密植与养护，采用宫崎式等方法。强调个人也能通过小小森林提升生物多样性和城市降温效果。\",\n \"hn\": {\n \"id\": 48000507,\n \"type\": \"story\",\n \"by\": \"bookofjoe\",\n \"score\": 80,\n \"descendants\": 17,\n \"time\": 1777836695,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48000507\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.91\n },\n {\n \"title_en\": \"Bad Connection: Global telecom exploitation by covert surveillance actors\",\n \"url\": \"https://citizenlab.ca/research/uncovering-global-telecom-exploitation-by-covert-surveillance-actors/\",\n \"title_zh\": \"全球电信被隐秘监控行动者利用的安全漏洞\",\n \"created_display\": \"Created: May 03, 2026 / 09:15 PT\",\n \"image_url\": \"https://citizenlab.ca/wp-content/uploads/2026/04/1_Bad-Connection-01.jpg\",\n \"summary_en\": \"A global study reveals covert surveillance actors repeatedly exploit telecom infrastructure to monitor people, challenging privacy and security norms. The report maps tactics, targets, and calls for stronger safeguards and accountability.\",\n \"summary_zh\": \"全球性研究揭示隐蔽监控者反复利用电信基础设施进行监控，威胁隐私与网络安全。报告梳理了攻击手段和目标，并呼吁加强防护与问责。\",\n \"hn\": {\n \"id\": 47998449,\n \"type\": \"story\",\n \"by\": \"miohtama\",\n \"score\": 121,\n \"descendants\": 7,\n \"time\": 1777824949,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998449\"\n },\n \"tags\": [\n \"Security\",\n \"Privacy\",\n \"DevOps\"\n ],\n \"hot_score\": 0.89\n },\n {\n \"title_en\": \"LLMs Are Not a Higher Level of Abstraction\",\n \"url\": \"https://www.lelanthran.com/chap15/content.html\",\n \"title_zh\": \"LLMs 不是更高层次的抽象\",\n \"created_display\": \"Created: May 03, 2026 / 10:51 PT\",\n \"image_url\": null,\n \"summary_en\": \"Contends that large language models are not simply a new abstraction layer; they introduce novel failure modes, data leakage risks, and demand new cost, latency, and reliability considerations.\",\n \"summary_zh\": \"主张大型语言模型并非只是新的一层抽象，它们带来新的故障模式、数据泄露风险，并需要在成本、延迟与可靠性方面采取新策略。\",\n \"hn\": {\n \"id\": 47999520,\n \"type\": \"story\",\n \"by\": \"lelanthran\",\n \"score\": 99,\n \"descendants\": 97,\n \"time\": 1777830718,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999520\"\n },\n \"hot_score\": 0.89,\n \"tags\": [\n \"AI\",\n \"Security\",\n \"Data\"\n ]\n },\n {\n \"title_en\": \"Security through obscurity is not bad\",\n \"url\": \"https://mobeigi.com/blog/security/security-through-obscurity-is-not-bad/\",\n \"title_zh\": \"安全性并非来自暴露：隐藏策略也有价值\",\n \"created_display\": \"Created: May 03, 2026 / 07:49 PT\",\n \"image_url\": \"https://mobeigi.com/_next/image/?url=%2Fimages%2Favatar%2Fai-mo.png&w=640&q=100\",\n \"summary_en\": \"A provocative take arguing that obscurity, used judiciously, can complement strong security practices rather than replace them. It discusses how limited visibility can reduce attack surfaces, protect IP, and buy time against adversaries.\",\n \"summary_zh\": \"作者主张在恰当时机下的隐藏/保密可以与强安全措施互补，而不是取代它们。文中指出有限的可见性可降低攻击面、保护知识产权，并为防御赢得时间。\",\n \"hn\": {\n \"id\": 47997486,\n \"type\": \"story\",\n \"by\": \"mobeigi\",\n \"score\": 139,\n \"descendants\": 149,\n \"time\": 1777819796,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997486\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.87\n },\n {\n \"title_en\": \"Kimi K2.6 just beat Claude, GPT-5.5, and Gemini in a coding challenge\",\n \"url\": \"https://thinkpol.ca/2026/04/30/an-open-weights-chinese-model-just-beat-claude-gpt-5-5-and-gemini-in-a-programming-challenge/\",\n \"title_zh\": \"Kimi K2.6 在编码挑战中击败 Claude、GPT-5.5 与 Gemini\",\n \"created_display\": \"Created: May 02, 2026 / 21:05 PT\",\n \"image_url\": \"https://thinkpol.ca/wp-content/uploads/2026/04/tp_cover.png\",\n \"summary_en\": \"Kimi K2.6, an open-weights Chinese model, beat Claude, GPT-5.5, and Gemini in a programming challenge. This underscores rapid progress in open-weight models and code-aware capabilities, showing non-proprietary models can compete with leading closed models on real tasks. It may heighten interest in open-source NLP tooling and benchmarks.\",\n \"summary_zh\": \"Kimi K2.6 在一次编码挑战中击败 Claude、GPT-5.5 与 Gemini，凸显开放权重模型在代码任务上的竞争力。此成就强调代码生成与理解领域的快速进步，以及对闭源大模型市场的潜在冲击。\",\n \"hn\": {\n \"id\": 47993235,\n \"type\": \"story\",\n \"by\": \"bazlightyear\",\n \"score\": 329,\n \"descendants\": 187,\n \"time\": 1777781128,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47993235\"\n },\n \"tags\": [\n \"AI\",\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 0.85\n },\n {\n \"title_en\": \"Dav2d\",\n \"url\": \"https://code.videolan.org/videolan/dav2d\",\n \"title_zh\": \"Dav2d：VideoLAN 的高性能 AV1 解码库\",\n \"created_display\": \"Created: May 02, 2026 / 10:32 PT\",\n \"image_url\": \"https://code.videolan.org/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=1.25.0\",\n \"summary_en\": \"Dav2d is an open-source, high-performance AV1 decoder from VideoLAN designed for speed and portability. It underscores ongoing efforts to improve decoding efficiency for modern codecs across media ecosystems and embedded devices.\",\n \"summary_zh\": \"Dav2d 是 VideoLAN 推出的开源高性能 AV1 解码库，强调在多平台/嵌入式设备上提升现代编解码效率。\",\n \"hn\": {\n \"id\": 47988504,\n \"type\": \"story\",\n \"by\": \"dabinat\",\n \"score\": 578,\n \"descendants\": 166,\n \"time\": 1777743149,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988504\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 0.83\n },\n {\n \"title_en\": \"A couple million lines of Haskell: Production engineering at Mercury\",\n \"url\": \"https://blog.haskell.org/a-couple-million-lines-of-haskell/\",\n \"title_zh\": \"Mercury 的生产工程：数百万行 Haskell 代码\",\n \"created_display\": \"Created: May 02, 2026 / 17:01 PT\",\n \"image_url\": \"https://blog.haskell.org/images/haskell-opengraph.png\",\n \"summary_en\": \"Mercury's production engineering team manages a codebase of several million lines of Haskell in production.\",\n \"summary_zh\": \"Mercury 的生产工程团队在生产环境中管理着数百万行 Haskell 代码，展示了如何将 Haskell 规模化。文中讨论了工具链、可靠性实践，以及强类型语言在实际系统中的应用。\",\n \"hn\": {\n \"id\": 47991802,\n \"type\": \"story\",\n \"by\": \"unignorant\",\n \"score\": 408,\n \"descendants\": 204,\n \"time\": 1777766474,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991802\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.82\n },\n {\n \"title_en\": \"This Month in Ladybird – April 2026\",\n \"url\": \"https://ladybird.org/newsletter/2026-04-30/\",\n \"title_zh\": \"Ladybird 本月要闻（2026 年 4 月）\",\n \"created_display\": \"Created: May 02, 2026 / 13:46 PT\",\n \"image_url\": \"https://ladybird.org/assets/img/ladybird-purple-on-black.png\",\n \"summary_en\": \"This April issue highlights progress, features, and milestones from the Ladybird project, reflecting active development and community contributions. It offers a compact view of what's new and what's next for the project.\",\n \"summary_zh\": \"四月刊聚焦 Ladybird 项目的进展、新特性与里程碑，体现积极的开发与社区贡献，帮助读者把握最新动向。\",\n \"hn\": {\n \"id\": 47990318,\n \"type\": \"story\",\n \"by\": \"richardboegli\",\n \"score\": 469,\n \"descendants\": 133,\n \"time\": 1777754790,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990318\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.79\n },\n {\n \"title_en\": \"I recreated the Apple Lisa computer inside an FPGA [video]\",\n \"url\": \"https://www.youtube.com/watch?v=8jNQDcpHc68\",\n \"title_zh\": \"我在 FPGA 中重现 Apple Lisa 计算机\",\n \"created_display\": \"Created: May 03, 2026 / 10:45 PT\",\n \"image_url\": null,\n \"summary_en\": \"A hands-on project recreates the Apple Lisa architecture on an FPGA, offering a tangible tour of its hardware quirks and OS interactions. It provides nostalgia plus a practical view into how legacy systems can be prototyped today.\",\n \"summary_zh\": \"通过在 FPGA 上复现 Apple Lisa 的架构，展示了其硬件特点与与操作系统的交互。既有怀旧情怀，也展现了用现代现场可编程硬件原型化旧系统的可行性。\",\n \"hn\": {\n \"id\": 47999460,\n \"type\": \"story\",\n \"by\": \"cyrc\",\n \"score\": 88,\n \"descendants\": 17,\n \"time\": 1777830347,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999460\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.78\n },\n {\n \"title_en\": \"Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML\",\n \"url\": \"https://acai.sh/blog/specsmaxxing\",\n \"title_zh\": \"Specsmaxxing：克服 AI 的认知失衡，以及为何用 YAML 编写规格\",\n \"created_display\": \"Created: May 02, 2026 / 23:33 PT\",\n \"image_url\": \"https://acai.mintlify.app/mintlify-assets/_next/image?url=%2F_mintlify%2Fapi%2Fog%3Fdivision%3DDocumentation%26title%3DSpecsmaxxing%26description%3DOn%2Bovercoming%2BAI%2Bpsychosis%252C%2Band%2Bwhy%2BI%2Bwrite%2Bspecs%2Bin%2BYAML%2B%2528plus%2Bopen-sourcing%2Ba%2Btoolkit%2Bfor%2Byou%2Bto%2Btry%2529%26logoLight%3Dhttps%253A%252F%252Fmintcdn.com%252Facai%252F64tMg2VKm-ey5cuT%252Flogo-word.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253D64tMg2VKm-ey5cuT%2526q%253D85%2526s%253D95b3095af445779b3cd61dc26931fa84%26logoDark%3Dhttps%253A%252F%252Fmintcdn.com%252Facai%252F64tMg2VKm-ey5cuT%252Flogo-word.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253D64tMg2VKm-ey5cuT%2526q%253D85%2526s%253D95b3095af445779b3cd61dc26931fa84%26primaryColor%3D%2523930d7a%26lightColor%3D%2523f765f7%26darkColor%3D%25231a0416%26backgroundLight%3D%2523fcf8fb%26backgroundDark%3D%2523140411&w=1200&q=100\",\n \"summary_en\": \"Specmaxxing argues that AI hype can be tempered by disciplined, machine-readable specs. It advocates using YAML to encode requirements, tests, and acceptance criteria to keep expectations realistic. The piece ties rigorous specification to clearer human–AI collaboration and governance.\",\n \"summary_zh\": \"Specsmaxxing 指出，通过严格、机器可读的规格可以抑制 AI 的过度炒作。主张用 YAML 将需求、测试和验收标准编码，以保持期望现实且便于沟通。将规范化写作视为改进人机协作和治理的关键手段。\",\n \"hn\": {\n \"id\": 47994012,\n \"type\": \"story\",\n \"by\": \"brendanmc6\",\n \"score\": 243,\n \"descendants\": 254,\n \"time\": 1777790018,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47994012\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.74\n },\n {\n \"title_en\": \"Six years perfecting maps on watchOS\",\n \"url\": \"https://www.david-smith.org/blog/2026/04/29/maps-on-watchos/\",\n \"title_zh\": \"在 WatchOS 上打磨地图六年\",\n \"created_display\": \"Created: May 02, 2026 / 14:14 PT\",\n \"image_url\": \"https://fast.crossforward.com/resources/cloughhead.jpeg\",\n \"summary_en\": \"David Smith recounts six years of building maps for Apple Watch, detailing constraints like small screens, offline data, and battery life. The piece distills lessons on delivering usable geolocation features in wearables and what it takes to go from concept to a reliable user experience.\",\n \"summary_zh\": \"作者回顾在 Apple Watch 上开发地图的六年历程，揭示屏幕小、离线数据与电池限制等挑战，以及在穿戴设备上落地可用地理定位功能所需的经验与教训。\",\n \"hn\": {\n \"id\": 47990606,\n \"type\": \"story\",\n \"by\": \"valzevul\",\n \"score\": 414,\n \"descendants\": 106,\n \"time\": 1777756469,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990606\"\n },\n \"tags\": [\n \"Programming\",\n \"Energy\"\n ],\n \"hot_score\": 0.71\n },\n {\n \"title_en\": \"OpenAI's o1 correctly diagnosed 67% of ER patients vs. 50-55% by triage doctors\",\n \"url\": \"https://www.theguardian.com/technology/2026/apr/30/ai-outperforms-doctors-in-harvard-trial-of-emergency-triage-diagnoses\",\n \"title_zh\": \"OpenAI 的 o1 在急诊诊断中正确率达 67%，超出分诊医生的 50–55%\",\n \"created_display\": \"Created: May 02, 2026 / 17:30 PT\",\n \"image_url\": \"https://i.guim.co.uk/img/media/7f4b1062db43fb053f4d68c08b8e92dd39f49107/0_62_4362_3487/master/4362.jpg?width=1200&height=630&quality=85&auto=format&fit=crop&precrop=40:21,offset-x50,offset-y0&overlay-align=bottom%2Cleft&overlay-width=100p&overlay-base64=L2ltZy9zdGF0aWMvb3ZlcmxheXMvdGctZGVmYXVsdC5wbmc&enable=upscale&s=ceb8f56ddb65e715896d86461e95819f\",\n \"summary_en\": \"In a Harvard trial, OpenAI's o1 correctly diagnosed 67% of ER patients, compared with 50-55% by triage doctors. This demonstrates AI's potential to augment emergency triage, but real-world deployment must address safety, workflow integration, and clinician oversight.\",\n \"summary_zh\": \"在哈佛的一项试验中，o1 在急诊患者诊断中的正确率达到 67%，明显高于分诊医生的 50–55%。这显示人工智能有潜力提升急诊分诊的效率与准确性，但将其落地需解决安全性、工作流整合以及医生监督等挑战。\",\n \"hn\": {\n \"id\": 47991981,\n \"type\": \"story\",\n \"by\": \"donsupreme\",\n \"score\": 338,\n \"descendants\": 273,\n \"time\": 1777768250,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991981\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.7\n },\n {\n \"title_en\": \"NetHack 5.0.0\",\n \"url\": \"https://nethack.org/v500/release.html\",\n \"title_zh\": \"NetHack 5.0.0 发布\",\n \"created_display\": \"Created: May 02, 2026 / 11:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"NetHack 5.0.0 marks a milestone release for the long-running roguelike, delivering extensive bug fixes, balance tweaks, and quality-of-life improvements. The update stabilizes gameplay across platforms while preserving the game's classic depth, offering newcomers a gentler entry point without sacrificing veteran strategy.\",\n \"summary_zh\": \"这是对这款长期运行的roguelike的里程碑式更新，带来大量的错误修正、平衡调整和提升体验的改进。新版本在多平台上稳定玩法，同时保留了原有的深度，为新手和老玩家都提供更友善的入门体验。\",\n \"hn\": {\n \"id\": 47988776,\n \"type\": \"story\",\n \"by\": \"rsaarelm\",\n \"score\": 473,\n \"descendants\": 157,\n \"time\": 1777745022,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988776\"\n },\n \"tags\": [\n \"Gaming\"\n ],\n \"hot_score\": 0.69\n },\n {\n \"title_en\": \"Do_not_track\",\n \"url\": \"https://donottrack.sh/\",\n \"title_zh\": \"Do_not_track：一个简化隐私保护的开源工具\",\n \"created_display\": \"Created: May 02, 2026 / 10:40 PT\",\n \"image_url\": \"https://donottrack.sh/img/share.png\",\n \"summary_en\": \"Do_not_track is a tool aiming to make opting out of tracking easier and more effective for users. It embodies a pragmatic approach to privacy in an era of pervasive data collection and could influence how individuals shield themselves online.\",\n \"summary_zh\": \"Do_not_track 是一个旨在简化用户隐私保护、便于拒绝跟踪的工具，体现了在广泛数据收集环境中对隐私的务实保护思路。\",\n \"hn\": {\n \"id\": 47988592,\n \"type\": \"story\",\n \"by\": \"RubyGuy\",\n \"score\": 474,\n \"descendants\": 146,\n \"time\": 1777743655,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988592\"\n },\n \"tags\": [\n \"Privacy\"\n ],\n \"hot_score\": 0.68\n },\n {\n \"title_en\": \"Alert-driven monitoring\",\n \"url\": \"https://simpleobservability.com/docs/alert-driven-monitoring\",\n \"title_zh\": \"基于告警驱动的监控\",\n \"created_display\": \"Created: May 03, 2026 / 07:02 PT\",\n \"image_url\": \"https://simpleobservability.com/og-image.png\",\n \"summary_en\": \"Alert-Driven Monitoring describes a monitoring approach where alerts guide the instrumentation and response workflows. It argues for designing actionable alerts with clear runbooks and automation to reduce noise and speed incident containment. The concept complements existing metrics dashboards by focusing on what actually requires action.\",\n \"summary_zh\": \"告警驱动的监控将告警作为驱动，将监控的编排和响应流程引导。主张以可操作的告警、清晰的处置手册与自动化为设计核心，以减少噪声并提升事件处置速度。该理念与现有的指标仪表板互补，聚焦于真正需要采取行动的场景。\",\n \"hn\": {\n \"id\": 47997056,\n \"type\": \"story\",\n \"by\": \"khazit\",\n \"score\": 109,\n \"descendants\": 40,\n \"time\": 1777816943,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997056\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 0.63\n },\n {\n \"title_en\": \"Porsche will contest Laguna Seca in historic colors of the Apple Computer livery\",\n \"url\": \"https://newsroom.porsche.com/en_US/2026/motorsport/porsche-will-contest-laguna-seca-in-historic-colors-of-the-apple-computer-livery.html\",\n \"title_zh\": \"保时捷将在拉古纳塞卡以 Apple 电脑专属历史涂装参赛\",\n \"created_display\": \"Created: May 03, 2026 / 07:13 PT\",\n \"image_url\": \"https://porschepictures.flowcenter.de/pmdb/thumbnail.cgi?id=333466&w=700&h=525&crop=0&public=1&cs=830e663913aaf34f\",\n \"summary_en\": \"Porsche will race Laguna Seca in historic Apple Computer livery colors, reviving a retro branding moment on the track. The retro aesthetic underscores how branding and color stories influence fan engagement and media coverage in motorsport.\",\n \"summary_zh\": \"保时捷将在拉古纳塞卡以苹果电脑专属历史涂装参赛，重现昔日品牌形象。此举展示了品牌色彩在赛车赛事中的传播力和对观众参与度、媒体关注的影响。\",\n \"hn\": {\n \"id\": 47997138,\n \"type\": \"story\",\n \"by\": \"Amorymeltzer\",\n \"score\": 108,\n \"descendants\": 48,\n \"time\": 1777817603,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997138\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.63\n },\n {\n \"title_en\": \"Why does it take so long to release black fan versions?\",\n \"url\": \"https://www.noctua.at/en/expertise/blog/how-can-it-take-so-long-to-release-black-fan-versions\",\n \"title_zh\": \"为什么推出黑色版风扇需要这么久？\",\n \"created_display\": \"Created: May 01, 2026 / 21:38 PT\",\n \"image_url\": null,\n \"summary_en\": \"Manufacturing a black edition requires retooling lines, requalifying components, and coordinating color coatings with supply chains, QA, and certification work. That combination slows the release cadence even as base models ship.\",\n \"summary_zh\": \"黑色版风扇的推出需要在制造线上进行重新布置、重新进行组件认证，并协调涂层、原料与供应链等环节，再加上严格的质量检测与认证流程。这些综合因素使得新版本的上市节奏明显慢于原厂标准款。\",\n \"hn\": {\n \"id\": 47983352,\n \"type\": \"story\",\n \"by\": \"buildbot\",\n \"score\": 735,\n \"descendants\": 294,\n \"time\": 1777696684,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47983352\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.62\n },\n {\n \"title_en\": \"Show HN: Apple's SHARP running in the browser via ONNX runtime web\",\n \"url\": \"https://github.com/bring-shrubbery/ml-sharp-web\",\n \"title_zh\": \"Show HN：Apple 的 Sharp 在浏览器中通过 ONNX Runtime Web 运行\",\n \"created_display\": \"Created: May 03, 2026 / 02:14 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/8b103387c49a270efed9e1c9f12e143bef9fdd13cd670ba16afa870e9ddb43d9/bring-shrubbery/ml-sharp-web\",\n \"summary_en\": \"A Show HN post demonstrates Apple’s Sharp running in the browser via ONNX Runtime Web. It showcases how browser-based inference can be feasible for certain ML workloads without server round-trips.\",\n \"summary_zh\": \"Show HN 展示 Apple 的 Sharp 如何通过 ONNX Runtime Web 在浏览器中运行。演示了在浏览器端进行机器学习推理在无需服务器往返的情况下的可行性。讨论了在 JavaScript 环境中运行非原生模型时的可访问性与性能取舍。\",\n \"hn\": {\n \"id\": 47995037,\n \"type\": \"story\",\n \"by\": \"bring-shrubbery\",\n \"score\": 166,\n \"descendants\": 41,\n \"time\": 1777799696,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995037\"\n },\n \"tags\": [\n \"Show HN\",\n \"AI\",\n \"Web\"\n ],\n \"hot_score\": 0.62\n },\n {\n \"title_en\": \"Nuclear receptor 4A1 linked to health effects of coffee: study\",\n \"url\": \"https://sciencex.com/news/2026-04-coffee-doesnt-key-biological-pathway.html\",\n \"title_zh\": \"咖啡与健康：NR4A1 与咖啡健康效应的关联研究\",\n \"created_display\": \"Created: May 03, 2026 / 04:12 PT\",\n \"image_url\": \"https://scx2.b-cdn.net/gfx/news/hires/2026/coffee-doesnt-just-wak.jpg\",\n \"summary_en\": \"A study links nuclear receptor NR4A1 to observed health effects from coffee consumption, suggesting molecular pathways that influence metabolism and inflammation. The finding helps explain why coffee impacts people differently and could guide personalized nutrition.\",\n \"summary_zh\": \"研究发现核受体 NR4A1 与咖啡摄入的健康效应相关，提示可能影响代谢和炎症的分子通路。研究有助于解释个体对咖啡反应的差异，并为个性化营养提供线索。\",\n \"hn\": {\n \"id\": 47995757,\n \"type\": \"story\",\n \"by\": \"pseudolus\",\n \"score\": 117,\n \"descendants\": 91,\n \"time\": 1777806749,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995757\"\n },\n \"tags\": [\n \"Science\",\n \"Health\",\n \"Energy\"\n ],\n \"hot_score\": 0.51\n },\n {\n \"title_en\": \"Show HN: Ableton Live MCP\",\n \"url\": \"https://github.com/bschoepke/ableton-live-mcp\",\n \"title_zh\": \"Show HN: Ableton Live 的 MIDI 控制协议实现\",\n \"created_display\": \"Created: May 03, 2026 / 11:05 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/8ab510436154fe30a02458342c19bbb0fea574e7a250a19c23068f57e524530b/bschoepke/ableton-live-mcp\",\n \"summary_en\": \"An open-source project implementing a MIDI Control Protocol for Ableton Live, enabling external hardware and scripts to control the DAW. It showcases new automation workflows and potential for customized live setups.\",\n \"summary_zh\": \"一个开源项目实现 Ableton Live 的 MIDI 控制协议，使外部硬件和脚本能够对这款数字音频工作站进行控制，展现了新的自动化工作流和定制化的现场演出潜力。\",\n \"hn\": {\n \"id\": 47999656,\n \"type\": \"story\",\n \"by\": \"bschoepke\",\n \"score\": 52,\n \"descendants\": 31,\n \"time\": 1777831528,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999656\"\n },\n \"hot_score\": 0.48,\n \"tags\": [\n \"Show HN\",\n \"Open Source\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Neanderthals ran 'fat factories' 125k years ago (2025)\",\n \"url\": \"https://www.universiteitleiden.nl/en/news/2025/07/neanderthals-ran-fat-factories-125000-years-ago\",\n \"title_zh\": \"125,000 年前尼安德特人运营脂肪工厂\",\n \"created_display\": \"Created: May 02, 2026 / 13:42 PT\",\n \"image_url\": \"https://www.universiteitleiden.nl/binaries/content/gallery/ul2/main-images/archaeology/neumark-banner.jpg/neumark-banner.jpg/d600x315\",\n \"summary_en\": \"New archaeological findings suggest Neanderthals ran large-scale fat-processing activities 125,000 years ago, hinting at sophisticated subsistence strategies and social organization. The discovery adds nuance to our understanding of Neanderthal cognition and energy management.\",\n \"summary_zh\": \"新发现表明 125,000 年前的尼安德特人进行大规模脂肪加工，暴露出复杂的生计策略与社群组织能力，丰富了对其认知与能量管理的理解。\",\n \"hn\": {\n \"id\": 47990284,\n \"type\": \"story\",\n \"by\": \"andsoitis\",\n \"score\": 271,\n \"descendants\": 146,\n \"time\": 1777754540,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990284\"\n },\n \"tags\": [\n \"Science\",\n \"Energy\"\n ],\n \"hot_score\": 0.45\n },\n {\n \"title_en\": \"California to begin ticketing driverless cars that violate traffic laws\",\n \"url\": \"https://www.bbc.com/news/articles/clypjx3rg2go\",\n \"title_zh\": \"加州将对违反交通法规的无人驾驶汽车开罚单\",\n \"created_display\": \"Created: May 02, 2026 / 10:59 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/4bd8/live/9ece7410-4634-11f1-b14f-8905f097c360.jpg\",\n \"summary_en\": \"California plans to ticket autonomous cars that violate traffic laws through automated enforcement, pushing accountability onto AV operators. The move accelerates safety governance for on-road robo-taxis and tests how regulators handle software-driven infractions.\",\n \"summary_zh\": \"加州计划对违反交通法规的无人驾驶汽车进行自动执法并开罚单，将问责落在运营方身上。此举加速了对路上机器人出租车的安全治理，并测试监管机构对软件性违规的处理方式。\",\n \"hn\": {\n \"id\": 47988742,\n \"type\": \"story\",\n \"by\": \"geox\",\n \"score\": 304,\n \"descendants\": 320,\n \"time\": 1777744758,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988742\"\n },\n \"tags\": [\n \"Politics\"\n ],\n \"hot_score\": 0.44\n },\n {\n \"title_en\": \"Maryland to ban A.I.-driven price increases in grocery stores\",\n \"url\": \"https://www.nytimes.com/2026/05/01/business/surveillance-pricing-groceries-maryland.html\",\n \"title_zh\": \"马里兰成为首个禁止 AI 驱动涨价的超市定价的州\",\n \"created_display\": \"Created: May 02, 2026 / 18:24 PT\",\n \"image_url\": null,\n \"summary_en\": \"Maryland passes a first-in-the-nation ban on AI-driven price increases in grocery stores, aiming to curb personalized pricing powered by consumer data. The move raises policy questions about fairness, transparency, and consumer protection in data-driven pricing.\",\n \"summary_zh\": \"马里兰州成为首个禁止超市使用 AI 驱动定价策略的州，意在限制基于消费者数据的个性化定价。此举引发关于公平性、透明度与消费者保护之间的讨论。\",\n \"hn\": {\n \"id\": 47992349,\n \"type\": \"story\",\n \"by\": \"doener\",\n \"score\": 203,\n \"descendants\": 185,\n \"time\": 1777771449,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992349\"\n },\n \"tags\": [\n \"Politics\",\n \"AI\"\n ],\n \"hot_score\": 0.44\n },\n {\n \"title_en\": \"The Oscars just banned AI from winning acting and writing awards\",\n \"url\": \"https://gizmodo.com/the-oscars-just-banned-ai-from-winning-acting-and-writing-awards-2000753740\",\n \"title_zh\": \"奥斯卡刚宣布禁止 AI 获得最佳表演与编剧奖项\",\n \"created_display\": \"Created: May 03, 2026 / 10:34 PT\",\n \"image_url\": null,\n \"summary_en\": \"The Oscars block AI from winning acting and writing awards, reinforcing human-centered categories and prompting studios to rethink AI's role in production. It signals a turning point for how AI is treated in mainstream entertainment awards.\",\n \"summary_zh\": \"奥斯卡宣布禁用 AI 参与最佳表演与最佳编剧等奖项，强调人类作品的优先地位，并促使业界重新评估 AI 在制作中的角色。\",\n \"hn\": {\n \"id\": 47999346,\n \"type\": \"story\",\n \"by\": \"ZeidJ\",\n \"score\": 45,\n \"descendants\": 17,\n \"time\": 1777829655,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999346\"\n },\n \"hot_score\": 0.38,\n \"tags\": [\n \"Entertainment\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"A network smuggling Starlink tech into Iran to beat internet blackout\",\n \"url\": \"https://www.bbc.com/news/articles/cvgzk91leweo\",\n \"title_zh\": \"秘密网络通过走私 Starlink 设备进入伊朗以绕过互联网封锁\",\n \"created_display\": \"Created: May 02, 2026 / 18:22 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/8c14/live/20b8b580-44c8-11f1-ac78-2112837ce2aa.jpg\",\n \"summary_en\": \"A clandestine network smuggled Starlink hardware into Iran to bypass a government internet blackout. The move highlights how satellite-based connectivity can undermine censorship, raising questions about regulatory controls and information access. It also shows the ongoing tension between tech access and state control.\",\n \"summary_zh\": \"一个秘密网络向伊朗走私 Starlink 设备，试图突破政府的互联网封锁。此举揭示卫星联网在规避审查方面的潜力，同时引发对监管、供应链及信息获取影响的讨论。\",\n \"hn\": {\n \"id\": 47992338,\n \"type\": \"story\",\n \"by\": \"1659447091\",\n \"score\": 171,\n \"descendants\": 127,\n \"time\": 1777771361,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992338\"\n },\n \"tags\": [\n \"Space\",\n \"Politics\",\n \"Hardware\"\n ],\n \"hot_score\": 0.37\n },\n {\n \"title_en\": \"DeepSeek V4 – almost on the frontier\",\n \"url\": \"https://simonwillison.net/2026/Apr/24/deepseek-v4/\",\n \"title_zh\": \"DeepSeek V4：几近前沿\",\n \"created_display\": \"Created: May 01, 2026 / 09:52 PT\",\n \"image_url\": \"https://static.simonwillison.net/static/2026/deepseek-v4-card.jpg\",\n \"summary_en\": \"DeepSeek V4 pushes closer to the frontier of data-search tooling, with improvements in indexing speed and user workflow. It frames how this version stacks up against peers and what the next leap in AI-assisted data discovery might look like.\",\n \"summary_zh\": \"DeepSeek V4 靠近数据检索工具的前沿，在索引速度和工作流方面有显著改进。它评估了该版本与同类产品的差异以及AI辅助数据发现的下一步可能走向。\",\n \"hn\": {\n \"id\": 47977026,\n \"type\": \"story\",\n \"by\": \"indigodaddy\",\n \"score\": 626,\n \"descendants\": 371,\n \"time\": 1777654363,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47977026\"\n },\n \"tags\": [\n \"Data\",\n \"AI\"\n ],\n \"hot_score\": 0.36\n },\n {\n \"title_en\": \"Breaking up with WordPress after two decades\",\n \"url\": \"https://yusufaytas.com/breaking-up-with-wordpress-after-two-decades\",\n \"title_zh\": \"二十年后与 WordPress 说再见\",\n \"created_display\": \"Created: May 03, 2026 / 07:34 PT\",\n \"image_url\": \"https://yusufaytas.com/images/2026/04/updown-io-uptime-dashboard.png\",\n \"summary_en\": \"After two decades with WordPress, the author breaks away, citing plugin bloat, maintenance burden, and a desire for a more modern stack. The piece outlines a migration strategy, covering content preservation, SEO implications, and choosing a new framework or static-site approach. It serves as a case study for long-running sites reconsidering their tech stack.\",\n \"summary_zh\": \"在 WordPress 持续使用了二十年后，作者决定告别，原因包括插件臃肿、维护负担与希望采用更现代的技术栈。文章给出迁移策略，涵盖内容保留、SEO 影响以及选择新框架或静态站点方案。这为长期站点重新评估技术栈提供了一个案例研究。\",\n \"hn\": {\n \"id\": 47997339,\n \"type\": \"story\",\n \"by\": \"owenbuilds\",\n \"score\": 59,\n \"descendants\": 30,\n \"time\": 1777818841,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997339\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.36\n },\n {\n \"title_en\": \"Investors pile into clean energy as Iran war drives push for energy security\",\n \"url\": \"https://www.ft.com/content/9921f2b5-c910-4cec-a50f-cad453935a1a\",\n \"title_zh\": \"在伊朗战争推动能源安全的背景下，投资者涌向清洁能源\",\n \"created_display\": \"Created: May 03, 2026 / 02:26 PT\",\n \"image_url\": \"https://images.ft.com/v3/image/raw/https%3A%2F%2Fd1e00ek4ebabms.cloudfront.net%2Fproduction%2F566a691b-057b-4598-8795-7b11a7d27b87.jpg?source=next-barrier-page\",\n \"summary_en\": \"Investors are flocking to clean energy as geopolitical tensions push energy security higher on the agenda. The surge in funding spans renewables, storage, and grid resilience, with policy and market signals accelerating the transition. Geopolitics may expedite diversification away from fossil fuels and boost long-term climate and energy goals.\",\n \"summary_zh\": \"在地缘政治紧张局势推动能源安全议程之际，投资者正涌向清洁能源。资金涌向可再生能源、储能与电网韧性建设，政策与市场信号正在加速能源转型。地缘政治因素可能加速对化石燃料的多元化依赖，推动长期气候与能源目标的实现。\",\n \"hn\": {\n \"id\": 47995125,\n \"type\": \"story\",\n \"by\": \"JumpCrisscross\",\n \"score\": 94,\n \"descendants\": 100,\n \"time\": 1777800408,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995125\"\n },\n \"hot_score\": 0.35,\n \"tags\": [\n \"Energy\",\n \"Business\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Open source does not imply open community\",\n \"url\": \"https://blog.feld.me/posts/2026/04/open-source-does-not-imply-open-community/\",\n \"title_zh\": \"开源并不等同于开放社区\",\n \"created_display\": \"Created: May 02, 2026 / 19:36 PT\",\n \"image_url\": \"https://blog.feld.me/static/site_logo_512.png\",\n \"summary_en\": \"The post argues that open-source projects can still have closed or gated communities, highlighting governance, contributor inclusion, and decision-making opacity. The takeaway: open source ≠ open governance; communities matter for sustainability.\",\n \"summary_zh\": \"文章指出开源项目也可能存在封闭的或受限的社区治理现象，强调治理透明度、参与者包容性与决策过程的重要性。结论是开源并不等同于开放的治理体系，社区的结构影响长期可持续性。\",\n \"hn\": {\n \"id\": 47992772,\n \"type\": \"story\",\n \"by\": \"RohanAdwankar\",\n \"score\": 147,\n \"descendants\": 41,\n \"time\": 1777775769,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992772\"\n },\n \"tags\": [\n \"Open Source\",\n \"Culture\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"Modern jet engine turbines: each blade a single crystal (2015)\",\n \"url\": \"https://www.americanscientist.org/article/each-blade-a-single-crystal\",\n \"title_zh\": \"现代喷气发动机涡轮：每个叶片都是单晶（2015）\",\n \"created_display\": \"Created: May 03, 2026 / 07:02 PT\",\n \"image_url\": \"https://www.americanscientist.org/sites/americanscientist.org/themes/amsci/img/sigma-xi-logo-sm.png\",\n \"summary_en\": \"A 2015 overview of single-crystal turbine blades, showing how this materials advancement improves high-temperature strength and efficiency in modern engines. Provides historical context for ongoing aerospace materials research.\",\n \"summary_zh\": \"2015 年对单晶涡轮叶片的概述，指出这一材料进步提升了高温强度和发动机效率，为现代航空材料研究提供了历史背景。\",\n \"hn\": {\n \"id\": 47997059,\n \"type\": \"story\",\n \"by\": \"whycome\",\n \"score\": 58,\n \"descendants\": 22,\n \"time\": 1777816953,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997059\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.33\n },\n {\n \"title_en\": \"Roblox shares plummet 18% as child safety measures weigh on bookings\",\n \"url\": \"https://www.cnbc.com/2026/05/01/roblox-rblx-stock-child-safety-earnings.html\",\n \"title_zh\": \"Roblox 股价下跌 18%，儿童安全措施拖累订单\",\n \"created_display\": \"Created: May 02, 2026 / 10:10 PT\",\n \"image_url\": \"https://image.cnbcfm.com/api/v1/image/108217783-1761657779238-gettyimages-2238840255-TFSPI_04102025-1315.jpeg?v=1761657810&w=1920&h=1080\",\n \"summary_en\": \"Roblox's stock fell after earnings as safety-focused changes dampened bookings, signaling a tension between platform safety and monetization. The result underscores how child-safety measures and parental controls can materially impact growth in consumer-facing online services.\",\n \"summary_zh\": \"Roblox 在财报后股价下跌约 18%，因为以安全为导向的变动压缩了订单量。这凸显了平台安全与商业化之间的矛盾，儿童安全措施和家长控制对面向消费者的在线服务增长有实际影响。\",\n \"hn\": {\n \"id\": 47988261,\n \"type\": \"story\",\n \"by\": \"1vuio0pswjnm7\",\n \"score\": 229,\n \"descendants\": 136,\n \"time\": 1777741818,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988261\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.32\n },\n {\n \"title_en\": \"Talking to Transformers\",\n \"url\": \"https://miraos.org/blog/2026/05/02/talking-to-transformers\",\n \"title_zh\": \"与 Transformer 对话\",\n \"created_display\": \"Created: May 03, 2026 / 11:17 PT\",\n \"image_url\": \"https://miraos.org/assets/images/logo.png\",\n \"summary_en\": \"Explores interacting with transformer models, covering prompt design, model behavior, and practical use cases. It highlights tips for getting more reliable outputs and understanding model limits.\",\n \"summary_zh\": \"探讨与 Transformer 模型对话的要点，涵盖提示设计、模型行为与实际用例，给出提升输出可靠性和理解模型局限性的要点。\",\n \"hn\": {\n \"id\": 47999776,\n \"type\": \"story\",\n \"by\": \"taylorsatula\",\n \"score\": 33,\n \"descendants\": 3,\n \"time\": 1777832238,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999776\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.31\n },\n {\n \"title_en\": \"Systemd-manager-TUI: A TUI application for managing systemd services\",\n \"url\": \"https://github.com/Matheus-git/systemd-manager-tui\",\n \"title_zh\": \"Systemd-manager-TUI：用于管理 systemd 服务的文本用户界面\",\n \"created_display\": \"Created: May 03, 2026 / 03:55 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7d034eb1338d82acefeb6c298136ec3700cda76378430d3abd615d6749de46df/matheus-git/systemd-manager-tui\",\n \"summary_en\": \"Systemd-manager-TUI is a terminal UI for managing systemd services. It provides easy start/stop, enable/disable, status checks, and log viewing from a compact CLI interface. Designed as a lightweight alternative for headless or constrained environments.\",\n \"summary_zh\": \"Systemd-manager-TUI 是一个用于管理 systemd 服务的文本用户界面。它通过紧凑的 CLI 界面提供启停、启用/禁用、状态查看和日志查看等功能。面向无头或资源受限的环境，旨在成为一个轻量替代工具。\",\n \"hn\": {\n \"id\": 47995649,\n \"type\": \"story\",\n \"by\": \"thunderbong\",\n \"score\": 70,\n \"descendants\": 24,\n \"time\": 1777805730,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995649\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.3\n },\n {\n \"title_en\": \"The agent harness belongs outside the sandbox\",\n \"url\": \"https://www.mendral.com/blog/agent-harness-belongs-outside-sandbox\",\n \"title_zh\": \"代理 Harness 应该放在沙箱外运行\",\n \"created_display\": \"Created: May 02, 2026 / 14:21 PT\",\n \"image_url\": \"https://mendral.com/og?title=The%20Agent%20Harness%20Belongs%20Outside%20the%20Sandbox\",\n \"summary_en\": \"The article argues that the agent harness belongs outside the sandbox to reduce the risk of sandbox escapes. It discusses architectural trade-offs and how separating trust boundaries can improve security and reliability for AI agents.\",\n \"summary_zh\": \"文章主张为降低沙箱逃逸风险，应将代理 Harness 放在沙箱外运行，并分析将信任边界分离带来的安全与可靠性提升。\",\n \"hn\": {\n \"id\": 47990675,\n \"type\": \"story\",\n \"by\": \"shad42\",\n \"score\": 160,\n \"descendants\": 109,\n \"time\": 1777756887,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990675\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"How fast is a macOS VM, and how small could it be?\",\n \"url\": \"https://eclecticlight.co/2026/05/02/how-fast-is-a-macos-vm-and-how-small-could-it-be/\",\n \"title_zh\": \"macOS 虚拟机有多快，能有多小？\",\n \"created_display\": \"Created: May 02, 2026 / 02:30 PT\",\n \"image_url\": \"https://eclecticlight.co/wp-content/uploads/2015/01/cropped-eclecticlightlogo-e1421784280911.png?w=200\",\n \"summary_en\": \"The article benchmarks macOS VM performance on Apple hardware and explores how small a viable macOS VM can be. It discusses CPU, memory, and disk I/O tradeoffs and what they mean for dev/test workflows.\",\n \"summary_zh\": \"文章测评了在苹果硬件上运行的 macOS 虚拟机性能，并探讨了可用的最小化体积与实际可用性之间的权衡。内容聚焦 CPU、内存和磁盘 I/O 的取舍，以及对开发/测试工作流的影响。\",\n \"hn\": {\n \"id\": 47984852,\n \"type\": \"story\",\n \"by\": \"moosia\",\n \"score\": 256,\n \"descendants\": 96,\n \"time\": 1777714249,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984852\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.26\n },\n {\n \"title_en\": \"Open Design: Use Your Coding Agent as a Design Engine\",\n \"url\": \"https://github.com/nexu-io/open-design\",\n \"title_zh\": \"开放式设计：把你的编码代理当成设计引擎\",\n \"created_display\": \"Created: May 02, 2026 / 05:16 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/1223170290/5eec4959-c821-4927-83fb-e904b5cbc396\",\n \"summary_en\": \"Proposes using coding agents as design engines to automate design tasks, enabling code-driven workflows for UI prototyping. This approach demonstrates AI-assisted design at scale and the potential for tighter human-AI collaboration.\",\n \"summary_zh\": \"提出把编码代理用作设计引擎，自动化设计任务并推动 UI 原型的代码驱动工作流。这种方式展现了大规模的 AI 辅助设计潜力，以及人机协作的新可能。\",\n \"hn\": {\n \"id\": 47985750,\n \"type\": \"story\",\n \"by\": \"steveharing1\",\n \"score\": 206,\n \"descendants\": 89,\n \"time\": 1777724176,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47985750\"\n },\n \"tags\": [\n \"AI\",\n \"Design\"\n ],\n \"hot_score\": 0.23\n },\n {\n \"title_en\": \"Show HN: State of the Art of Coding Models, According to Hacker News Commenters\",\n \"url\": \"https://hnup.date/hn-sota\",\n \"title_zh\": \"Show HN：据 Hacker News 评论者所评的编码模型现状\",\n \"created_display\": \"Created: May 02, 2026 / 14:25 PT\",\n \"image_url\": null,\n \"summary_en\": \"This Show HN compiles Hacker News commenters' views to map the current state-of-the-art in coding models. It highlights which models are favored for code tasks, trade-offs between speed and accuracy, and community sentiment shaping practical tool choices.\",\n \"summary_zh\": \"此 Show HN 汇总 Hacker News 评论者的观点，勾勒当前编码模型的现状，揭示在代码任务中的偏好模型、速度与准确度的权衡，以及社区对工具选择的影响。\",\n \"hn\": {\n \"id\": 47990708,\n \"type\": \"story\",\n \"by\": \"yunusabd\",\n \"score\": 131,\n \"descendants\": 77,\n \"time\": 1777757105,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990708\"\n },\n \"tags\": [\n \"Show HN\"\n ],\n \"hot_score\": 0.23\n },\n {\n \"title_en\": \"Clojurists Together – Q2 2026 Open Source Funding Announcement\",\n \"url\": \"https://www.clojuriststogether.org/news/q2-2026-funding-announcement/\",\n \"title_zh\": \"Clojurists Together – 2026 年 Q2 开源资助公告\",\n \"created_display\": \"Created: May 02, 2026 / 14:34 PT\",\n \"image_url\": \"https://www.clojuriststogether.org/logos/ct-logo-cropped.png\",\n \"summary_en\": \"Clojurists Together announces Q2 2026 open-source funding, detailing grants to several projects in the Clojure ecosystem. The funding signals continued community support for open-source Lisp ecosystems and could accelerate maintenance and feature development.\",\n \"summary_zh\": \"Clojurists Together 公布 2026 年 Q2 的开源资助计划，对若干 Clojure 生态项目给予资助。这反映社区对开源 Lisp 生态的持续支持，可能推动维护与新特性的开发。\",\n \"hn\": {\n \"id\": 47990789,\n \"type\": \"story\",\n \"by\": \"dragandj\",\n \"score\": 130,\n \"descendants\": 16,\n \"time\": 1777757689,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990789\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 0.23\n },\n {\n \"title_en\": \"Windows API is Successful Cross-Platform API (2024)\",\n \"url\": \"https://retrocoding.net/windows-api-is-successful-cross-platform-api\",\n \"title_zh\": \"Windows API 已成为成功的跨平台 API\",\n \"created_display\": \"Created: May 02, 2026 / 19:53 PT\",\n \"image_url\": null,\n \"summary_en\": \"The Windows API has become a successful cross-platform API, reflecting how Windows interfaces and compatibility layers have become usable across different OSes. This trend affects how developers design cross-platform apps, reducing the need to rewrite for each platform and influencing porting strategies.\",\n \"summary_zh\": \"Windows API 已成为一个成功的跨平台接口，表明通过兼容层在不同操作系统上使用 Windows 接口已成为现实。此趋势正在影响开发者的跨平台设计与移植策略。\",\n \"hn\": {\n \"id\": 47992859,\n \"type\": \"story\",\n \"by\": \"phendrenad2\",\n \"score\": 92,\n \"descendants\": 108,\n \"time\": 1777776809,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992859\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.22\n },\n {\n \"title_en\": \"Underwater robot tracks sperm whale conversations in real time\",\n \"url\": \"https://www.reuters.com/business/environment/underwater-robot-tracks-sperm-whale-conversations-real-time-2026-05-01/\",\n \"title_zh\": \"水下机器人实时记录抹香鲸对话\",\n \"created_display\": \"Created: May 03, 2026 / 09:35 PT\",\n \"image_url\": null,\n \"summary_en\": \"An underwater robot tracks sperm whale conversations in real time, enabling researchers to analyze vocalization patterns and social interactions. The project advances marine bioacoustics and demonstrates sensor fusion in challenging environments.\",\n \"summary_zh\": \"水下机器人实时记录抹香鲸的交流，帮助研究者分析声纳模式和社交互动。该项目推动海洋生物声学研究，并展示在极端环境下的传感器融合能力。\",\n \"hn\": {\n \"id\": 47998664,\n \"type\": \"story\",\n \"by\": \"thedebuglife\",\n \"score\": 30,\n \"descendants\": 5,\n \"time\": 1777826120,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998664\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.22\n },\n {\n \"title_en\": \"Why are there both TMP and TEMP environment variables? (2015)\",\n \"url\": \"https://devblogs.microsoft.com/oldnewthing/20150417-00/?p=44213\",\n \"title_zh\": \"为什么同时有 TMP 与 TEMP 环境变量？（2015）\",\n \"created_display\": \"Created: May 02, 2026 / 01:23 PT\",\n \"image_url\": \"https://devblogs.microsoft.com/oldnewthing/wp-content/uploads/sites/38/2019/02/ShowCover.jpg\",\n \"summary_en\": \"Explains that TMP and TEMP designate temp directories; the variables reflect historical design choices and precedence rules. The note helps clarify why some software behaves differently and how to set them to avoid confusion.\",\n \"summary_zh\": \"解释 TMP 和 TEMP 都指向临时目录，这两个变量的存在源于历史设计与优先级规则。文中帮助读者理解为何有的软件表现不同，以及如何设置以避免混淆。\",\n \"hn\": {\n \"id\": 47984522,\n \"type\": \"story\",\n \"by\": \"ankitg12\",\n \"score\": 202,\n \"descendants\": 92,\n \"time\": 1777710203,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984522\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"Uber wants to turn its drivers into a sensor grid for self-driving companies\",\n \"url\": \"https://techcrunch.com/2026/05/01/uber-wants-to-turn-its-millions-of-drivers-into-a-sensor-grid-for-self-driving-companies/\",\n \"title_zh\": \"Uber 想把司机变成自驾传感器网\",\n \"created_display\": \"Created: May 02, 2026 / 08:38 PT\",\n \"image_url\": \"https://techcrunch.com/wp-content/uploads/2026/05/GettyImages-2259104536.jpg?resize=1200,800\",\n \"summary_en\": \"Uber envisions turning its driver fleet into a distributed sensor grid for autonomous vehicle developers, monetizing real-world data and test trips. The plan could accelerate AV iteration but raises questions about driver consent, data governance, and regulatory risk.\",\n \"summary_zh\": \"Uber 正在设想把司机队伍变成分布式传感器网，用于自动驾驶开发商的数据采集与测试并实现商业化。此举可能加速自动驾驶的迭代，但也引发对司机同意、数据治理和监管风险的担忧。\",\n \"hn\": {\n \"id\": 47987333,\n \"type\": \"story\",\n \"by\": \"nickvec\",\n \"score\": 132,\n \"descendants\": 139,\n \"time\": 1777736297,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47987333\"\n },\n \"tags\": [\n \"Business\",\n \"Privacy\",\n \"Politics\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"Care homes and hotels in Japan shut as expansion strategy unravels\",\n \"url\": \"https://www.newsonjapan.com/article/149075.php\",\n \"title_zh\": \"日本养老院与酒店在扩张策略瓦解后关闭\",\n \"created_display\": \"Created: May 02, 2026 / 18:38 PT\",\n \"image_url\": \"https://i2.ytimg.com/vi/SLn2VjV3Jko/mqdefault.jpg\",\n \"summary_en\": \"Care homes and hotels in Japan face closures as aggressive expansion plans unravel, signaling strain across service and real estate sectors. Demographic headwinds, labor shortages, and capital constraints undercut growth bets. The development raises questions for operators and investors about sustainable models in an aging society.\",\n \"summary_zh\": \"日本部分养老院与酒店在扩张计划瓦解后宣布关闭，反映服务业与地产领域的压力。人口老龄化带来的挑战、劳动力短缺和资金约束削弱了扩张预期。此情形引发对在老龄化社会中可持续商业模式的关注。\",\n \"hn\": {\n \"id\": 47992446,\n \"type\": \"story\",\n \"by\": \"mikhael\",\n \"score\": 77,\n \"descendants\": 26,\n \"time\": 1777772318,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992446\"\n },\n \"tags\": [\n \"Business\",\n \"Finance\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"AI, Intimacy, and the Data You Never Meant to Share\",\n \"url\": \"https://fshot.org/techzone/the-algorithm-knows.php\",\n \"title_zh\": \"AI、亲密关系与你本来不想分享的数据\",\n \"created_display\": \"Created: May 02, 2026 / 19:42 PT\",\n \"image_url\": \"https://fshot.org/images/fs-hot-blocky-hd.webp\",\n \"summary_en\": \"Examines how AI systems handle intimate data and the risks of unintentional sharing, including prompts, training inputs, and inferred details. It advocates privacy-by-design and user controls to mitigate exposure in conversational AI. The piece underscores growing tension between personalization and personal privacy.\",\n \"summary_zh\": \"审视 AI 系统如何处理亲密数据及可能未曾打算分享的信息的风险，包括输入提示、训练数据与推断结果。主张从隐私设计出发，强化用户控制以降低对话式 AI 的数据暴露。强调个性化服务与个人隐私之间日益紧张的博弈。\",\n \"hn\": {\n \"id\": 47992802,\n \"type\": \"story\",\n \"by\": \"victorkulla\",\n \"score\": 67,\n \"descendants\": 5,\n \"time\": 1777776163,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992802\"\n },\n \"tags\": [\n \"AI\",\n \"Privacy\",\n \"Data\"\n ],\n \"hot_score\": 0.16\n },\n {\n \"title_en\": \"Show HN: I built a RISC-V emulator that runs DOOM\",\n \"url\": \"https://github.com/lalitshankarch/rvcore\",\n \"title_zh\": \"Show HN：我构建了一个能运行 DOOM 的 RISC-V 模拟器\",\n \"created_display\": \"Created: May 03, 2026 / 04:57 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/63909a2443cc997f160358540b564804d6069a0572a7ef58ed13ad2a5225e262/lalitshankarch/rvcore\",\n \"summary_en\": \"A Show HN project releasing a RISC-V emulator capable of running the classic game DOOM demonstrates the practicality of emulator-based experimentation on modern architectures. It highlights accessibility for hobbyists to explore low-level systems.\",\n \"summary_zh\": \"Show HN 项目展示了一个能在 RISC-V 上运行 DOOM 的模拟器，展示了在现代体系结构上进行仿真和实验的可行性。对爱好者探索底层系统十分友好。\",\n \"hn\": {\n \"id\": 47996055,\n \"type\": \"story\",\n \"by\": \"Flex247A\",\n \"score\": 32,\n \"descendants\": 1,\n \"time\": 1777809432,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47996055\"\n },\n \"tags\": [\n \"Show HN\",\n \"Hardware\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Flue is a TypeScript framework for building the next generation of agents\",\n \"url\": \"https://flueframework.com/\",\n \"title_zh\": \"Flue：用 TypeScript 构建新一代智能体的框架\",\n \"created_display\": \"Created: May 02, 2026 / 10:32 PT\",\n \"image_url\": \"https://flueframework.com/og2.jpg\",\n \"summary_en\": \"Flue positions itself as a TypeScript framework to build agents, offering modular composition and a focus on deterministic, testable behavior. For developers exploring AI agents and orchestration in the JS/TS ecosystem, it could become a lightweight alternative to Python-based tooling.\",\n \"summary_zh\": \"Flue 将自己定位为用 TypeScript 构建智能体的框架，强调模块化组合和可预测、可测试的行为。对于在 JS/TS 生态中探索 AI 智能体与编排的开发者，可能成为 Python 生态之外的轻量替代方案。\",\n \"hn\": {\n \"id\": 47988501,\n \"type\": \"story\",\n \"by\": \"momentmaker\",\n \"score\": 98,\n \"descendants\": 53,\n \"time\": 1777743127,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988501\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 0.14\n },\n {\n \"title_en\": \"Unsigned sizes: A five year mistake\",\n \"url\": \"https://c3-lang.org/blog/unsigned-sizes-a-five-year-mistake/\",\n \"title_zh\": \"无符号大小的五年误解\",\n \"created_display\": \"Created: May 02, 2026 / 11:40 PT\",\n \"image_url\": \"https://c3-lang.org/logo.png\",\n \"summary_en\": \"The piece argues that using unsigned integers to represent sizes leads to subtle bugs, security holes, and confusing APIs, citing five years of accumulated issues. It advocates safer abstractions or bounds-aware APIs to prevent common off-by-one and wraparound errors.\",\n \"summary_zh\": \"文章认为用无符号整数表示大小容易引发细微的Bug、安全隐患与混乱的 API，并指出这些问题在五年内积累。文中倡议采用更安全的抽象或边界感知的 API，以避免越界和环绕等常见错误。\",\n \"hn\": {\n \"id\": 47989154,\n \"type\": \"story\",\n \"by\": \"lerno\",\n \"score\": 91,\n \"descendants\": 110,\n \"time\": 1777747219,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47989154\"\n },\n \"tags\": [\n \"Programming\",\n \"Security\"\n ],\n \"hot_score\": 0.14\n },\n {\n \"title_en\": \"Refusal in Language Models Is Mediated by a Single Direction\",\n \"url\": \"https://arxiv.org/abs/2406.11717\",\n \"title_zh\": \"语言模型的拒绝响应由单一方向主导\",\n \"created_display\": \"Created: May 02, 2026 / 06:15 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A study suggests refusals in language models are mediated by a single direction in input space, offering a new lens on prompt design and alignment risks. This could guide safer prompt engineering and model tuning.\",\n \"summary_zh\": \"研究表明语言模型的拒绝输出受输入空间中一个单一方向的调控，为提示设计与对齐风险提供了新视角，或将引导更安全的提示工程与模型调优。\",\n \"hn\": {\n \"id\": 47986136,\n \"type\": \"story\",\n \"by\": \"fagnerbrack\",\n \"score\": 112,\n \"descendants\": 40,\n \"time\": 1777727723,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47986136\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"Voice-AI-for-Beginners – A curated learning path for developers\",\n \"url\": \"https://github.com/mahimairaja/voiceai\",\n \"title_zh\": \"面向开发者的入门语音 AI 学习路径\",\n \"created_display\": \"Created: May 02, 2026 / 15:03 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/1028684768/533409d7-094a-4e89-94e2-85b9730941d0\",\n \"summary_en\": \"Voice-AI-for-Beginners curates a learning path for developers to start with voice AI, covering recognition, synthesis, and practical projects to build up practical skills.\",\n \"summary_zh\": \"面向开发者的入门语音 AI 学习路径为初学者提供系统化学习路线，涵盖语音识别、文本转语音以及实际项目，帮助快速上手。\",\n \"hn\": {\n \"id\": 47991018,\n \"type\": \"story\",\n \"by\": \"mahimai\",\n \"score\": 70,\n \"descendants\": 4,\n \"time\": 1777759395,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991018\"\n },\n \"tags\": [\n \"AI\",\n \"Education\"\n ],\n \"hot_score\": 0.12\n },\n {\n \"title_en\": \"Windows quality update: Progress we've made since March\",\n \"url\": \"https://blogs.windows.com/windows-insider/2026/05/01/windows-quality-update-progress-weve-made-since-march/\",\n \"title_zh\": \"Windows 质量更新：自三月以来取得的进展\",\n \"created_display\": \"Created: May 01, 2026 / 14:02 PT\",\n \"image_url\": \"https://blogs.windows.com/wp-content/themes/microsoft-stories-theme/img/theme/logos/windows.jpg\",\n \"summary_en\": \"Microsoft outlines measurable progress in Windows quality updates since March, including reliability fixes and performance improvements. The update cadence shows ongoing patches and testing aimed at stabilizing enterprise and consumer deployments. For IT teams, this signals a maturing quality regime with quicker feedback loops from real-world usage.\",\n \"summary_zh\": \"微软自三月以来在 Windows 质量更新方面取得了可衡量的进展，包括可靠性修复和性能提升。更新节奏强调持续打补丁与测试，致力于稳定企业与消费者部署。对 IT 团队而言，这预示着质量体系日渐成熟，能更快结合实际使用反馈。\",\n \"hn\": {\n \"id\": 47980279,\n \"type\": \"story\",\n \"by\": \"jovial_cavalier\",\n \"score\": 161,\n \"descendants\": 482,\n \"time\": 1777669324,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47980279\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 0.11\n },\n {\n \"title_en\": \"Modern C++ Programming: Busato\",\n \"url\": \"https://github.com/federico-busato/Modern-CPP-Programming\",\n \"title_zh\": \"现代 C++ 编程：Busato\",\n \"created_display\": \"Created: May 02, 2026 / 09:40 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/124365799/7d888300-6a39-11ea-9025-fd5574f062c7\",\n \"summary_en\": \"A contemporary resource set for C++ programmers, covering modern language features, patterns, and best practices. It reflects ongoing emphasis on practical, maintainable C++ in real-world projects.\",\n \"summary_zh\": \"一本面向现代 C++ 编程的资源集，聚焦最新语言特性、设计模式与实用实践，体现对实战中可维护性的重视。\",\n \"hn\": {\n \"id\": 47987931,\n \"type\": \"story\",\n \"by\": \"KnuthIsGod\",\n \"score\": 79,\n \"descendants\": 16,\n \"time\": 1777740029,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47987931\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.11\n },\n {\n \"title_en\": \"Welcome to Hell Developer\",\n \"url\": \"https://noahclements.com/Wahoo-Bolt-Hidden-Debug-Mode/\",\n \"title_zh\": \"开发者的地狱之路\",\n \"created_display\": \"Created: May 02, 2026 / 10:25 PT\",\n \"image_url\": \"https://noahclements.com/assets/images/ble_hell.jpg\",\n \"summary_en\": \"Explores a hidden debug mode in a cycling hardware device, revealing how debugging access can unlock advanced capabilities while risking stability. The piece prompts a reflection on balancing developer access and product safety.\",\n \"summary_zh\": \"揭示了一款自行车设备中的隐藏调试模式，显示开发者访问可开启高级功能，同时也可能影响稳定性，引发对开发者权限与产品安全的权衡讨论。\",\n \"hn\": {\n \"id\": 47988441,\n \"type\": \"story\",\n \"by\": \"denysvitali\",\n \"score\": 68,\n \"descendants\": 31,\n \"time\": 1777742754,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988441\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"A physics engine with incremental rollback for multiplayer games\",\n \"url\": \"https://easel.games/blog/2026-rollback-physics\",\n \"title_zh\": \"具增量回滚的多人游戏物理引擎\",\n \"created_display\": \"Created: May 01, 2026 / 17:12 PT\",\n \"image_url\": \"https://easel.games/img/social4.png\",\n \"summary_en\": \"A physics engine for multiplayer games uses incremental rollback to keep simulations in sync with low latency. The approach improves determinism and reduces perceived lag in competitive or streaming multiplayer experiences.\",\n \"summary_zh\": \"这款多人游戏物理引擎通过增量回滚来保持同步、降低延迟，提升对等竞技与流式多人体验中的确定性与流畅感。\",\n \"hn\": {\n \"id\": 47981979,\n \"type\": \"story\",\n \"by\": \"BSTRhino\",\n \"score\": 112,\n \"descendants\": 37,\n \"time\": 1777680720,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47981979\"\n },\n \"tags\": [\n \"Programming\",\n \"Gaming\",\n \"Science\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Inventions for battery reuse and recycling increase seven-fold in last decade\",\n \"url\": \"https://www.epo.org/en/news-events/news/inventions-battery-reuse-and-recycling-increase-more-seven-fold-last-decade\",\n \"title_zh\": \"过去十年电池再利用与回收发明增长七倍\",\n \"created_display\": \"Created: Apr 30, 2026 / 02:12 PT\",\n \"image_url\": \"https://www.epo.org/themes/custom/epo_org/logo.svg\",\n \"summary_en\": \"Patent filings for battery reuse and recycling have surged seven-fold over the last decade, signaling a strong shift toward circular economics in energy storage. The trend could influence policy, supply chains, and the pace of new battery tech.\",\n \"summary_zh\": \"过去十年关于电池再利用与回收的专利申请暴增七倍，显示向能源存储的循环经济转型正在加速，可能推动相关政策、供应链与新型电池技术的进展。\",\n \"hn\": {\n \"id\": 47960015,\n \"type\": \"story\",\n \"by\": \"JeanKage\",\n \"score\": 237,\n \"descendants\": 41,\n \"time\": 1777540343,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47960015\"\n },\n \"tags\": [\n \"Energy\",\n \"Science\",\n \"Legal\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"Embedded Rust or C firmware? Lessons from an industrial microcontroller use case\",\n \"url\": \"https://arxiv.org/abs/2604.25679\",\n \"title_zh\": \"工业微控制器用例中的嵌入式 Rust 与 C 固件取舍\",\n \"created_display\": \"Created: May 01, 2026 / 06:02 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A case study contrasts using Rust versus C for embedded firmware on an industrial MCU. It weighs safety, determinism, and resource constraints against tooling and ecosystem maturity, offering practical lessons on when Rust's memory safety is worth the trade-offs. It also covers integration with existing toolchains and debugging considerations in real-time environments.\",\n \"summary_zh\": \"一项用例研究对工业微控制器上的嵌入式固件，比较 Rust 与 C 的实现。在权衡安全性、确定性和资源约束的同时，讨论工具链成熟度对选择的影响，并给出在实时环境中何时采用 Rust 的实际建议。还涉及与现有工具链的集成及调试注意事项。\",\n \"hn\": {\n \"id\": 47974307,\n \"type\": \"story\",\n \"by\": \"mrtz\",\n \"score\": 142,\n \"descendants\": 140,\n \"time\": 1777640550,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47974307\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"US–Indian space mission maps extreme subsidence in Mexico City\",\n \"url\": \"https://phys.org/news/2026-04-usindian-space-mission-extreme-subsidence.html\",\n \"title_zh\": \"美印太空任务绘制墨西哥城极端下沉图\",\n \"created_display\": \"Created: May 01, 2026 / 06:38 PT\",\n \"image_url\": \"https://scx2.b-cdn.net/gfx/news/2026/us-indian-space-missio.jpg\",\n \"summary_en\": \"A US-Indian space mission mapped extreme subsidence in Mexico City, highlighting rapid ground sinking driven by groundwater extraction and urban growth. The findings underline the vulnerability of infrastructure and the need for sustainable water management and adaptive urban planning.\",\n \"summary_zh\": \"美印合作的太空任务绘制出墨西哥城的极端下沉区域，揭示因地下水抽取和快速城市化导致的地面下沉。研究结果凸显基建脆弱性，强调需要加强水资源管理和宜居的城市规划来降低风险。\",\n \"hn\": {\n \"id\": 47974682,\n \"type\": \"story\",\n \"by\": \"leopoldj\",\n \"score\": 131,\n \"descendants\": 54,\n \"time\": 1777642707,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47974682\"\n },\n \"tags\": [\n \"Space\",\n \"Science\",\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"Using \\\"underdrawings\\\" for accurate text and numbers\",\n \"url\": \"https://samcollins.blog/underdrawings/\",\n \"title_zh\": \"使用 underdrawings 实现文本与数字的精确对齐\",\n \"created_display\": \"Created: May 01, 2026 / 11:07 PT\",\n \"image_url\": \"https://samcollins.blog/og-card.png\",\n \"summary_en\": \"Explains how underdrawings help align annotations with final drawings and diagrams, outlining workflows for overlaying text and numbers to improve documentation accuracy, revision control, and QA.\",\n \"summary_zh\": \"介绍 how underdrawings 如何帮助将注释与最终图纸对齐，概述在图解上叠加文本与数字的工作流程，从而提升文档准确性、版本控制和质量检查。\",\n \"hn\": {\n \"id\": 47977990,\n \"type\": \"story\",\n \"by\": \"samcollins\",\n \"score\": 120,\n \"descendants\": 18,\n \"time\": 1777658848,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47977990\"\n },\n \"hot_score\": 0.07,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"Infrasound waves stop kitchen fires, but can they replace sprinklers?\",\n \"url\": \"https://arstechnica.com/gadgets/2026/05/startup-says-sound-waves-can-replace-fire-sprinklers-experts-arent-so-sure/\",\n \"title_zh\": \"低频声波能否替代喷淋系统？\",\n \"created_display\": \"Created: May 02, 2026 / 05:44 PT\",\n \"image_url\": \"https://cdn.arstechnica.net/wp-content/uploads/2026/05/GettyImages-1472054212-1152x648.jpg\",\n \"summary_en\": \"A startup claims infrasound waves can suppress kitchen fires, potentially replacing sprinklers; experts express skepticism about effectiveness, safety, and scalability. The topic underscores the long-standing challenge of reliable fire suppression tech.\",\n \"summary_zh\": \"一家初创公司声称低频声波可扑灭厨房火灾，理论上或可替代喷淋系统；专家对效果、安全性与普适性持怀疑态度。此话题凸显了长期以来对可靠火灾抑制技术的挑战。\",\n \"hn\": {\n \"id\": 47985932,\n \"type\": \"story\",\n \"by\": \"0in\",\n \"score\": 49,\n \"descendants\": 30,\n \"time\": 1777725842,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47985932\"\n },\n \"tags\": [\n \"Startups\",\n \"Science\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"Dotcl: Common Lisp Implementation on .NET\",\n \"url\": \"https://github.com/dotcl/dotcl\",\n \"title_zh\": \"Dotcl：在 .NET 上实现的 Common Lisp\",\n \"created_display\": \"Created: Apr 30, 2026 / 09:33 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/570d3af6152ac0e5f504adc9f7b03eff4ca2813ebb2f86b7d73f49d7ec5c8761/dotcl/dotcl\",\n \"summary_en\": \"Dotcl brings Common Lisp to the .NET platform, enabling Lisp code to run on the CLR and interoperate with other .NET languages. This opens up Lisp’s dynamic features to .NET developers and enhances language interoperability.\",\n \"summary_zh\": \"Dotcl 将 Common Lisp 引入 .NET 平台，使 Lisp 代码能在 CLR 上运行并与其他 .NET 语言互操作。这为 .NET 开发者带来 Lisp 的动态特性，并提升语言互操作性。\",\n \"hn\": {\n \"id\": 47964957,\n \"type\": \"story\",\n \"by\": \"reikonomusha\",\n \"score\": 171,\n \"descendants\": 44,\n \"time\": 1777566804,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47964957\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"A more efficient implementation of Shor's algorithm\",\n \"url\": \"https://lwn.net/Articles/1066156/\",\n \"title_zh\": \"更高效的 Shor 算法实现\",\n \"created_display\": \"Created: May 01, 2026 / 00:28 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"A more efficient implementation of Shor's algorithm advances quantum factoring, potentially requiring fewer qubits or tolerating less error. The development nudges the threshold for breaking certain cryptosystems and underscores the urgency of post-quantum cryptography research.\",\n \"summary_zh\": \"Shor 算法的更高效实现提升了量子因子分解的资源效率，可能用更少的量子比特或更低的误差完成运算。对技术人员而言，这意味着需要更快推进后量子密码学研究。\",\n \"hn\": {\n \"id\": 47972114,\n \"type\": \"story\",\n \"by\": \"signa11\",\n \"score\": 108,\n \"descendants\": 32,\n \"time\": 1777620535,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972114\"\n },\n \"tags\": [\n \"Science\",\n \"Security\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"What is Z-Angle Memory and why is Intel developing it?\",\n \"url\": \"https://www.hpcwire.com/2026/02/05/what-is-z-angle-memory-and-why-is-intel-developing-it/\",\n \"title_zh\": \"什么是 Z-Angle Memory？英特尔为何在开发它？\",\n \"created_display\": \"Created: May 01, 2026 / 02:56 PT\",\n \"image_url\": \"https://www.hpcwire.com/wp-content/uploads/2026/02/ZAM_memory_shutterstock_MeshCube.jpg\",\n \"summary_en\": \"Z-Angle Memory is a novel memory concept being explored by Intel to improve data access patterns for HPC workloads. It hints at potential gains in bandwidth, latency, and energy efficiency, while outlining engineering challenges to bring it to production.\",\n \"summary_zh\": \"Z-Angle Memory 是英特尔在探索的新型内存理念，旨在改善高性能计算工作负载的数据访问模式。其潜在收益包括带宽、延迟和能效的提升，同时也面临实现上的技术挑战。\",\n \"hn\": {\n \"id\": 47972922,\n \"type\": \"story\",\n \"by\": \"rbanffy\",\n \"score\": 97,\n \"descendants\": 36,\n \"time\": 1777629407,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972922\"\n },\n \"tags\": [\n \"Hardware\",\n \"Energy\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Denuvo has been cracked in all single-player games it previously protected\",\n \"url\": \"https://www.tomshardware.com/video-games/pc-gaming/denuvo-has-been-bypassed-in-all-single-player-games-it-previously-protected-2k-games-and-denuvo-reportedly-retaliate-with-mandatory-14-day-online-checks\",\n \"title_zh\": \"Denuvo 已被破解，覆盖同类单人游戏\",\n \"created_display\": \"Created: Apr 28, 2026 / 14:08 PT\",\n \"image_url\": \"https://cdn.mos.cms.futurecdn.net/NgNprVVnWz46KEcoC6U6V8-2048-80.jpg\",\n \"summary_en\": \"Denuvo’s anti-tamper protections have been cracked across all single-player titles it previously protected, signaling a continuing piracy vulnerability in boxed and digitally distributed PC games. Publishers may respond with countermeasures and new DRM strategies.\",\n \"summary_zh\": \"Denuvo 的防篡改保护已被破解，波及此前所保护的所有单人游戏，显示 PC 游戏的盗版防护依然脆弱。发行方可能采纳新的对策与 DRM 策略。\",\n \"hn\": {\n \"id\": 47940789,\n \"type\": \"story\",\n \"by\": \"oceansky\",\n \"score\": 271,\n \"descendants\": 168,\n \"time\": 1777410509,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47940789\"\n },\n \"tags\": [\n \"Gaming\",\n \"Security\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"I built my own hair electrolysis machine\",\n \"url\": \"https://www.scd31.com/posts/diy-hair-electrolysis-machine\",\n \"title_zh\": \"我自己动手做的脱毛用电解仪\",\n \"created_display\": \"Created: Apr 28, 2026 / 19:42 PT\",\n \"image_url\": \"https://www.scd31.com/img/electrolysis/rev3-done.webp\",\n \"summary_en\": \"A detailed DIY account of building a home-use hair electrolysis device, including components, safety considerations, and practical challenges. It highlights the appeal and risks of DIY beauty hardware.\",\n \"summary_zh\": \"详细记录自制家用脱毛电解仪的过程，涵盖所需组件、安全考量和实际挑战，揭示了DIY 美容硬件的吸引力与风险。\",\n \"hn\": {\n \"id\": 47943632,\n \"type\": \"story\",\n \"by\": \"y1n0\",\n \"score\": 214,\n \"descendants\": 54,\n \"time\": 1777430566,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47943632\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Group averages obscure how an individual's brain controls behavior: study\",\n \"url\": \"https://med.stanford.edu/news/all-news/2026/04/brain-scans-individual-versus-group.html\",\n \"title_zh\": \"群体平均掩盖个人大脑对行为的控制方式：研究\",\n \"created_display\": \"Created: Apr 30, 2026 / 15:35 PT\",\n \"image_url\": \"https://med.stanford.edu/news/all-news/2026/04/brain-scans-individual-versus-group/_jcr_content/cq:socialfeaturedimage.coreimg.jpeg/1777295241330/Menon-brain-scans.jpeg\",\n \"summary_en\": \"The study finds that averaging brain data across groups hides how an individual brain maps to behavior. Individual-level analyses reveal patterns that group means miss, challenging one-size-fits-all interpretations. The work supports personalized brain models and cautions against over-reliance on group averages in neuroscience.\",\n \"summary_zh\": \"这项研究发现，将大脑数据按组平均会掩盖个体脑部如何映射到行为的方式。个体级分析揭示了群体均值所忽略的模式，挑战了“一个方案适用于所有人”的解读。研究强调需要建立个性化的大脑模型，并警示不要过度依赖群体平均数据。\",\n \"hn\": {\n \"id\": 47969142,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 116,\n \"descendants\": 35,\n \"time\": 1777588536,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47969142\"\n },\n \"tags\": [\n \"Science\",\n \"Health\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Text-to-CAD\",\n \"url\": \"https://github.com/earthtojake/text-to-cad\",\n \"title_zh\": \"文本转 CAD\",\n \"created_display\": \"Created: Apr 30, 2026 / 18:48 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/f20ca7bac2f852472269f4e5dcec263c8e3c7856a758ed86f23a00559e092471/earthtojake/text-to-cad\",\n \"summary_en\": \"A project that converts natural language prompts into CAD models, enabling rapid ideation and iteration without traditional drafting. It highlights the merging of AI-assisted design with engineering tooling.\",\n \"summary_zh\": \"一个将自然语言提示转换为 CAD 模型的项目，帮助快速产生与迭代设计，展示了 AI 辅助设计与工程工具的融合趋势。\",\n \"hn\": {\n \"id\": 47970497,\n \"type\": \"story\",\n \"by\": \"softservo\",\n \"score\": 95,\n \"descendants\": 28,\n \"time\": 1777600095,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47970497\"\n },\n \"tags\": [\n \"AI\",\n \"Design\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Barman – Backup and Recovery Manager for PostgreSQL\",\n \"url\": \"https://github.com/EnterpriseDB/barman\",\n \"title_zh\": \"Barman：PostgreSQL 备份与恢复管理工具\",\n \"created_display\": \"Created: Apr 29, 2026 / 06:54 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/40883045/3075a580-6c0a-11e9-86ec-15c10687b15f\",\n \"summary_en\": \"Barman centralizes PostgreSQL backups and recovery, enabling remote streaming backups, PITR, and automated maintenance across multiple servers. It's a mature option for DB admins seeking auditable, disaster-ready protection in PostgreSQL deployments.\",\n \"summary_zh\": \"Barman 集中管理 PostgreSQL 的备份与恢复，支持远程流式备份、时间点恢复以及跨服务器的自动化运维，帮助运维团队实现可审计、灾难就绪的数据库保护。\",\n \"hn\": {\n \"id\": 47948526,\n \"type\": \"story\",\n \"by\": \"nateb2022\",\n \"score\": 172,\n \"descendants\": 24,\n \"time\": 1777470888,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47948526\"\n },\n \"tags\": [\n \"DevOps\",\n \"Data\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"The USB Situation\",\n \"url\": \"https://randsinrepose.com/archives/the-usb-situation/\",\n \"title_zh\": \"USB 的现状与困境\",\n \"created_display\": \"Created: Apr 29, 2026 / 09:49 PT\",\n \"image_url\": \"https://randsinrepose.com/wp-content/uploads/2026/04/usb-situation.jpg\",\n \"summary_en\": \"A critical look at USB's ecosystem, highlighting design complexity, security issues, and compatibility friction. The piece argues for clearer standards and smarter engineering to reduce pain points for developers and users.\",\n \"summary_zh\": \"深入剖析 USB 生态的设计复杂性、安全问题与兼容性挑战，主张通过更清晰的标准与更智能的工程实践来缓解开发者与用户的痛点。\",\n \"hn\": {\n \"id\": 47950993,\n \"type\": \"story\",\n \"by\": \"herbertl\",\n \"score\": 144,\n \"descendants\": 197,\n \"time\": 1777481353,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47950993\"\n },\n \"tags\": [\n \"Security\",\n \"Design\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Show HN: Pollen – distributed WASM runtime, no control plane, single binary\",\n \"url\": \"https://github.com/sambigeara/pollen\",\n \"title_zh\": \"Pollen：分布式 WASM 运行时，无控制平面，单一二进制\",\n \"created_display\": \"Created: Apr 30, 2026 / 06:15 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/1252e4f2975427711351ad1a53d6dc03b8d63abaafc9bd6e52590e3339b25f05/Sambigeara/pollen\",\n \"summary_en\": \"Pollen provides a distributed WebAssembly runtime in a single binary with no central control plane, aiming to reduce orchestration overhead and improve portability across nodes.\",\n \"summary_zh\": \"Pollen 提供一个单一二进制、无中心控制平面的分布式 WASM 运行时，旨在降低编排开销并提升节点间的可移植性。\",\n \"hn\": {\n \"id\": 47961935,\n \"type\": \"story\",\n \"by\": \"sambigeara\",\n \"score\": 115,\n \"descendants\": 54,\n \"time\": 1777554904,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47961935\"\n },\n \"tags\": [\n \"Show HN\",\n \"Web\",\n \"Open Source\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Little magazines are back\",\n \"url\": \"https://wsjfreeexpression.substack.com/p/little-magazines-are-back\",\n \"title_zh\": \"小型杂志正在回归\",\n \"created_display\": \"Created: Apr 30, 2026 / 07:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"A renaissance of small, independent magazines is underway, fueled by digital distribution and niche communities.\",\n \"summary_zh\": \"小型独立杂志正在复兴，借助数字发行与细分读者群找到了可持续性与新受众。\",\n \"hn\": {\n \"id\": 47962681,\n \"type\": \"story\",\n \"by\": \"prismatic\",\n \"score\": 96,\n \"descendants\": 38,\n \"time\": 1777557823,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47962681\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Brain scans reveal 3 ADHD subtypes\",\n \"url\": \"https://www.washingtonpost.com/health/2026/04/30/adhd-subtype-extreme-brain-scans/\",\n \"title_zh\": \"脑部成像揭示 ADHD 的三种亚型\",\n \"created_display\": \"Created: Apr 30, 2026 / 19:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"Brain scans reveal three ADHD subtypes, suggesting a more nuanced neurobiological categorization that could guide diagnosis and personalized treatment.\",\n \"summary_zh\": \"脑部成像显示 ADHD 有三种亚型，提示更细致的神经生物学分型，或有助于诊断和个性化治疗方案。\",\n \"hn\": {\n \"id\": 47970597,\n \"type\": \"story\",\n \"by\": \"brandonb\",\n \"score\": 85,\n \"descendants\": 75,\n \"time\": 1777601037,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47970597\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Science\",\n \"Health\"\n ]\n },\n {\n \"title_en\": \"First Tesla Semi Rolls Off High-Volume Production Line\",\n \"url\": \"https://electrek.co/2026/04/29/tesla-semi-first-truck-high-volume-production-line/\",\n \"title_zh\": \"首辆 Tesla Semi 正式下线并进入大规模生产线\",\n \"created_display\": \"Created: May 01, 2026 / 11:33 PT\",\n \"image_url\": \"https://i0.wp.com/electrek.co/wp-content/uploads/sites/3/2026/04/Tesla-Semi-volume-production.jpeg?resize=1200%2C628&quality=82&strip=all&ssl=1\",\n \"summary_en\": \"Marks a milestone as the Tesla Semi begins high-volume production, signaling momentum for electric commercial trucking and implications for supply chains and charging networks.\",\n \"summary_zh\": \"标志着特斯拉 Semi 进入大规模生产阶段，为电动商用卡车的普及带来势头，并对供应链与充电网络产生潜在影响。\",\n \"hn\": {\n \"id\": 47978324,\n \"type\": \"story\",\n \"by\": \"m463\",\n \"score\": 54,\n \"descendants\": 45,\n \"time\": 1777660416,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47978324\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Business\"\n ]\n },\n {\n \"title_en\": \"How did Banksy erect a statue in Central London?\",\n \"url\": \"https://www.bbc.co.uk/news/articles/cn4pvyw82exo\",\n \"title_zh\": \"班克西在伦敦市中心竖立雕像之谜\",\n \"created_display\": \"Created: May 01, 2026 / 08:13 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/ace/branded_news/1200/cpsprodpb/0dc3/live/b1889340-4564-11f1-ac78-2112837ce2aa.jpg\",\n \"summary_en\": \"An investigation into how Banksy erected a statue in central London, exploring stealth installation practices and the provocative use of public space.\",\n \"summary_zh\": \"对班克西在伦敦市中心竖立雕像的手法进行探究，揭示其低调安装与对公共空间的挑衅性运用。这件作品再次凸显了这位匿名艺术家的影响力和话题性。\",\n \"hn\": {\n \"id\": 47975759,\n \"type\": \"story\",\n \"by\": \"monooso\",\n \"score\": 52,\n \"descendants\": 20,\n \"time\": 1777648436,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47975759\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Dabbling in Erlang, part 2: A minimal introduction (2013)\",\n \"url\": \"https://agis.io/post/dabbling-in-erlang-a-minimal-introduction/\",\n \"title_zh\": \"涉猎 Erlang，第2部分：简明入门（2013）\",\n \"created_display\": \"Created: May 02, 2026 / 01:37 PT\",\n \"image_url\": null,\n \"summary_en\": \"Offers a concise, approachable Erlang primer focused on lightweight processes, message passing, and fault tolerance. It provides small, hands-on examples to illustrate core concurrency patterns. A practical entry point for developers curious about the actor model and resilient systems.\",\n \"summary_zh\": \"提供一个简洁易懂的 Erlang 入门，聚焦轻量级进程、消息传递与容错能力。通过小型实例演示核心并发模式，帮助开发者快速上手感知演员模型与鲁棒系统。\",\n \"hn\": {\n \"id\": 47984589,\n \"type\": \"story\",\n \"by\": \"pasxizeis\",\n \"score\": 32,\n \"descendants\": 7,\n \"time\": 1777711059,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984589\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Show HN: DAC – open-source dashboard as code tool for agents and humans\",\n \"url\": \"https://github.com/bruin-data/dac\",\n \"title_zh\": \"Show HN: DAC——代理人与人类的开源仪表板即代码工具\",\n \"created_display\": \"Created: Apr 29, 2026 / 07:37 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7a27e79693dc3c861dc9dc8b8c78ecee3339fcc5e05bac69b608757dcc3b8bcb/bruin-data/dac\",\n \"summary_en\": \"DAC is an open-source tool that treats dashboards as code, enabling agents and humans to collaborate on dashboards programmatically. It emphasizes reproducibility and automation in analytics workflows.\",\n \"summary_zh\": \"DAC 是一个开源工具，将仪表板视为代码，使代理人与人类能够以编程方式协作创建仪表板，强调分析工作流的可重复性与自动化。\",\n \"hn\": {\n \"id\": 47949066,\n \"type\": \"story\",\n \"by\": \"karakanb\",\n \"score\": 102,\n \"descendants\": 32,\n \"time\": 1777473440,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47949066\"\n },\n \"tags\": [\n \"Show HN\",\n \"Open Source\",\n \"Programming\",\n \"Data\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Tar Files Created on macOS Display Errors When Extracting on Linux (2024)\",\n \"url\": \"https://aruljohn.com/blog/macos-created-tar-files-linux-errors/\",\n \"title_zh\": \"macOS 创建的 tar 文件在 Linux 解压时显示错误（2024）\",\n \"created_display\": \"Created: Apr 30, 2026 / 05:03 PT\",\n \"image_url\": \"https://aruljohn.com/blog/pix/macos-linux.jpg\",\n \"summary_en\": \"Describes compatibility issues where tar archives created on macOS fail to extract cleanly on Linux due to BSD vs GNU tar differences, with examples and practical fixes.\",\n \"summary_zh\": \"指出在 macOS 上创建的 tar 档在 Linux 上解压时出现兼容性问题，原因涉及 BSD 与 GNU tar 的差异，并给出示例与实际修复方法。\",\n \"hn\": {\n \"id\": 47961208,\n \"type\": \"story\",\n \"by\": \"heresie-dabord\",\n \"score\": 74,\n \"descendants\": 41,\n \"time\": 1777550618,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47961208\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"The IBM Granite 4.1 family of models\",\n \"url\": \"https://research.ibm.com/blog/granite-4-1-ai-foundation-models\",\n \"title_zh\": \"IBM Granite 4.1 系列模型\",\n \"created_display\": \"Created: Apr 30, 2026 / 07:01 PT\",\n \"image_url\": \"https://research.ibm.com/_next/image?url=https%3A%2F%2Fresearch-website-prod-cms-uploads.s3.us.cloud-object-storage.appdomain.cloud%2Fblog_Art_Granitev4_1release_ddf20c71b2.png&w=1200&q=85\",\n \"summary_en\": \"IBM unveils Granite 4.1, a family of foundation models tailored for enterprise AI workloads.\",\n \"summary_zh\": \"IBM 推出 Granite 4.1 系列基础模型，面向企业级 AI 工作负载。文章强调在安全性、治理与对业务场景的适应性方面的改进，显示 IBM 正在以企业就绪的选项参与基础模型市场竞争。\",\n \"hn\": {\n \"id\": 47962645,\n \"type\": \"story\",\n \"by\": \"wglb\",\n \"score\": 72,\n \"descendants\": 9,\n \"time\": 1777557686,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47962645\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"When Dawkins met Claude – Could this AI be conscious?\",\n \"url\": \"https://unherd.com/2026/04/is-ai-the-next-phase-of-evolution/\",\n \"title_zh\": \"当 Dawkins 遇见 Claude：这 AI 会有意识吗？\",\n \"created_display\": \"Created: May 01, 2026 / 01:36 PT\",\n \"image_url\": \"https://unherd.com/wp-content/uploads/2026/04/image-1.jpg\",\n \"summary_en\": \"Considers whether Claude-like AI could be conscious, using Dawkins’ ideas about biology and evolution to frame the debate. It weighs traditional markers of consciousness against modern AI behavior and capabilities. The piece prompts readers to reflect on what genuine awareness in AI would entail and why it matters.\",\n \"summary_zh\": \"通过将道金斯的生物与进化观念引入，探讨像 Claude 这样的 AI 是否可能具备意识。对比传统意识标志与当代 AI 行为及能力，思考若 AI 真正具备意识需要具备哪些条件以及这对现实意义。\",\n \"hn\": {\n \"id\": 47972481,\n \"type\": \"story\",\n \"by\": \"pentestercrab\",\n \"score\": 45,\n \"descendants\": 267,\n \"time\": 1777624579,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972481\"\n },\n \"tags\": [\n \"AI\",\n \"Science\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Lost in translation: The linguistic challenges facing N. Korean defectors (2025)\",\n \"url\": \"https://www.dailynk.com/english/lost-in-translation-the-linguistic-challenges-facing-n-korean-defectors/\",\n \"title_zh\": \"失落在翻译中：北朝鲜难民的语言挑战（2025）\",\n \"created_display\": \"Created: May 01, 2026 / 01:20 PT\",\n \"image_url\": \"https://www.dailynk.com/english/wp-content/uploads/sites/2/2025/08/Firefly_north-and-south-korean-flags-together-full-screen-304484.jpg\",\n \"summary_en\": \"North Korean defectors face ongoing language hurdles when resettling, including dialect differences, education gaps, and mistranslation in media and official documents. These barriers complicate integration and access to services.\",\n \"summary_zh\": \"北朝鲜叛逃者在重新安置时面临持续的语言障碍，包括方言差异、教育资源不足，以及媒体和官方文件的翻译误差。这些阻碍了融入与获取服务的过程。\",\n \"hn\": {\n \"id\": 47972392,\n \"type\": \"story\",\n \"by\": \"spzb\",\n \"score\": 44,\n \"descendants\": 31,\n \"time\": 1777623603,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972392\"\n },\n \"tags\": [\n \"Culture\",\n \"Education\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"K3sup – bootstrap K3s over SSH in < 60s\",\n \"url\": \"https://github.com/alexellis/k3sup\",\n \"title_zh\": \"K3sup：通过 SSH 在 60 秒内引导 K3s\",\n \"created_display\": \"Created: May 01, 2026 / 07:16 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/202523140/bbde3480-dbca-11ea-8fb0-e84674e6469a\",\n \"summary_en\": \"Describes K3sup, a tool to bootstrap a K3s Kubernetes cluster over SSH in under a minute, emphasizing fast, low-friction cluster setup for demos, edge deployments, and quick experiments.\",\n \"summary_zh\": \"介绍 K3sup 工具，能够在 SSH 下在不到一分钟内引导 K3s 集群，强调用于演示、边缘部署与快速试验的低摩擦部署体验。\",\n \"hn\": {\n \"id\": 47975069,\n \"type\": \"story\",\n \"by\": \"rickcarlino\",\n \"score\": 33,\n \"descendants\": 10,\n \"time\": 1777644998,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47975069\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"Because it doesn't have to\",\n \"url\": \"https://blog.computationalcomplexity.org/2026/04/because-it-doesnt-have-to.html\",\n \"title_zh\": \"并非一定要这样\",\n \"created_display\": \"Created: Apr 29, 2026 / 09:42 PT\",\n \"image_url\": \"https://resources.blogblog.com/img/icon18_email.gif\",\n \"summary_en\": \"Not all problems demand complex solutions; this piece argues for embracing simpler, correct approaches when appropriate.\",\n \"summary_zh\": \"并非所有问题都需要复杂解法；在合适情形下，应采用简单而正确的解决方案。\",\n \"hn\": {\n \"id\": 47950880,\n \"type\": \"story\",\n \"by\": \"zdw\",\n \"score\": 70,\n \"descendants\": 13,\n \"time\": 1777480933,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47950880\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Utilyze measures how efficiently your GPU is doing useful work\",\n \"url\": \"https://github.com/systalyze/utilyze\",\n \"title_zh\": \"Utilyze：衡量 GPU 有用工作效率\",\n \"created_display\": \"Created: Apr 30, 2026 / 11:49 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7d034eb1338d82acefeb6c298136ec3700cda76378430d3abd615d6749de46df/systalyze/utilyze\",\n \"summary_en\": \"Utilyze introduces a metric to quantify how much of a GPU's work is 'useful' for real tasks. It separates productive compute from wasted cycles, memory stalls, or idle time to guide kernel choice and hardware planning. The project provides tooling to measure efficiency during runtime across workloads.\",\n \"summary_zh\": \"Utilyze 引入一个度量，用以量化 GPU 实际有用工作的比例。它将有用的计算与无效循环、内存瓶颈和空闲时间区分开来，帮助优化内核与硬件选型。该项目还提供运行时在不同工作负载下衡量效率的工具。\",\n \"hn\": {\n \"id\": 47966668,\n \"type\": \"story\",\n \"by\": \"nateb2022\",\n \"score\": 45,\n \"descendants\": 11,\n \"time\": 1777574960,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47966668\"\n },\n \"tags\": [\n \"Data\",\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Cordouan Lighthouse\",\n \"url\": \"https://en.wikipedia.org/wiki/Cordouan_Lighthouse\",\n \"title_zh\": \"科杜昂灯塔\",\n \"created_display\": \"Created: Apr 29, 2026 / 06:40 PT\",\n \"image_url\": \"https://upload.wikimedia.org/wikipedia/commons/b/b6/Cordouan.jpg\",\n \"summary_en\": \"Cordouan Lighthouse stands at the mouth of the Gironde estuary as one of France’s oldest and architecturally distinctive lighthouses. Its construction and upkeep illustrate the evolution of maritime signaling and state power.\",\n \"summary_zh\": \"科杜昂灯塔位于吉伦特河口，是法国最古老且建筑风格独特的灯塔之一。其建造与维护反映了航海信号技术与国家权力的演变。\",\n \"hn\": {\n \"id\": 47948338,\n \"type\": \"story\",\n \"by\": \"Petiver\",\n \"score\": 34,\n \"descendants\": 4,\n \"time\": 1777470020,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47948338\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Discovering Hard Disk Physical Geometry Through Microbenchmarking (2019)\",\n \"url\": \"https://blog.stuffedcow.net/2019/09/hard-disk-geometry-microbenchmarking/\",\n \"title_zh\": \"通过微基准测试发现硬盘物理几何（2019）\",\n \"created_display\": \"Created: Apr 30, 2026 / 14:02 PT\",\n \"image_url\": \"https://blog.stuffedcow.net/wp-content/uploads/2019/02/chs.svg\",\n \"summary_en\": \"A 2019 exploration of hard disk physical geometry through microbenchmarking, revealing variations in track layouts and encoding. The findings inform performance benchmarking, drive design, and OS I/O tuning.\",\n \"summary_zh\": \"通过微基准测试深度研究硬盘物理几何结构，揭示磁道布局与编码的变动性；研究结果为性能基准、驱动设计和操作系统 I/O 调优提供参考。\",\n \"hn\": {\n \"id\": 47968187,\n \"type\": \"story\",\n \"by\": \"TapamN\",\n \"score\": 32,\n \"descendants\": 1,\n \"time\": 1777582926,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47968187\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Hardware\",\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Unverified Evaluations in Dusk's PLONK\",\n \"url\": \"https://osec.io/blog/2026-04-30-unverified-evaluations-dusk-plonk/\",\n \"title_zh\": \"Dusk 的 PLONK 中的未验证评估\",\n \"created_display\": \"Created: Apr 30, 2026 / 12:14 PT\",\n \"image_url\": \"https://osec.io/posts/dusk-commitment-issues/title.png\",\n \"summary_en\": \"It stresses the importance of thorough verification steps to ensure soundness and security. The takeaway is a reminder to audit end-to-end zkp pipelines and their verification logic.\",\n \"summary_zh\": \"文章讨论 Dusk 的 PLONK 实现中的未验证评估，揭示了零知识证明协议潜在的风险。强调对验证步骤的严格要求，以确保稳定性与安全性。提醒审计端到端的零知识证明流程及其验证逻辑。\",\n \"hn\": {\n \"id\": 47966975,\n \"type\": \"story\",\n \"by\": \"deut-erium\",\n \"score\": 32,\n \"descendants\": 4,\n \"time\": 1777576481,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47966975\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.01\n }\n ]\n}"}, "b7e91e2edd8db108d356f2364c09f417755b7c21": {"t": 1785772464.8900414, "n": 109701, "h": "608dae4bade9de2d", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 100,\n \"reused_same_day\": 25,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 25,\n \"scrape_time_display\": \"15:30, May 03, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/05/03\",\n \"content_date\": \"2026-05-03\",\n \"run_time_local\": \"15:30, May 03, 2026 (PDT)\",\n \"run_time_utc\": \"2026-05-03 22:30:20 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-05-03 22:32:03 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Mercedes-Benz commits to bringing back physical buttons\",\n \"url\": \"https://www.drive.com.au/news/mercedes-benz-commits-to-bringing-back-phycial-buttons/\",\n \"title_zh\": \"梅赛德斯-奔驰承诺重新回归物理按钮\",\n \"created_display\": \"Created: May 03, 2026 / 07:43 PT\",\n \"image_url\": \"https://media.drive.com.au/obj/tx_q:70,rs:auto:1920:1080:1/driveau/upload/cms/uploads/7959f9e6-3ee0-5431-960e-8fec85c50000\",\n \"summary_en\": \"Mercedes-Benz plans to reintroduce physical knobs and tactile controls, signaling a shift away from touchscreen-dominated interiors toward familiar, tactile interaction. The move could influence UX standards in premium cars and inform future cabin design.\",\n \"summary_zh\": \"梅赛德斯-奔驰计划重新引入物理旋钮和实体按钮，强调从以触控为主的内饰向更直觉、可触感交互回归。此举可能影响高端车的用户体验标准，并引导未来座舱设计。\",\n \"hn\": {\n \"id\": 47997418,\n \"type\": \"story\",\n \"by\": \"teleforce\",\n \"score\": 549,\n \"descendants\": 322,\n \"time\": 1777819407,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997418\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 8.99\n },\n {\n \"title_en\": \"Why TUIs Are Back\",\n \"url\": \"https://wiki.alcidesfonseca.com/blog/why-tuis-are-back/\",\n \"title_zh\": \"TUI（可触知用户界面）为何回归\",\n \"created_display\": \"Created: May 03, 2026 / 11:42 PT\",\n \"image_url\": \"https://wiki.alcidesfonseca.com/static/images/alcides_small.jpg\",\n \"summary_en\": \"Tangible user interfaces are making a comeback as advances in fabrication, sensing, and materials enable new physical-digital interactions. The trend favors embodied learning, collaboration, and accessible design through rapid prototyping.\",\n \"summary_zh\": \"可触知用户界面正重新兴起，得益于制材、传感与材料领域的进步，使物理数字互动更直观。该潮流推动以身临其境的学习、协作和可及性为目标的快速原型设计。\",\n \"hn\": {\n \"id\": 48000028,\n \"type\": \"story\",\n \"by\": \"rickcarlino\",\n \"score\": 208,\n \"descendants\": 214,\n \"time\": 1777833748,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48000028\"\n },\n \"hot_score\": 8.67,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"Statue of a man blinded by a flag put up by Banksy in central London\",\n \"url\": \"https://www.smithsonianmag.com/smart-news/attributed-to-banksy-a-new-statue-of-a-suited-man-blinded-by-a-flag-and-walking-off-a-ledge-appeared-in-central-london-180988662/\",\n \"title_zh\": \"班克西风格雕像在伦敦市中心现身，象征意义颇丰\",\n \"created_display\": \"Created: May 03, 2026 / 11:54 PT\",\n \"image_url\": \"https://th-thumbnailer.cdn-si-edu.com/-E_L8LWmpxRR5Ckvs1TP3dR79rA=/fit-in/1600x0/filters:focal(2500x1667:2501x1668)/https://tf-cmsv2-smithsonianmag-media.s3.amazonaws.com/filer_public/6a/4a/6a4a7ecb-3a7c-4ac9-9297-c4cce0ec91b3/new_statue.jpg\",\n \"summary_en\": \"A Banksy-style statue appeared in central London, depicting a suited man blinded by a flag and stepping off a ledge. The provocative piece uses political imagery to spark discussion about public art and anonymity.\",\n \"summary_zh\": \"伦敦市中心出现一座班克西风格的雕像，描绘一名被旗帜致盲的男子正踏出悬崖。此作品以强烈的政治隐喻引发关于公共艺术及匿名艺术家的讨论。\",\n \"hn\": {\n \"id\": 48000152,\n \"type\": \"story\",\n \"by\": \"dryadin\",\n \"score\": 189,\n \"descendants\": 155,\n \"time\": 1777834468,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48000152\"\n },\n \"hot_score\": 8.39,\n \"tags\": [\n \"Culture\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"BYOMesh – New LoRa mesh radio offers 100x the bandwidth\",\n \"url\": \"https://partyon.xyz/@nullagent/116499715071759135\",\n \"title_zh\": \"BYOMesh：新一代 LoRa 网状无线电带来 100 倍带宽\",\n \"created_display\": \"Created: May 03, 2026 / 11:03 PT\",\n \"image_url\": \"https://partyon.xyz/packs/media/images/logo-d4b5dc90fd3e117d141ae7053b157f58.svg\",\n \"summary_en\": \"BYOMesh launches a LoRa mesh radio claiming 100x the bandwidth of typical LoRa devices, enabling more data-rich IoT, firmware updates, and real-time telemetry over long ranges. The move highlights how higher-throughput needs are pushing mesh/LPWAN technology beyond traditional use cases.\",\n \"summary_zh\": \"BYOMesh 推出声称比常规 LoRa 设备快 100 倍带宽的网状无线电，可能支持更高数据量的物联网、固件更新和远程遥测等。此举反映了在大范围低功耗网络里，对更高吞吐的需求正在推动新应用场景的产生。\",\n \"hn\": {\n \"id\": 47999636,\n \"type\": \"story\",\n \"by\": \"nullagent\",\n \"score\": 186,\n \"descendants\": 59,\n \"time\": 1777831394,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999636\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 6.4\n },\n {\n \"title_en\": \"Metal Gear Solid 2's source code has been leaked on 4chan\",\n \"url\": \"https://www.thegamer.com/mgs2-hd-edition-source-code-massive-leak/\",\n \"title_zh\": \"4chan 上 Metal Gear Solid 2 源代码泄露\",\n \"created_display\": \"Created: May 03, 2026 / 09:48 PT\",\n \"image_url\": \"https://static0.thegamerimages.com/wordpress/wp-content/uploads/2026/05/new-project-65.jpg?w=1600&h=900&fit=crop\",\n \"summary_en\": \"The leak reportedly exposes Metal Gear Solid 2's source code, fueling discussion about preservation, modding, and IP risk for classic games. It spotlights how legacy code can reappear and affect fan projects and legal considerations.\",\n \"summary_zh\": \"据称泄露的是《合金装备 2》的源代码，引发关于游戏保留、模组开发以及版权风险的讨论。凸显了遗留代码可能再次曝光对粉丝项目和法律的影响。\",\n \"hn\": {\n \"id\": 47998790,\n \"type\": \"story\",\n \"by\": \"rishabhd\",\n \"score\": 190,\n \"descendants\": 75,\n \"time\": 1777826891,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998790\"\n },\n \"tags\": [\n \"Security\",\n \"Legal\"\n ],\n \"hot_score\": 4.76\n },\n {\n \"title_en\": \"For thirty years I programmed with Phish on, every day\",\n \"url\": \"https://christophermeiklejohn.com/ai/personal/phish/flow/agents/2026/05/03/rift.html\",\n \"title_zh\": \"三十年里我每天都和 Phish 一起编程\",\n \"created_display\": \"Created: May 03, 2026 / 08:55 PT\",\n \"image_url\": \"https://christophermeiklejohn.com/og/rift.png\",\n \"summary_en\": \"A personal meditation on how Phish’s music shaped the author’s coding flow for decades, merging rhythm with problem solving. It offers a human side of software craft and how music can underpin productive workflows.\",\n \"summary_zh\": \"作者三十年来每天在编程时聆听 Phish，音乐与编码节奏彼此呼应，成为个人工作流的一部分。文章从人性的角度探讨了音乐对软件创作的影响。\",\n \"hn\": {\n \"id\": 47998225,\n \"type\": \"story\",\n \"by\": \"azhenley\",\n \"score\": 200,\n \"descendants\": 160,\n \"time\": 1777823759,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998225\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 4.14\n },\n {\n \"title_en\": \"Southwest Headquarters Tour\",\n \"url\": \"https://katherinemichel.github.io/blog/travel/southwest-headquarters-tour-2026.html\",\n \"title_zh\": \"西南航空总部参观\",\n \"created_display\": \"Created: May 03, 2026 / 10:02 PT\",\n \"image_url\": \"https://katherinemichel.github.io/blog/travel/_images/social_previews/summary_blog_travel_southwest-headquarters-tour-2026_e22f62e9.png\",\n \"summary_en\": \"A tour of Southwest's headquarters reveals how the airline supports large-scale operations and collaboration through campus tech and security initiatives. It offers practical takeaways for enterprise IT culture, resilient infrastructure, and design-minded corporate spaces.\",\n \"summary_zh\": \"对西南航空总部的参观揭示了公司如何通过园区科技、安保与协作工具支撑大规模运营。为企业 IT 文化、韧性基础设施和设计导向的办公空间提供了可借鉴的经验。\",\n \"hn\": {\n \"id\": 47998946,\n \"type\": \"story\",\n \"by\": \"KatiMichel\",\n \"score\": 155,\n \"descendants\": 38,\n \"time\": 1777827733,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998946\"\n },\n \"tags\": [\n \"Business\",\n \"Design\",\n \"Security\",\n \"DevOps\"\n ],\n \"hot_score\": 4.1\n },\n {\n \"title_en\": \"How far behind is each major Chromium browser?\",\n \"url\": \"https://chromium-drift.pages.dev/\",\n \"title_zh\": \"各大 Chromium 浏览器的落后程度到底有多远？\",\n \"created_display\": \"Created: May 03, 2026 / 10:05 PT\",\n \"image_url\": null,\n \"summary_en\": \"A comparative look at how far behind each major Chromium-based browser is from upstream Chromium in features, performance, and update cadence.\",\n \"summary_zh\": \"对比各大 Chromium 基础浏览器在功能、性能和更新节奏方面与上游 Chromium 的差距。揭示对网页兼容性和用户感知现代性可能造成的影响。\",\n \"hn\": {\n \"id\": 47999006,\n \"type\": \"story\",\n \"by\": \"skaul\",\n \"score\": 147,\n \"descendants\": 53,\n \"time\": 1777827958,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999006\"\n },\n \"tags\": [\n \"Web\"\n ],\n \"hot_score\": 3.95\n },\n {\n \"title_en\": \"A desktop made for one\",\n \"url\": \"https://isene.org/2026/05/Audience-of-One.html\",\n \"title_zh\": \"为一个人定制的桌面\",\n \"created_display\": \"Created: May 03, 2026 / 08:32 PT\",\n \"image_url\": \"https://isene.org/assets/images/geirisene.png\",\n \"summary_en\": \"A desktop built for a single user emphasizes bespoke configurations, streamlined workflows, and software choices tailored to one person's needs. The piece argues for systems optimized around individual requirements rather than generic, mass-market setups.\",\n \"summary_zh\": \"描述为单一用户定制的桌面系统，强调定制化的配置、简化的工作流和专属的软件选择。观点在于以个人需求为中心的系统比大众化设置更高效。\",\n \"hn\": {\n \"id\": 47997947,\n \"type\": \"story\",\n \"by\": \"xngbuilds\",\n \"score\": 182,\n \"descendants\": 67,\n \"time\": 1777822325,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997947\"\n },\n \"tags\": [\n \"Design\"\n ],\n \"hot_score\": 3.47\n },\n {\n \"title_en\": \"VS Code inserting 'Co-Authored-by Copilot' into commits regardless of usage\",\n \"url\": \"https://github.com/microsoft/vscode/pull/310226\",\n \"title_zh\": \"VS Code 无论是否使用都在提交中插入“Co-Authored-by Copilot”标签\",\n \"created_display\": \"Created: May 02, 2026 / 12:57 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/9be2ad8fbe999c93412bba9089aaf7e6e780212a98744a40d7294d2a016eec99/microsoft/vscode/pull/310226\",\n \"summary_en\": \"A bug in the editor causes commits to automatically include a Co-Authored-by: Copilot trailer, even when Copilot wasn't used. The behavior fragments authorship signals in Git metadata and could misattribute work, prompting a patch in the works. This highlights the broader challenge of AI-assisted attribution within developer tooling.\",\n \"summary_zh\": \"编辑器存在一个错误，会在提交中自动插入 Co-Authored-by: Copilot 标签，即使未使用 Copilot。该行为会导致 Git 元数据中的署名信息失真，促使相关修复被推进。这凸显了在开发工具中处理 AI 署名的广泛挑战。\",\n \"hn\": {\n \"id\": 47989883,\n \"type\": \"story\",\n \"by\": \"indrora\",\n \"score\": 1345,\n \"descendants\": 717,\n \"time\": 1777751846,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47989883\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 3.22\n },\n {\n \"title_en\": \"Show HN: Ableton Live MCP\",\n \"url\": \"https://github.com/bschoepke/ableton-live-mcp\",\n \"title_zh\": \"Show HN: Ableton Live 的 MIDI 控制协议实现\",\n \"created_display\": \"Created: May 03, 2026 / 11:05 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/8ab510436154fe30a02458342c19bbb0fea574e7a250a19c23068f57e524530b/bschoepke/ableton-live-mcp\",\n \"summary_en\": \"An open-source project implementing a MIDI Control Protocol for Ableton Live, enabling external hardware and scripts to control the DAW. It showcases new automation workflows and potential for customized live setups.\",\n \"summary_zh\": \"一个开源项目实现 Ableton Live 的 MIDI 控制协议，使外部硬件和脚本能够对这款数字音频工作站进行控制，展现了新的自动化工作流和定制化的现场演出潜力。\",\n \"hn\": {\n \"id\": 47999656,\n \"type\": \"story\",\n \"by\": \"bschoepke\",\n \"score\": 52,\n \"descendants\": 31,\n \"time\": 1777831528,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999656\"\n },\n \"hot_score\": 1.78,\n \"tags\": [\n \"Show HN\",\n \"Open Source\",\n \"Programming\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Make Your Own Microforest\",\n \"url\": \"https://ambrook.com/offrange/environment/a-forest-in-your-pocket\",\n \"title_zh\": \"在家自造微森林\",\n \"created_display\": \"Created: May 03, 2026 / 12:31 PT\",\n \"image_url\": \"https://cdn.sanity.io/images/h6kk644c/production/97e738f9bc64d3cef96f0f3cc50e758edf052af0-2000x1050.jpg?w=1200&h=630\",\n \"summary_en\": \"A guide to creating a microforest in a small urban space, outlining species selection, planting density, and care using approaches like Miyawaki. It shows how individuals can boost biodiversity and urban cooling with tiny forests.\",\n \"summary_zh\": \"介绍在小型城市空间内自制微森林的要点，涵盖物种选择、密植与养护，采用宫崎式等方法。强调个人也能通过小小森林提升生物多样性和城市降温效果。\",\n \"hn\": {\n \"id\": 48000507,\n \"type\": \"story\",\n \"by\": \"bookofjoe\",\n \"score\": 33,\n \"descendants\": 7,\n \"time\": 1777836695,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48000507\"\n },\n \"hot_score\": 1.76,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"I recreated the Apple Lisa computer inside an FPGA [video]\",\n \"url\": \"https://www.youtube.com/watch?v=8jNQDcpHc68\",\n \"title_zh\": \"我在 FPGA 中重现 Apple Lisa 计算机\",\n \"created_display\": \"Created: May 03, 2026 / 10:45 PT\",\n \"image_url\": null,\n \"summary_en\": \"A hands-on project recreates the Apple Lisa architecture on an FPGA, offering a tangible tour of its hardware quirks and OS interactions. It provides nostalgia plus a practical view into how legacy systems can be prototyped today.\",\n \"summary_zh\": \"通过在 FPGA 上复现 Apple Lisa 的架构，展示了其硬件特点与与操作系统的交互。既有怀旧情怀，也展现了用现代现场可编程硬件原型化旧系统的可行性。\",\n \"hn\": {\n \"id\": 47999460,\n \"type\": \"story\",\n \"by\": \"cyrc\",\n \"score\": 54,\n \"descendants\": 8,\n \"time\": 1777830347,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999460\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 1.69\n },\n {\n \"title_en\": \"Bad Connection: Global telecom exploitation by covert surveillance actors\",\n \"url\": \"https://citizenlab.ca/research/uncovering-global-telecom-exploitation-by-covert-surveillance-actors/\",\n \"title_zh\": \"全球电信被隐秘监控行动者利用的安全漏洞\",\n \"created_display\": \"Created: May 03, 2026 / 09:15 PT\",\n \"image_url\": \"https://citizenlab.ca/wp-content/uploads/2026/04/1_Bad-Connection-01.jpg\",\n \"summary_en\": \"A global study reveals covert surveillance actors repeatedly exploit telecom infrastructure to monitor people, challenging privacy and security norms. The report maps tactics, targets, and calls for stronger safeguards and accountability.\",\n \"summary_zh\": \"全球性研究揭示隐蔽监控者反复利用电信基础设施进行监控，威胁隐私与网络安全。报告梳理了攻击手段和目标，并呼吁加强防护与问责。\",\n \"hn\": {\n \"id\": 47998449,\n \"type\": \"story\",\n \"by\": \"miohtama\",\n \"score\": 75,\n \"descendants\": 5,\n \"time\": 1777824949,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998449\"\n },\n \"hot_score\": 1.65,\n \"tags\": [\n \"Security\",\n \"Privacy\",\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"Security through obscurity is not bad\",\n \"url\": \"https://mobeigi.com/blog/security/security-through-obscurity-is-not-bad/\",\n \"title_zh\": \"安全性并非来自暴露：隐藏策略也有价值\",\n \"created_display\": \"Created: May 03, 2026 / 07:49 PT\",\n \"image_url\": \"https://mobeigi.com/_next/image/?url=%2Fimages%2Favatar%2Fai-mo.png&w=640&q=100\",\n \"summary_en\": \"A provocative take arguing that obscurity, used judiciously, can complement strong security practices rather than replace them. It discusses how limited visibility can reduce attack surfaces, protect IP, and buy time against adversaries.\",\n \"summary_zh\": \"作者主张在恰当时机下的隐藏/保密可以与强安全措施互补，而不是取代它们。文中指出有限的可见性可降低攻击面、保护知识产权，并为防御赢得时间。\",\n \"hn\": {\n \"id\": 47997486,\n \"type\": \"story\",\n \"by\": \"mobeigi\",\n \"score\": 98,\n \"descendants\": 101,\n \"time\": 1777819796,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997486\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 1.62\n },\n {\n \"title_en\": \"Porsche will contest Laguna Seca in historic colors of the Apple Computer livery\",\n \"url\": \"https://newsroom.porsche.com/en_US/2026/motorsport/porsche-will-contest-laguna-seca-in-historic-colors-of-the-apple-computer-livery.html\",\n \"title_zh\": \"保时捷将在拉古纳塞卡以 Apple 电脑专属历史涂装参赛\",\n \"created_display\": \"Created: May 03, 2026 / 07:13 PT\",\n \"image_url\": \"https://porschepictures.flowcenter.de/pmdb/thumbnail.cgi?id=333466&w=700&h=525&crop=0&public=1&cs=830e663913aaf34f\",\n \"summary_en\": \"Porsche will race Laguna Seca in historic Apple Computer livery colors, reviving a retro branding moment on the track. The retro aesthetic underscores how branding and color stories influence fan engagement and media coverage in motorsport.\",\n \"summary_zh\": \"保时捷将在拉古纳塞卡以苹果电脑专属历史涂装参赛，重现昔日品牌形象。此举展示了品牌色彩在赛车赛事中的传播力和对观众参与度、媒体关注的影响。\",\n \"hn\": {\n \"id\": 47997138,\n \"type\": \"story\",\n \"by\": \"Amorymeltzer\",\n \"score\": 101,\n \"descendants\": 43,\n \"time\": 1777817603,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997138\"\n },\n \"tags\": [\n \"Design\",\n \"Business\"\n ],\n \"hot_score\": 1.5\n },\n {\n \"title_en\": \"Kimi K2.6 just beat Claude, GPT-5.5, and Gemini in a coding challenge\",\n \"url\": \"https://thinkpol.ca/2026/04/30/an-open-weights-chinese-model-just-beat-claude-gpt-5-5-and-gemini-in-a-programming-challenge/\",\n \"title_zh\": \"Kimi K2.6 在编码挑战中击败 Claude、GPT-5.5 与 Gemini\",\n \"created_display\": \"Created: May 02, 2026 / 21:05 PT\",\n \"image_url\": \"https://thinkpol.ca/wp-content/uploads/2026/04/tp_cover.png\",\n \"summary_en\": \"Kimi K2.6, an open-weights Chinese model, beat Claude, GPT-5.5, and Gemini in a programming challenge. This underscores rapid progress in open-weight models and code-aware capabilities, showing non-proprietary models can compete with leading closed models on real tasks. It may heighten interest in open-source NLP tooling and benchmarks.\",\n \"summary_zh\": \"Kimi K2.6 在一次编码挑战中击败 Claude、GPT-5.5 与 Gemini，凸显开放权重模型在代码任务上的竞争力。此成就强调代码生成与理解领域的快速进步，以及对闭源大模型市场的潜在冲击。\",\n \"hn\": {\n \"id\": 47993235,\n \"type\": \"story\",\n \"by\": \"bazlightyear\",\n \"score\": 329,\n \"descendants\": 187,\n \"time\": 1777781128,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47993235\"\n },\n \"tags\": [\n \"AI\",\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 1.44\n },\n {\n \"title_en\": \"Alert-driven monitoring\",\n \"url\": \"https://simpleobservability.com/docs/alert-driven-monitoring\",\n \"title_zh\": \"基于告警驱动的监控\",\n \"created_display\": \"Created: May 03, 2026 / 07:02 PT\",\n \"image_url\": \"https://simpleobservability.com/og-image.png\",\n \"summary_en\": \"Alert-Driven Monitoring describes a monitoring approach where alerts guide the instrumentation and response workflows. It argues for designing actionable alerts with clear runbooks and automation to reduce noise and speed incident containment. The concept complements existing metrics dashboards by focusing on what actually requires action.\",\n \"summary_zh\": \"告警驱动的监控将告警作为驱动，将监控的编排和响应流程引导。主张以可操作的告警、清晰的处置手册与自动化为设计核心，以减少噪声并提升事件处置速度。该理念与现有的指标仪表板互补，聚焦于真正需要采取行动的场景。\",\n \"hn\": {\n \"id\": 47997056,\n \"type\": \"story\",\n \"by\": \"khazit\",\n \"score\": 97,\n \"descendants\": 37,\n \"time\": 1777816943,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997056\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 1.39\n },\n {\n \"title_en\": \"The Oscars just banned AI from winning acting and writing awards\",\n \"url\": \"https://gizmodo.com/the-oscars-just-banned-ai-from-winning-acting-and-writing-awards-2000753740\",\n \"title_zh\": \"奥斯卡刚宣布禁止 AI 获得最佳表演与编剧奖项\",\n \"created_display\": \"Created: May 03, 2026 / 10:34 PT\",\n \"image_url\": null,\n \"summary_en\": \"The Oscars block AI from winning acting and writing awards, reinforcing human-centered categories and prompting studios to rethink AI's role in production. It signals a turning point for how AI is treated in mainstream entertainment awards.\",\n \"summary_zh\": \"奥斯卡宣布禁用 AI 参与最佳表演与最佳编剧等奖项，强调人类作品的优先地位，并促使业界重新评估 AI 在制作中的角色。\",\n \"hn\": {\n \"id\": 47999346,\n \"type\": \"story\",\n \"by\": \"ZeidJ\",\n \"score\": 45,\n \"descendants\": 17,\n \"time\": 1777829655,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999346\"\n },\n \"hot_score\": 1.34,\n \"tags\": [\n \"Entertainment\",\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML\",\n \"url\": \"https://acai.sh/blog/specsmaxxing\",\n \"title_zh\": \"Specsmaxxing：克服 AI 的认知失衡，以及为何用 YAML 编写规格\",\n \"created_display\": \"Created: May 02, 2026 / 23:33 PT\",\n \"image_url\": \"https://acai.mintlify.app/mintlify-assets/_next/image?url=%2F_mintlify%2Fapi%2Fog%3Fdivision%3DDocumentation%26title%3DSpecsmaxxing%26description%3DOn%2Bovercoming%2BAI%2Bpsychosis%252C%2Band%2Bwhy%2BI%2Bwrite%2Bspecs%2Bin%2BYAML%2B%2528plus%2Bopen-sourcing%2Ba%2Btoolkit%2Bfor%2Byou%2Bto%2Btry%2529%26logoLight%3Dhttps%253A%252F%252Fmintcdn.com%252Facai%252F64tMg2VKm-ey5cuT%252Flogo-word.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253D64tMg2VKm-ey5cuT%2526q%253D85%2526s%253D95b3095af445779b3cd61dc26931fa84%26logoDark%3Dhttps%253A%252F%252Fmintcdn.com%252Facai%252F64tMg2VKm-ey5cuT%252Flogo-word.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253D64tMg2VKm-ey5cuT%2526q%253D85%2526s%253D95b3095af445779b3cd61dc26931fa84%26primaryColor%3D%2523930d7a%26lightColor%3D%2523f765f7%26darkColor%3D%25231a0416%26backgroundLight%3D%2523fcf8fb%26backgroundDark%3D%2523140411&w=1200&q=100\",\n \"summary_en\": \"Specmaxxing argues that AI hype can be tempered by disciplined, machine-readable specs. It advocates using YAML to encode requirements, tests, and acceptance criteria to keep expectations realistic. The piece ties rigorous specification to clearer human–AI collaboration and governance.\",\n \"summary_zh\": \"Specsmaxxing 指出，通过严格、机器可读的规格可以抑制 AI 的过度炒作。主张用 YAML 将需求、测试和验收标准编码，以保持期望现实且便于沟通。将规范化写作视为改进人机协作和治理的关键手段。\",\n \"hn\": {\n \"id\": 47994012,\n \"type\": \"story\",\n \"by\": \"brendanmc6\",\n \"score\": 243,\n \"descendants\": 254,\n \"time\": 1777790018,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47994012\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 1.33\n },\n {\n \"title_en\": \"A couple million lines of Haskell: Production engineering at Mercury\",\n \"url\": \"https://blog.haskell.org/a-couple-million-lines-of-haskell/\",\n \"title_zh\": \"Mercury 的生产工程：数百万行 Haskell 代码\",\n \"created_display\": \"Created: May 02, 2026 / 17:01 PT\",\n \"image_url\": \"https://blog.haskell.org/images/haskell-opengraph.png\",\n \"summary_en\": \"Mercury's production engineering team manages a codebase of several million lines of Haskell in production.\",\n \"summary_zh\": \"Mercury 的生产工程团队在生产环境中管理着数百万行 Haskell 代码，展示了如何将 Haskell 规模化。文中讨论了工具链、可靠性实践，以及强类型语言在实际系统中的应用。\",\n \"hn\": {\n \"id\": 47991802,\n \"type\": \"story\",\n \"by\": \"unignorant\",\n \"score\": 400,\n \"descendants\": 196,\n \"time\": 1777766474,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991802\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 1.26\n },\n {\n \"title_en\": \"Dav2d\",\n \"url\": \"https://code.videolan.org/videolan/dav2d\",\n \"title_zh\": \"Dav2d：VideoLAN 的高性能 AV1 解码库\",\n \"created_display\": \"Created: May 02, 2026 / 10:32 PT\",\n \"image_url\": \"https://code.videolan.org/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=1.25.0\",\n \"summary_en\": \"Dav2d is an open-source, high-performance AV1 decoder from VideoLAN designed for speed and portability. It underscores ongoing efforts to improve decoding efficiency for modern codecs across media ecosystems and embedded devices.\",\n \"summary_zh\": \"Dav2d 是 VideoLAN 推出的开源高性能 AV1 解码库，强调在多平台/嵌入式设备上提升现代编解码效率。\",\n \"hn\": {\n \"id\": 47988504,\n \"type\": \"story\",\n \"by\": \"dabinat\",\n \"score\": 578,\n \"descendants\": 166,\n \"time\": 1777743149,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988504\"\n },\n \"tags\": [\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 1.19\n },\n {\n \"title_en\": \"This Month in Ladybird – April 2026\",\n \"url\": \"https://ladybird.org/newsletter/2026-04-30/\",\n \"title_zh\": \"Ladybird 本月要闻（2026 年 4 月）\",\n \"created_display\": \"Created: May 02, 2026 / 13:46 PT\",\n \"image_url\": \"https://ladybird.org/assets/img/ladybird-purple-on-black.png\",\n \"summary_en\": \"This April issue highlights progress, features, and milestones from the Ladybird project, reflecting active development and community contributions. It offers a compact view of what's new and what's next for the project.\",\n \"summary_zh\": \"四月刊聚焦 Ladybird 项目的进展、新特性与里程碑，体现积极的开发与社区贡献，帮助读者把握最新动向。\",\n \"hn\": {\n \"id\": 47990318,\n \"type\": \"story\",\n \"by\": \"richardboegli\",\n \"score\": 469,\n \"descendants\": 133,\n \"time\": 1777754790,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990318\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 1.18\n },\n {\n \"title_en\": \"Six years perfecting maps on watchOS\",\n \"url\": \"https://www.david-smith.org/blog/2026/04/29/maps-on-watchos/\",\n \"title_zh\": \"在 WatchOS 上打磨地图六年\",\n \"created_display\": \"Created: May 02, 2026 / 14:14 PT\",\n \"image_url\": \"https://fast.crossforward.com/resources/cloughhead.jpeg\",\n \"summary_en\": \"David Smith recounts six years of building maps for Apple Watch, detailing constraints like small screens, offline data, and battery life. The piece distills lessons on delivering usable geolocation features in wearables and what it takes to go from concept to a reliable user experience.\",\n \"summary_zh\": \"作者回顾在 Apple Watch 上开发地图的六年历程，揭示屏幕小、离线数据与电池限制等挑战，以及在穿戴设备上落地可用地理定位功能所需的经验与教训。\",\n \"hn\": {\n \"id\": 47990606,\n \"type\": \"story\",\n \"by\": \"valzevul\",\n \"score\": 414,\n \"descendants\": 106,\n \"time\": 1777756469,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990606\"\n },\n \"tags\": [\n \"Programming\",\n \"Energy\"\n ],\n \"hot_score\": 1.07\n },\n {\n \"title_en\": \"Show HN: Apple's SHARP running in the browser via ONNX runtime web\",\n \"url\": \"https://github.com/bring-shrubbery/ml-sharp-web\",\n \"title_zh\": \"Show HN：Apple 的 Sharp 在浏览器中通过 ONNX Runtime Web 运行\",\n \"created_display\": \"Created: May 03, 2026 / 02:14 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/8b103387c49a270efed9e1c9f12e143bef9fdd13cd670ba16afa870e9ddb43d9/bring-shrubbery/ml-sharp-web\",\n \"summary_en\": \"A Show HN post demonstrates Apple’s Sharp running in the browser via ONNX Runtime Web. It showcases how browser-based inference can be feasible for certain ML workloads without server round-trips.\",\n \"summary_zh\": \"Show HN 展示 Apple 的 Sharp 如何通过 ONNX Runtime Web 在浏览器中运行。演示了在浏览器端进行机器学习推理在无需服务器往返的情况下的可行性。讨论了在 JavaScript 环境中运行非原生模型时的可访问性与性能取舍。\",\n \"hn\": {\n \"id\": 47995037,\n \"type\": \"story\",\n \"by\": \"bring-shrubbery\",\n \"score\": 146,\n \"descendants\": 37,\n \"time\": 1777799696,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995037\"\n },\n \"tags\": [\n \"Show HN\",\n \"Open Source\",\n \"AI\",\n \"Web\"\n ],\n \"hot_score\": 1.07\n },\n {\n \"title_en\": \"How Kepler built verifiable AI for financial services with Claude\",\n \"url\": \"https://claude.com/blog/how-kepler-built-verifiable-ai-for-financial-services-with-claude\",\n \"title_zh\": \"Kepler 如何与 Claude 构建金融服务中的可验证 AI\",\n \"created_display\": \"Created: May 03, 2026 / 11:14 PT\",\n \"image_url\": \"https://cdn.prod.website-files.com/68a44d4040f98a4adf2207b6/69050eca25045d4e2236dade_og_how-brex-improves-code-quality-and-productivity-with-claude-code%20(2).jpg\",\n \"summary_en\": \"Kepler uses Claude to build verifiable AI for financial services, focusing on provenance, auditability, and compliance. The approach demonstrates how language-model-backed systems can meet regulatory demands.\",\n \"summary_zh\": \"Kepler 通过与 Claude 合作，在金融服务领域构建可验证的 AI，强调来源溯源、可审计性与合规性，展示了基于语言模型的系统如何应对监管要求。\",\n \"hn\": {\n \"id\": 47999754,\n \"type\": \"story\",\n \"by\": \"eddiehammond\",\n \"score\": 29,\n \"descendants\": 20,\n \"time\": 1777832096,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999754\"\n },\n \"hot_score\": 1.02,\n \"tags\": [\n \"AI\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"NetHack 5.0.0\",\n \"url\": \"https://nethack.org/v500/release.html\",\n \"title_zh\": \"NetHack 5.0.0 发布\",\n \"created_display\": \"Created: May 02, 2026 / 11:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"NetHack 5.0.0 marks a milestone release for the long-running roguelike, delivering extensive bug fixes, balance tweaks, and quality-of-life improvements. The update stabilizes gameplay across platforms while preserving the game's classic depth, offering newcomers a gentler entry point without sacrificing veteran strategy.\",\n \"summary_zh\": \"这是对这款长期运行的roguelike的里程碑式更新，带来大量的错误修正、平衡调整和提升体验的改进。新版本在多平台上稳定玩法，同时保留了原有的深度，为新手和老玩家都提供更友善的入门体验。\",\n \"hn\": {\n \"id\": 47988776,\n \"type\": \"story\",\n \"by\": \"rsaarelm\",\n \"score\": 473,\n \"descendants\": 157,\n \"time\": 1777745022,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988776\"\n },\n \"tags\": [\n \"Gaming\"\n ],\n \"hot_score\": 1.01\n },\n {\n \"title_en\": \"Do_not_track\",\n \"url\": \"https://donottrack.sh/\",\n \"title_zh\": \"Do_not_track：一个简化隐私保护的开源工具\",\n \"created_display\": \"Created: May 02, 2026 / 10:40 PT\",\n \"image_url\": \"https://donottrack.sh/img/share.png\",\n \"summary_en\": \"Do_not_track is a tool aiming to make opting out of tracking easier and more effective for users. It embodies a pragmatic approach to privacy in an era of pervasive data collection and could influence how individuals shield themselves online.\",\n \"summary_zh\": \"Do_not_track 是一个旨在简化用户隐私保护、便于拒绝跟踪的工具，体现了在广泛数据收集环境中对隐私的务实保护思路。\",\n \"hn\": {\n \"id\": 47988592,\n \"type\": \"story\",\n \"by\": \"RubyGuy\",\n \"score\": 474,\n \"descendants\": 146,\n \"time\": 1777743655,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988592\"\n },\n \"tags\": [\n \"Privacy\"\n ],\n \"hot_score\": 0.99\n },\n {\n \"title_en\": \"Nuclear receptor 4A1 linked to health effects of coffee: study\",\n \"url\": \"https://sciencex.com/news/2026-04-coffee-doesnt-key-biological-pathway.html\",\n \"title_zh\": \"咖啡与健康：NR4A1 与咖啡健康效应的关联研究\",\n \"created_display\": \"Created: May 03, 2026 / 04:12 PT\",\n \"image_url\": \"https://scx2.b-cdn.net/gfx/news/hires/2026/coffee-doesnt-just-wak.jpg\",\n \"summary_en\": \"A study links nuclear receptor NR4A1 to observed health effects from coffee consumption, suggesting molecular pathways that influence metabolism and inflammation. The finding helps explain why coffee impacts people differently and could guide personalized nutrition.\",\n \"summary_zh\": \"研究发现核受体 NR4A1 与咖啡摄入的健康效应相关，提示可能影响代谢和炎症的分子通路。研究有助于解释个体对咖啡反应的差异，并为个性化营养提供线索。\",\n \"hn\": {\n \"id\": 47995757,\n \"type\": \"story\",\n \"by\": \"pseudolus\",\n \"score\": 103,\n \"descendants\": 78,\n \"time\": 1777806749,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995757\"\n },\n \"tags\": [\n \"Science\",\n \"Health\",\n \"Energy\"\n ],\n \"hot_score\": 0.96\n },\n {\n \"title_en\": \"Breaking up with WordPress after two decades\",\n \"url\": \"https://yusufaytas.com/breaking-up-with-wordpress-after-two-decades\",\n \"title_zh\": \"二十年后与 WordPress 说再见\",\n \"created_display\": \"Created: May 03, 2026 / 07:34 PT\",\n \"image_url\": \"https://yusufaytas.com/images/2026/04/updown-io-uptime-dashboard.png\",\n \"summary_en\": \"After two decades with WordPress, the author breaks away, citing plugin bloat, maintenance burden, and a desire for a more modern stack. The piece outlines a migration strategy, covering content preservation, SEO implications, and choosing a new framework or static-site approach. It serves as a case study for long-running sites reconsidering their tech stack.\",\n \"summary_zh\": \"在 WordPress 持续使用了二十年后，作者决定告别，原因包括插件臃肿、维护负担与希望采用更现代的技术栈。文章给出迁移策略，涵盖内容保留、SEO 影响以及选择新框架或静态站点方案。这为长期站点重新评估技术栈提供了一个案例研究。\",\n \"hn\": {\n \"id\": 47997339,\n \"type\": \"story\",\n \"by\": \"owenbuilds\",\n \"score\": 59,\n \"descendants\": 30,\n \"time\": 1777818841,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997339\"\n },\n \"tags\": [\n \"Programming\",\n \"Web\"\n ],\n \"hot_score\": 0.92\n },\n {\n \"title_en\": \"Why does it take so long to release black fan versions?\",\n \"url\": \"https://www.noctua.at/en/expertise/blog/how-can-it-take-so-long-to-release-black-fan-versions\",\n \"title_zh\": \"为什么推出黑色版风扇需要这么久？\",\n \"created_display\": \"Created: May 01, 2026 / 21:38 PT\",\n \"image_url\": null,\n \"summary_en\": \"Manufacturing a black edition requires retooling lines, requalifying components, and coordinating color coatings with supply chains, QA, and certification work. That combination slows the release cadence even as base models ship.\",\n \"summary_zh\": \"黑色版风扇的推出需要在制造线上进行重新布置、重新进行组件认证，并协调涂层、原料与供应链等环节，再加上严格的质量检测与认证流程。这些综合因素使得新版本的上市节奏明显慢于原厂标准款。\",\n \"hn\": {\n \"id\": 47983352,\n \"type\": \"story\",\n \"by\": \"buildbot\",\n \"score\": 735,\n \"descendants\": 294,\n \"time\": 1777696684,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47983352\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.81\n },\n {\n \"title_en\": \"Talking to Transformers\",\n \"url\": \"https://miraos.org/blog/2026/05/02/talking-to-transformers\",\n \"title_zh\": \"与 Transformer 对话\",\n \"created_display\": \"Created: May 03, 2026 / 11:17 PT\",\n \"image_url\": \"https://miraos.org/assets/images/logo.png\",\n \"summary_en\": \"Explores interacting with transformer models, covering prompt design, model behavior, and practical use cases. It highlights tips for getting more reliable outputs and understanding model limits.\",\n \"summary_zh\": \"探讨与 Transformer 模型对话的要点，涵盖提示设计、模型行为与实际用例，给出提升输出可靠性和理解模型局限性的要点。\",\n \"hn\": {\n \"id\": 47999776,\n \"type\": \"story\",\n \"by\": \"taylorsatula\",\n \"score\": 22,\n \"descendants\": 2,\n \"time\": 1777832238,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999776\"\n },\n \"hot_score\": 0.78,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"People who are blind from birth never develop schizophrenia\",\n \"url\": \"https://theconversation.com/people-who-are-blind-from-birth-never-develop-schizophrenia-what-this-tells-us-about-the-psychiatric-condition-281369\",\n \"title_zh\": \"此生天生失明者从未发展成精神分裂症\",\n \"created_display\": \"Created: May 03, 2026 / 12:15 PT\",\n \"image_url\": \"https://images.theconversation.com/files/732318/original/file-20260426-57-d7ls4k.jpg?ixlib=rb-4.1.0&rect=0%2C178%2C5851%2C2925&q=45&auto=format&w=1356&h=668&fit=crop\",\n \"summary_en\": \"A philosophical/medical piece notes that people blind from birth do not develop schizophrenia, offering clues about the neural basis of psychiatric illness and sensory processing.\",\n \"summary_zh\": \"文章指出天生失明的人不会发展成精神分裂症，为理解精神疾病的神经基础和感知处理差异提供线索。\",\n \"hn\": {\n \"id\": 48000334,\n \"type\": \"story\",\n \"by\": \"debo_\",\n \"score\": 16,\n \"descendants\": 16,\n \"time\": 1777835719,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48000334\"\n },\n \"hot_score\": 0.75,\n \"tags\": [\n \"Science\",\n \"Health\"\n ]\n },\n {\n \"title_en\": \"ASU Using AI Tool to Create Courses from Professors' Work Without Their\",\n \"url\": \"https://azfreenews.com/2026/05/asu-using-ai-tool-to-create-courses-from-professors-work-without-their-knowledge/\",\n \"title_zh\": \"ASU 使用 AI 工具在未经教授知情情况下以教授作品创建课程\",\n \"created_display\": \"Created: May 03, 2026 / 12:33 PT\",\n \"image_url\": \"https://azfreenews.com/wp-content/uploads/2025/08/azfn-asu-sign.jpg\",\n \"summary_en\": \"Arizona State University uses an AI tool to create courses from professors' work without their knowledge or consent, raising concerns about intellectual property, authorship, and academic integrity.\",\n \"summary_zh\": \"亚利桑那州立大学在未征得教授知情或同意的情况下，利用人工智能工具把教授的工作内容用于创建课程，触及知识产权、署名权与学术诚信等议题。\",\n \"hn\": {\n \"id\": 48000521,\n \"type\": \"story\",\n \"by\": \"abdelhousni\",\n \"score\": 14,\n \"descendants\": 1,\n \"time\": 1777836780,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48000521\"\n },\n \"hot_score\": 0.72,\n \"tags\": [\n \"AI\",\n \"Education\"\n ]\n },\n {\n \"title_en\": \"Maryland to ban A.I.-driven price increases in grocery stores\",\n \"url\": \"https://www.nytimes.com/2026/05/01/business/surveillance-pricing-groceries-maryland.html\",\n \"title_zh\": \"马里兰成为首个禁止 AI 驱动涨价的超市定价的州\",\n \"created_display\": \"Created: May 02, 2026 / 18:24 PT\",\n \"image_url\": null,\n \"summary_en\": \"Maryland passes a first-in-the-nation ban on AI-driven price increases in grocery stores, aiming to curb personalized pricing powered by consumer data. The move raises policy questions about fairness, transparency, and consumer protection in data-driven pricing.\",\n \"summary_zh\": \"马里兰州成为首个禁止超市使用 AI 驱动定价策略的州，意在限制基于消费者数据的个性化定价。此举引发关于公平性、透明度与消费者保护之间的讨论。\",\n \"hn\": {\n \"id\": 47992349,\n \"type\": \"story\",\n \"by\": \"doener\",\n \"score\": 203,\n \"descendants\": 185,\n \"time\": 1777771449,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992349\"\n },\n \"tags\": [\n \"Politics\",\n \"Business\",\n \"AI\"\n ],\n \"hot_score\": 0.71\n },\n {\n \"title_en\": \"Investors pile into clean energy as Iran war drives push for energy security\",\n \"url\": \"https://www.ft.com/content/9921f2b5-c910-4cec-a50f-cad453935a1a\",\n \"title_zh\": \"在伊朗战争推动能源安全的背景下，投资者涌向清洁能源\",\n \"created_display\": \"Created: May 03, 2026 / 02:26 PT\",\n \"image_url\": \"https://images.ft.com/v3/image/raw/https%3A%2F%2Fd1e00ek4ebabms.cloudfront.net%2Fproduction%2F566a691b-057b-4598-8795-7b11a7d27b87.jpg?source=next-barrier-page\",\n \"summary_en\": \"Investors are flocking to clean energy as geopolitical tensions push energy security higher on the agenda. The surge in funding spans renewables, storage, and grid resilience, with policy and market signals accelerating the transition. Geopolitics may expedite diversification away from fossil fuels and boost long-term climate and energy goals.\",\n \"summary_zh\": \"在地缘政治紧张局势推动能源安全议程之际，投资者正涌向清洁能源。资金涌向可再生能源、储能与电网韧性建设，政策与市场信号正在加速能源转型。地缘政治因素可能加速对化石燃料的多元化依赖，推动长期气候与能源目标的实现。\",\n \"hn\": {\n \"id\": 47995125,\n \"type\": \"story\",\n \"by\": \"JumpCrisscross\",\n \"score\": 94,\n \"descendants\": 100,\n \"time\": 1777800408,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995125\"\n },\n \"hot_score\": 0.7,\n \"tags\": [\n \"Business\",\n \"Energy\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Neanderthals ran 'fat factories' 125k years ago (2025)\",\n \"url\": \"https://www.universiteitleiden.nl/en/news/2025/07/neanderthals-ran-fat-factories-125000-years-ago\",\n \"title_zh\": \"125,000 年前尼安德特人运营脂肪工厂\",\n \"created_display\": \"Created: May 02, 2026 / 13:42 PT\",\n \"image_url\": \"https://www.universiteitleiden.nl/binaries/content/gallery/ul2/main-images/archaeology/neumark-banner.jpg/neumark-banner.jpg/d600x315\",\n \"summary_en\": \"New archaeological findings suggest Neanderthals ran large-scale fat-processing activities 125,000 years ago, hinting at sophisticated subsistence strategies and social organization. The discovery adds nuance to our understanding of Neanderthal cognition and energy management.\",\n \"summary_zh\": \"新发现表明 125,000 年前的尼安德特人进行大规模脂肪加工，暴露出复杂的生计策略与社群组织能力，丰富了对其认知与能量管理的理解。\",\n \"hn\": {\n \"id\": 47990284,\n \"type\": \"story\",\n \"by\": \"andsoitis\",\n \"score\": 271,\n \"descendants\": 146,\n \"time\": 1777754540,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990284\"\n },\n \"tags\": [\n \"Science\",\n \"Energy\"\n ],\n \"hot_score\": 0.68\n },\n {\n \"title_en\": \"California to begin ticketing driverless cars that violate traffic laws\",\n \"url\": \"https://www.bbc.com/news/articles/clypjx3rg2go\",\n \"title_zh\": \"加州将对违反交通法规的无人驾驶汽车开罚单\",\n \"created_display\": \"Created: May 02, 2026 / 10:59 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/4bd8/live/9ece7410-4634-11f1-b14f-8905f097c360.jpg\",\n \"summary_en\": \"California plans to ticket autonomous cars that violate traffic laws through automated enforcement, pushing accountability onto AV operators. The move accelerates safety governance for on-road robo-taxis and tests how regulators handle software-driven infractions.\",\n \"summary_zh\": \"加州计划对违反交通法规的无人驾驶汽车进行自动执法并开罚单，将问责落在运营方身上。此举加速了对路上机器人出租车的安全治理，并测试监管机构对软件性违规的处理方式。\",\n \"hn\": {\n \"id\": 47988742,\n \"type\": \"story\",\n \"by\": \"geox\",\n \"score\": 304,\n \"descendants\": 320,\n \"time\": 1777744758,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988742\"\n },\n \"tags\": [\n \"Politics\"\n ],\n \"hot_score\": 0.64\n },\n {\n \"title_en\": \"OpenAI's o1 correctly diagnosed 67% of ER patients vs. 50-55% by triage doctors\",\n \"url\": \"https://www.theguardian.com/technology/2026/apr/30/ai-outperforms-doctors-in-harvard-trial-of-emergency-triage-diagnoses\",\n \"title_zh\": \"OpenAI 的 o1 在急诊诊断中正确率达 67%，超出分诊医生的 50–55%\",\n \"created_display\": \"Created: May 02, 2026 / 17:30 PT\",\n \"image_url\": \"https://i.guim.co.uk/img/media/7f4b1062db43fb053f4d68c08b8e92dd39f49107/0_62_4362_3487/master/4362.jpg?width=1200&height=630&quality=85&auto=format&fit=crop&precrop=40:21,offset-x50,offset-y0&overlay-align=bottom%2Cleft&overlay-width=100p&overlay-base64=L2ltZy9zdGF0aWMvb3ZlcmxheXMvdGctZGVmYXVsdC5wbmc&enable=upscale&s=ceb8f56ddb65e715896d86461e95819f\",\n \"summary_en\": \"In a Harvard trial, OpenAI's o1 correctly diagnosed 67% of ER patients, compared with 50-55% by triage doctors. This demonstrates AI's potential to augment emergency triage, but real-world deployment must address safety, workflow integration, and clinician oversight.\",\n \"summary_zh\": \"在哈佛的一项试验中，o1 在急诊患者诊断中的正确率达到 67%，明显高于分诊医生的 50–55%。这显示人工智能有潜力提升急诊分诊的效率与准确性，但将其落地需解决安全性、工作流整合以及医生监督等挑战。\",\n \"hn\": {\n \"id\": 47991981,\n \"type\": \"story\",\n \"by\": \"donsupreme\",\n \"score\": 194,\n \"descendants\": 141,\n \"time\": 1777768250,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991981\"\n },\n \"hot_score\": 0.63,\n \"tags\": [\n \"AI\",\n \"Health\"\n ]\n },\n {\n \"title_en\": \"Systemd-manager-TUI: A TUI application for managing systemd services\",\n \"url\": \"https://github.com/Matheus-git/systemd-manager-tui\",\n \"title_zh\": \"Systemd-manager-TUI：用于管理 systemd 服务的文本用户界面\",\n \"created_display\": \"Created: May 03, 2026 / 03:55 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7d034eb1338d82acefeb6c298136ec3700cda76378430d3abd615d6749de46df/matheus-git/systemd-manager-tui\",\n \"summary_en\": \"Systemd-manager-TUI is a terminal UI for managing systemd services. It provides easy start/stop, enable/disable, status checks, and log viewing from a compact CLI interface. Designed as a lightweight alternative for headless or constrained environments.\",\n \"summary_zh\": \"Systemd-manager-TUI 是一个用于管理 systemd 服务的文本用户界面。它通过紧凑的 CLI 界面提供启停、启用/禁用、状态查看和日志查看等功能。面向无头或资源受限的环境，旨在成为一个轻量替代工具。\",\n \"hn\": {\n \"id\": 47995649,\n \"type\": \"story\",\n \"by\": \"thunderbong\",\n \"score\": 70,\n \"descendants\": 24,\n \"time\": 1777805730,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995649\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.63\n },\n {\n \"title_en\": \"Modern jet engine turbines: each blade a single crystal (2015)\",\n \"url\": \"https://www.americanscientist.org/article/each-blade-a-single-crystal\",\n \"title_zh\": \"现代喷气发动机涡轮：每个叶片都是单晶（2015）\",\n \"created_display\": \"Created: May 03, 2026 / 07:02 PT\",\n \"image_url\": \"https://www.americanscientist.org/sites/americanscientist.org/themes/amsci/img/sigma-xi-logo-sm.png\",\n \"summary_en\": \"A 2015 overview of single-crystal turbine blades, showing how this materials advancement improves high-temperature strength and efficiency in modern engines. Provides historical context for ongoing aerospace materials research.\",\n \"summary_zh\": \"2015 年对单晶涡轮叶片的概述，指出这一材料进步提升了高温强度和发动机效率，为现代航空材料研究提供了历史背景。\",\n \"hn\": {\n \"id\": 47997059,\n \"type\": \"story\",\n \"by\": \"whycome\",\n \"score\": 42,\n \"descendants\": 8,\n \"time\": 1777816953,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997059\"\n },\n \"tags\": [\n \"Science\",\n \"Hardware\"\n ],\n \"hot_score\": 0.6\n },\n {\n \"title_en\": \"A network smuggling Starlink tech into Iran to beat internet blackout\",\n \"url\": \"https://www.bbc.com/news/articles/cvgzk91leweo\",\n \"title_zh\": \"秘密网络通过走私 Starlink 设备进入伊朗以绕过互联网封锁\",\n \"created_display\": \"Created: May 02, 2026 / 18:22 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/8c14/live/20b8b580-44c8-11f1-ac78-2112837ce2aa.jpg\",\n \"summary_en\": \"A clandestine network smuggled Starlink hardware into Iran to bypass a government internet blackout. The move highlights how satellite-based connectivity can undermine censorship, raising questions about regulatory controls and information access. It also shows the ongoing tension between tech access and state control.\",\n \"summary_zh\": \"一个秘密网络向伊朗走私 Starlink 设备，试图突破政府的互联网封锁。此举揭示卫星联网在规避审查方面的潜力，同时引发对监管、供应链及信息获取影响的讨论。\",\n \"hn\": {\n \"id\": 47992338,\n \"type\": \"story\",\n \"by\": \"1659447091\",\n \"score\": 171,\n \"descendants\": 127,\n \"time\": 1777771361,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992338\"\n },\n \"tags\": [\n \"Space\",\n \"Politics\",\n \"Hardware\"\n ],\n \"hot_score\": 0.59\n },\n {\n \"title_en\": \"Open source does not imply open community\",\n \"url\": \"https://blog.feld.me/posts/2026/04/open-source-does-not-imply-open-community/\",\n \"title_zh\": \"开源并不等同于开放社区\",\n \"created_display\": \"Created: May 02, 2026 / 19:36 PT\",\n \"image_url\": \"https://blog.feld.me/static/site_logo_512.png\",\n \"summary_en\": \"The post argues that open-source projects can still have closed or gated communities, highlighting governance, contributor inclusion, and decision-making opacity. The takeaway: open source ≠ open governance; communities matter for sustainability.\",\n \"summary_zh\": \"文章指出开源项目也可能存在封闭的或受限的社区治理现象，强调治理透明度、参与者包容性与决策过程的重要性。结论是开源并不等同于开放的治理体系，社区的结构影响长期可持续性。\",\n \"hn\": {\n \"id\": 47992772,\n \"type\": \"story\",\n \"by\": \"RohanAdwankar\",\n \"score\": 147,\n \"descendants\": 41,\n \"time\": 1777775769,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992772\"\n },\n \"tags\": [\n \"Open Source\",\n \"Culture\"\n ],\n \"hot_score\": 0.56\n },\n {\n \"title_en\": \"Underwater robot tracks sperm whale conversations in real time\",\n \"url\": \"https://www.reuters.com/business/environment/underwater-robot-tracks-sperm-whale-conversations-real-time-2026-05-01/\",\n \"title_zh\": \"水下机器人实时记录抹香鲸对话\",\n \"created_display\": \"Created: May 03, 2026 / 09:35 PT\",\n \"image_url\": null,\n \"summary_en\": \"An underwater robot tracks sperm whale conversations in real time, enabling researchers to analyze vocalization patterns and social interactions. The project advances marine bioacoustics and demonstrates sensor fusion in challenging environments.\",\n \"summary_zh\": \"水下机器人实时记录抹香鲸的交流，帮助研究者分析声纳模式和社交互动。该项目推动海洋生物声学研究，并展示在极端环境下的传感器融合能力。\",\n \"hn\": {\n \"id\": 47998664,\n \"type\": \"story\",\n \"by\": \"thedebuglife\",\n \"score\": 24,\n \"descendants\": 2,\n \"time\": 1777826120,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998664\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.55\n },\n {\n \"title_en\": \"Largest electric autonomous container ship begins commercial service\",\n \"url\": \"https://global.chinadaily.com.cn/a/202604/16/WS69e0ee90a310d6866eb43dd4.html\",\n \"title_zh\": \"全球最大的电动自动化集装箱船开始商用服务\",\n \"created_display\": \"Created: May 03, 2026 / 09:58 PT\",\n \"image_url\": \"http://img2.chinadaily.com.cn/images/202604/16/69e0ee90a310d68600fbc9f8.jpeg\",\n \"summary_en\": \"The first large-scale electric autonomous container ship has begun commercial service, marking a milestone in decarbonizing maritime freight and testing real-world autonomy at sea. The deployment may influence port operations, energy supply, and shipping regulations.\",\n \"summary_zh\": \"全球最大的电动自动化集装箱船正式进入商业运营，标志着海运去碳化和海上自主化迈出关键一步。此举或影响港口运营、能源供给和海运监管格局。\",\n \"hn\": {\n \"id\": 47998897,\n \"type\": \"story\",\n \"by\": \"Geekette\",\n \"score\": 22,\n \"descendants\": 8,\n \"time\": 1777827494,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998897\"\n },\n \"hot_score\": 0.55,\n \"tags\": [\n \"Business\",\n \"Energy\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"Physical buttons outperform touchscreens in new cars (2023)\",\n \"url\": \"https://etsc.eu/physical-buttons-outperform-touchscreens-in-new-cars/\",\n \"title_zh\": \"新车中物理按钮优于触摸屏（2023）\",\n \"created_display\": \"Created: May 03, 2026 / 10:05 PT\",\n \"image_url\": \"https://etsc.eu/wp-content/uploads/gl_infotainment-oppning_002.jpg\",\n \"summary_en\": \"A 2023 study finds physical controls outperform touchscreens in usability and safety in cars, prompting automakers to reconsider interface design. The result reinforces the enduring value of tactile interfaces in vehicles.\",\n \"summary_zh\": \"2023 年的研究显示物理按钮在可用性和安全性方面优于触摸屏，促使车厂重新审视车载界面设计。这一结论强调了触觉界面的长期价值。\",\n \"hn\": {\n \"id\": 47998990,\n \"type\": \"story\",\n \"by\": \"hubraumhugo\",\n \"score\": 19,\n \"descendants\": 4,\n \"time\": 1777827902,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998990\"\n },\n \"hot_score\": 0.48,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"Flock repeatedly flags 76-year old Grandmother for arrest, erroring zero for \\\"O\\\"\",\n \"url\": \"https://guessingheadlights.com/colorado-grandma-keeps-getting-pulled-over-because-police-cameras-cannot-tell-the-difference-between-a-zero-and-the-letter-o/\",\n \"title_zh\": \"Flock 摄像系统误将 O 识别为 0 的荒诞案例\",\n \"created_display\": \"Created: May 03, 2026 / 12:23 PT\",\n \"image_url\": \"https://guessingheadlights.com/wp-content/uploads/2026/05/Screenshot-2026-05-02-102334.png\",\n \"summary_en\": \"A real-world incident shows automated license plate recognition repeatedly flagging a 76-year-old grandmother because the system confuses the letter O with the digit 0. The case highlights the limits of automated surveillance and civil-liberties concerns.\",\n \"summary_zh\": \"真实案例显示车牌识别系统多次将一位76岁祖母误判为通缉对象，原因是把字母 O 与数字 0 混淆。此事凸显了自动化监控的局限性及公民权利关注点。\",\n \"hn\": {\n \"id\": 48000420,\n \"type\": \"story\",\n \"by\": \"chasil\",\n \"score\": 10,\n \"descendants\": 0,\n \"time\": 1777836200,\n \"comments_url\": \"https://news.ycombinator.com/item?id=48000420\"\n },\n \"hot_score\": 0.47,\n \"tags\": [\n \"Privacy\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Roblox shares plummet 18% as child safety measures weigh on bookings\",\n \"url\": \"https://www.cnbc.com/2026/05/01/roblox-rblx-stock-child-safety-earnings.html\",\n \"title_zh\": \"Roblox 股价下跌 18%，儿童安全措施拖累订单\",\n \"created_display\": \"Created: May 02, 2026 / 10:10 PT\",\n \"image_url\": \"https://image.cnbcfm.com/api/v1/image/108217783-1761657779238-gettyimages-2238840255-TFSPI_04102025-1315.jpeg?v=1761657810&w=1920&h=1080\",\n \"summary_en\": \"Roblox's stock fell after earnings as safety-focused changes dampened bookings, signaling a tension between platform safety and monetization. The result underscores how child-safety measures and parental controls can materially impact growth in consumer-facing online services.\",\n \"summary_zh\": \"Roblox 在财报后股价下跌约 18%，因为以安全为导向的变动压缩了订单量。这凸显了平台安全与商业化之间的矛盾，儿童安全措施和家长控制对面向消费者的在线服务增长有实际影响。\",\n \"hn\": {\n \"id\": 47988261,\n \"type\": \"story\",\n \"by\": \"1vuio0pswjnm7\",\n \"score\": 229,\n \"descendants\": 136,\n \"time\": 1777741818,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988261\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.46\n },\n {\n \"title_en\": \"DeepSeek V4 – almost on the frontier\",\n \"url\": \"https://simonwillison.net/2026/Apr/24/deepseek-v4/\",\n \"title_zh\": \"DeepSeek V4：几近前沿\",\n \"created_display\": \"Created: May 01, 2026 / 09:52 PT\",\n \"image_url\": \"https://static.simonwillison.net/static/2026/deepseek-v4-card.jpg\",\n \"summary_en\": \"DeepSeek V4 pushes closer to the frontier of data-search tooling, with improvements in indexing speed and user workflow. It frames how this version stacks up against peers and what the next leap in AI-assisted data discovery might look like.\",\n \"summary_zh\": \"DeepSeek V4 靠近数据检索工具的前沿，在索引速度和工作流方面有显著改进。它评估了该版本与同类产品的差异以及AI辅助数据发现的下一步可能走向。\",\n \"hn\": {\n \"id\": 47977026,\n \"type\": \"story\",\n \"by\": \"indigodaddy\",\n \"score\": 597,\n \"descendants\": 360,\n \"time\": 1777654363,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47977026\"\n },\n \"tags\": [\n \"AI\",\n \"Data\"\n ],\n \"hot_score\": 0.43\n },\n {\n \"title_en\": \"The agent harness belongs outside the sandbox\",\n \"url\": \"https://www.mendral.com/blog/agent-harness-belongs-outside-sandbox\",\n \"title_zh\": \"代理 Harness 应该放在沙箱外运行\",\n \"created_display\": \"Created: May 02, 2026 / 14:21 PT\",\n \"image_url\": \"https://mendral.com/og?title=The%20Agent%20Harness%20Belongs%20Outside%20the%20Sandbox\",\n \"summary_en\": \"The article argues that the agent harness belongs outside the sandbox to reduce the risk of sandbox escapes. It discusses architectural trade-offs and how separating trust boundaries can improve security and reliability for AI agents.\",\n \"summary_zh\": \"文章主张为降低沙箱逃逸风险，应将代理 Harness 放在沙箱外运行，并分析将信任边界分离带来的安全与可靠性提升。\",\n \"hn\": {\n \"id\": 47990675,\n \"type\": \"story\",\n \"by\": \"shad42\",\n \"score\": 160,\n \"descendants\": 109,\n \"time\": 1777756887,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990675\"\n },\n \"tags\": [\n \"AI\",\n \"Security\"\n ],\n \"hot_score\": 0.42\n },\n {\n \"title_en\": \"Windows API is Successful Cross-Platform API (2024)\",\n \"url\": \"https://retrocoding.net/windows-api-is-successful-cross-platform-api\",\n \"title_zh\": \"Windows API 已成为成功的跨平台 API\",\n \"created_display\": \"Created: May 02, 2026 / 19:53 PT\",\n \"image_url\": null,\n \"summary_en\": \"The Windows API has become a successful cross-platform API, reflecting how Windows interfaces and compatibility layers have become usable across different OSes. This trend affects how developers design cross-platform apps, reducing the need to rewrite for each platform and influencing porting strategies.\",\n \"summary_zh\": \"Windows API 已成为一个成功的跨平台接口，表明通过兼容层在不同操作系统上使用 Windows 接口已成为现实。此趋势正在影响开发者的跨平台设计与移植策略。\",\n \"hn\": {\n \"id\": 47992859,\n \"type\": \"story\",\n \"by\": \"phendrenad2\",\n \"score\": 92,\n \"descendants\": 108,\n \"time\": 1777776809,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992859\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.36\n },\n {\n \"title_en\": \"How fast is a macOS VM, and how small could it be?\",\n \"url\": \"https://eclecticlight.co/2026/05/02/how-fast-is-a-macos-vm-and-how-small-could-it-be/\",\n \"title_zh\": \"macOS 虚拟机有多快，能有多小？\",\n \"created_display\": \"Created: May 02, 2026 / 02:30 PT\",\n \"image_url\": \"https://eclecticlight.co/wp-content/uploads/2015/01/cropped-eclecticlightlogo-e1421784280911.png?w=200\",\n \"summary_en\": \"The article benchmarks macOS VM performance on Apple hardware and explores how small a viable macOS VM can be. It discusses CPU, memory, and disk I/O tradeoffs and what they mean for dev/test workflows.\",\n \"summary_zh\": \"文章测评了在苹果硬件上运行的 macOS 虚拟机性能，并探讨了可用的最小化体积与实际可用性之间的权衡。内容聚焦 CPU、内存和磁盘 I/O 的取舍，以及对开发/测试工作流的影响。\",\n \"hn\": {\n \"id\": 47984852,\n \"type\": \"story\",\n \"by\": \"moosia\",\n \"score\": 256,\n \"descendants\": 96,\n \"time\": 1777714249,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984852\"\n },\n \"tags\": [\n \"Hardware\",\n \"DevOps\"\n ],\n \"hot_score\": 0.35\n },\n {\n \"title_en\": \"Show HN: State of the Art of Coding Models, According to Hacker News Commenters\",\n \"url\": \"https://hnup.date/hn-sota\",\n \"title_zh\": \"Show HN：据 Hacker News 评论者所评的编码模型现状\",\n \"created_display\": \"Created: May 02, 2026 / 14:25 PT\",\n \"image_url\": null,\n \"summary_en\": \"This Show HN compiles Hacker News commenters' views to map the current state-of-the-art in coding models. It highlights which models are favored for code tasks, trade-offs between speed and accuracy, and community sentiment shaping practical tool choices.\",\n \"summary_zh\": \"此 Show HN 汇总 Hacker News 评论者的观点，勾勒当前编码模型的现状，揭示在代码任务中的偏好模型、速度与准确度的权衡，以及社区对工具选择的影响。\",\n \"hn\": {\n \"id\": 47990708,\n \"type\": \"story\",\n \"by\": \"yunusabd\",\n \"score\": 131,\n \"descendants\": 77,\n \"time\": 1777757105,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990708\"\n },\n \"tags\": [\n \"Show HN\",\n \"AI\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"Clojurists Together – Q2 2026 Open Source Funding Announcement\",\n \"url\": \"https://www.clojuriststogether.org/news/q2-2026-funding-announcement/\",\n \"title_zh\": \"Clojurists Together – 2026 年 Q2 开源资助公告\",\n \"created_display\": \"Created: May 02, 2026 / 14:34 PT\",\n \"image_url\": \"https://www.clojuriststogether.org/logos/ct-logo-cropped.png\",\n \"summary_en\": \"Clojurists Together announces Q2 2026 open-source funding, detailing grants to several projects in the Clojure ecosystem. The funding signals continued community support for open-source Lisp ecosystems and could accelerate maintenance and feature development.\",\n \"summary_zh\": \"Clojurists Together 公布 2026 年 Q2 的开源资助计划，对若干 Clojure 生态项目给予资助。这反映社区对开源 Lisp 生态的持续支持，可能推动维护与新特性的开发。\",\n \"hn\": {\n \"id\": 47990789,\n \"type\": \"story\",\n \"by\": \"dragandj\",\n \"score\": 130,\n \"descendants\": 16,\n \"time\": 1777757689,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990789\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"Open Design: Use Your Coding Agent as a Design Engine\",\n \"url\": \"https://github.com/nexu-io/open-design\",\n \"title_zh\": \"开放式设计：把你的编码代理当成设计引擎\",\n \"created_display\": \"Created: May 02, 2026 / 05:16 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/1223170290/5eec4959-c821-4927-83fb-e904b5cbc396\",\n \"summary_en\": \"Proposes using coding agents as design engines to automate design tasks, enabling code-driven workflows for UI prototyping. This approach demonstrates AI-assisted design at scale and the potential for tighter human-AI collaboration.\",\n \"summary_zh\": \"提出把编码代理用作设计引擎，自动化设计任务并推动 UI 原型的代码驱动工作流。这种方式展现了大规模的 AI 辅助设计潜力，以及人机协作的新可能。\",\n \"hn\": {\n \"id\": 47985750,\n \"type\": \"story\",\n \"by\": \"steveharing1\",\n \"score\": 206,\n \"descendants\": 89,\n \"time\": 1777724176,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47985750\"\n },\n \"tags\": [\n \"Design\",\n \"AI\"\n ],\n \"hot_score\": 0.32\n },\n {\n \"title_en\": \"Show HN: I built a RISC-V emulator that runs DOOM\",\n \"url\": \"https://github.com/lalitshankarch/rvcore\",\n \"title_zh\": \"Show HN：我构建了一个能运行 DOOM 的 RISC-V 模拟器\",\n \"created_display\": \"Created: May 03, 2026 / 04:57 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/63909a2443cc997f160358540b564804d6069a0572a7ef58ed13ad2a5225e262/lalitshankarch/rvcore\",\n \"summary_en\": \"A Show HN project releasing a RISC-V emulator capable of running the classic game DOOM demonstrates the practicality of emulator-based experimentation on modern architectures. It highlights accessibility for hobbyists to explore low-level systems.\",\n \"summary_zh\": \"Show HN 项目展示了一个能在 RISC-V 上运行 DOOM 的模拟器，展示了在现代体系结构上进行仿真和实验的可行性。对爱好者探索底层系统十分友好。\",\n \"hn\": {\n \"id\": 47996055,\n \"type\": \"story\",\n \"by\": \"Flex247A\",\n \"score\": 32,\n \"descendants\": 1,\n \"time\": 1777809432,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47996055\"\n },\n \"tags\": [\n \"Show HN\",\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.32\n },\n {\n \"title_en\": \"Utah to hold websites liable for users who mask their location with VPNs\",\n \"url\": \"https://www.tomshardware.com/software/vpn/utah-becomes-first-us-state-to-target-vpn-use-with-age-verification-law\",\n \"title_zh\": \"犹他州拟对用 VPN 匿藏定位的用户的网站承担责任\",\n \"created_display\": \"Created: May 03, 2026 / 07:36 PT\",\n \"image_url\": \"https://cdn.mos.cms.futurecdn.net/6XV8bh92LpaxMG9NUay7tR-2560-80.jpg\",\n \"summary_en\": \"Utah is pursuing a law that would hold websites liable for users who mask their location via VPNs, effectively tying age-verification obligations to geo-circumvention. The measure could pressure sites to implement stricter verification but raises privacy and compliance cost concerns for smaller sites and privacy-preserving users. Its enforceability will depend on definitions of 'location masking' and how a site proves intent or compliance.\",\n \"summary_zh\": \"犹他州正在推动一项法律，将对通过 VPN 匿名定位的用户进行访问的网站承担责任，实质上将地理位置规避与年龄验证义务绑定。该举措可能迫使网站实施更严格的身份验证，但也引发对隐私、合规成本以及对小型网站与注重隐私的用户的担忧。是否可执行取决于对“定位被遮蔽”的定义，以及网站如何证明合规与意图。\",\n \"hn\": {\n \"id\": 47997358,\n \"type\": \"story\",\n \"by\": \"GavinAnderegg\",\n \"score\": 19,\n \"descendants\": 4,\n \"time\": 1777818974,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997358\"\n },\n \"hot_score\": 0.29,\n \"tags\": [\n \"Privacy\",\n \"Legal\"\n ]\n },\n {\n \"title_en\": \"Care homes and hotels in Japan shut as expansion strategy unravels\",\n \"url\": \"https://www.newsonjapan.com/article/149075.php\",\n \"title_zh\": \"日本养老院与酒店在扩张策略瓦解后关闭\",\n \"created_display\": \"Created: May 02, 2026 / 18:38 PT\",\n \"image_url\": \"https://i2.ytimg.com/vi/SLn2VjV3Jko/mqdefault.jpg\",\n \"summary_en\": \"Care homes and hotels in Japan face closures as aggressive expansion plans unravel, signaling strain across service and real estate sectors. Demographic headwinds, labor shortages, and capital constraints undercut growth bets. The development raises questions for operators and investors about sustainable models in an aging society.\",\n \"summary_zh\": \"日本部分养老院与酒店在扩张计划瓦解后宣布关闭，反映服务业与地产领域的压力。人口老龄化带来的挑战、劳动力短缺和资金约束削弱了扩张预期。此情形引发对在老龄化社会中可持续商业模式的关注。\",\n \"hn\": {\n \"id\": 47992446,\n \"type\": \"story\",\n \"by\": \"mikhael\",\n \"score\": 77,\n \"descendants\": 26,\n \"time\": 1777772318,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992446\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.27\n },\n {\n \"title_en\": \"Why are there both TMP and TEMP environment variables? (2015)\",\n \"url\": \"https://devblogs.microsoft.com/oldnewthing/20150417-00/?p=44213\",\n \"title_zh\": \"为什么同时有 TMP 与 TEMP 环境变量？（2015）\",\n \"created_display\": \"Created: May 02, 2026 / 01:23 PT\",\n \"image_url\": \"https://devblogs.microsoft.com/oldnewthing/wp-content/uploads/sites/38/2019/02/ShowCover.jpg\",\n \"summary_en\": \"Explains that TMP and TEMP designate temp directories; the variables reflect historical design choices and precedence rules. The note helps clarify why some software behaves differently and how to set them to avoid confusion.\",\n \"summary_zh\": \"解释 TMP 和 TEMP 都指向临时目录，这两个变量的存在源于历史设计与优先级规则。文中帮助读者理解为何有的软件表现不同，以及如何设置以避免混淆。\",\n \"hn\": {\n \"id\": 47984522,\n \"type\": \"story\",\n \"by\": \"ankitg12\",\n \"score\": 202,\n \"descendants\": 92,\n \"time\": 1777710203,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984522\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.26\n },\n {\n \"title_en\": \"AI, Intimacy, and the Data You Never Meant to Share\",\n \"url\": \"https://fshot.org/techzone/the-algorithm-knows.php\",\n \"title_zh\": \"AI、亲密关系与你本来不想分享的数据\",\n \"created_display\": \"Created: May 02, 2026 / 19:42 PT\",\n \"image_url\": \"https://fshot.org/images/fs-hot-blocky-hd.webp\",\n \"summary_en\": \"Examines how AI systems handle intimate data and the risks of unintentional sharing, including prompts, training inputs, and inferred details. It advocates privacy-by-design and user controls to mitigate exposure in conversational AI. The piece underscores growing tension between personalization and personal privacy.\",\n \"summary_zh\": \"审视 AI 系统如何处理亲密数据及可能未曾打算分享的信息的风险，包括输入提示、训练数据与推断结果。主张从隐私设计出发，强化用户控制以降低对话式 AI 的数据暴露。强调个性化服务与个人隐私之间日益紧张的博弈。\",\n \"hn\": {\n \"id\": 47992802,\n \"type\": \"story\",\n \"by\": \"victorkulla\",\n \"score\": 67,\n \"descendants\": 5,\n \"time\": 1777776163,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992802\"\n },\n \"tags\": [\n \"AI\",\n \"Privacy\"\n ],\n \"hot_score\": 0.26\n },\n {\n \"title_en\": \"Uber wants to turn its drivers into a sensor grid for self-driving companies\",\n \"url\": \"https://techcrunch.com/2026/05/01/uber-wants-to-turn-its-millions-of-drivers-into-a-sensor-grid-for-self-driving-companies/\",\n \"title_zh\": \"Uber 想把司机变成自驾传感器网\",\n \"created_display\": \"Created: May 02, 2026 / 08:38 PT\",\n \"image_url\": \"https://techcrunch.com/wp-content/uploads/2026/05/GettyImages-2259104536.jpg?resize=1200,800\",\n \"summary_en\": \"Uber envisions turning its driver fleet into a distributed sensor grid for autonomous vehicle developers, monetizing real-world data and test trips. The plan could accelerate AV iteration but raises questions about driver consent, data governance, and regulatory risk.\",\n \"summary_zh\": \"Uber 正在设想把司机队伍变成分布式传感器网，用于自动驾驶开发商的数据采集与测试并实现商业化。此举可能加速自动驾驶的迭代，但也引发对司机同意、数据治理和监管风险的担忧。\",\n \"hn\": {\n \"id\": 47987333,\n \"type\": \"story\",\n \"by\": \"nickvec\",\n \"score\": 132,\n \"descendants\": 139,\n \"time\": 1777736297,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47987333\"\n },\n \"tags\": [\n \"Business\",\n \"Data\",\n \"Privacy\",\n \"Politics\"\n ],\n \"hot_score\": 0.24\n },\n {\n \"title_en\": \"Show HN: Software Engineer to Novelist: Writing a Book Like Coding\",\n \"url\": \"https://frequal.com/forwriters/\",\n \"title_zh\": \"Show HN：从软件工程师到小说家：像编码一样写书\",\n \"created_display\": \"Created: May 03, 2026 / 09:26 PT\",\n \"image_url\": null,\n \"summary_en\": \"A Show HN post describes treating novel-writing like coding, using project management, version control, milestones, and iterative drafts to structure the writing process.\",\n \"summary_zh\": \"Show HN 分享将写小说的过程当作软件工程来管理，使用版本控制、迭代草稿和里程碑来组织创作流程。\",\n \"hn\": {\n \"id\": 47998570,\n \"type\": \"story\",\n \"by\": \"TeaVMFan\",\n \"score\": 11,\n \"descendants\": 1,\n \"time\": 1777825592,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998570\"\n },\n \"hot_score\": 0.23,\n \"tags\": [\n \"Show HN\",\n \"Career\"\n ]\n },\n {\n \"title_en\": \"Flue is a TypeScript framework for building the next generation of agents\",\n \"url\": \"https://flueframework.com/\",\n \"title_zh\": \"Flue：用 TypeScript 构建新一代智能体的框架\",\n \"created_display\": \"Created: May 02, 2026 / 10:32 PT\",\n \"image_url\": \"https://flueframework.com/og2.jpg\",\n \"summary_en\": \"Flue positions itself as a TypeScript framework to build agents, offering modular composition and a focus on deterministic, testable behavior. For developers exploring AI agents and orchestration in the JS/TS ecosystem, it could become a lightweight alternative to Python-based tooling.\",\n \"summary_zh\": \"Flue 将自己定位为用 TypeScript 构建智能体的框架，强调模块化组合和可预测、可测试的行为。对于在 JS/TS 生态中探索 AI 智能体与编排的开发者，可能成为 Python 生态之外的轻量替代方案。\",\n \"hn\": {\n \"id\": 47988501,\n \"type\": \"story\",\n \"by\": \"momentmaker\",\n \"score\": 98,\n \"descendants\": 53,\n \"time\": 1777743127,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988501\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\",\n \"AI\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"Unsigned sizes: A five year mistake\",\n \"url\": \"https://c3-lang.org/blog/unsigned-sizes-a-five-year-mistake/\",\n \"title_zh\": \"无符号大小的五年误解\",\n \"created_display\": \"Created: May 02, 2026 / 11:40 PT\",\n \"image_url\": \"https://c3-lang.org/logo.png\",\n \"summary_en\": \"The piece argues that using unsigned integers to represent sizes leads to subtle bugs, security holes, and confusing APIs, citing five years of accumulated issues. It advocates safer abstractions or bounds-aware APIs to prevent common off-by-one and wraparound errors.\",\n \"summary_zh\": \"文章认为用无符号整数表示大小容易引发细微的Bug、安全隐患与混乱的 API，并指出这些问题在五年内积累。文中倡议采用更安全的抽象或边界感知的 API，以避免越界和环绕等常见错误。\",\n \"hn\": {\n \"id\": 47989154,\n \"type\": \"story\",\n \"by\": \"lerno\",\n \"score\": 91,\n \"descendants\": 110,\n \"time\": 1777747219,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47989154\"\n },\n \"tags\": [\n \"Programming\",\n \"Security\"\n ],\n \"hot_score\": 0.2\n },\n {\n \"title_en\": \"Voice-AI-for-Beginners – A curated learning path for developers\",\n \"url\": \"https://github.com/mahimairaja/voiceai\",\n \"title_zh\": \"面向开发者的入门语音 AI 学习路径\",\n \"created_display\": \"Created: May 02, 2026 / 15:03 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/1028684768/533409d7-094a-4e89-94e2-85b9730941d0\",\n \"summary_en\": \"Voice-AI-for-Beginners curates a learning path for developers to start with voice AI, covering recognition, synthesis, and practical projects to build up practical skills.\",\n \"summary_zh\": \"面向开发者的入门语音 AI 学习路径为初学者提供系统化学习路线，涵盖语音识别、文本转语音以及实际项目，帮助快速上手。\",\n \"hn\": {\n \"id\": 47991018,\n \"type\": \"story\",\n \"by\": \"mahimai\",\n \"score\": 70,\n \"descendants\": 4,\n \"time\": 1777759395,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991018\"\n },\n \"tags\": [\n \"AI\",\n \"Education\"\n ],\n \"hot_score\": 0.19\n },\n {\n \"title_en\": \"Refusal in Language Models Is Mediated by a Single Direction\",\n \"url\": \"https://arxiv.org/abs/2406.11717\",\n \"title_zh\": \"语言模型的拒绝响应由单一方向主导\",\n \"created_display\": \"Created: May 02, 2026 / 06:15 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A study suggests refusals in language models are mediated by a single direction in input space, offering a new lens on prompt design and alignment risks. This could guide safer prompt engineering and model tuning.\",\n \"summary_zh\": \"研究表明语言模型的拒绝输出受输入空间中一个单一方向的调控，为提示设计与对齐风险提供了新视角，或将引导更安全的提示工程与模型调优。\",\n \"hn\": {\n \"id\": 47986136,\n \"type\": \"story\",\n \"by\": \"fagnerbrack\",\n \"score\": 112,\n \"descendants\": 40,\n \"time\": 1777727723,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47986136\"\n },\n \"tags\": [\n \"AI\",\n \"Science\"\n ],\n \"hot_score\": 0.18\n },\n {\n \"title_en\": \"Modern C++ Programming: Busato\",\n \"url\": \"https://github.com/federico-busato/Modern-CPP-Programming\",\n \"title_zh\": \"现代 C++ 编程：Busato\",\n \"created_display\": \"Created: May 02, 2026 / 09:40 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/124365799/7d888300-6a39-11ea-9025-fd5574f062c7\",\n \"summary_en\": \"A contemporary resource set for C++ programmers, covering modern language features, patterns, and best practices. It reflects ongoing emphasis on practical, maintainable C++ in real-world projects.\",\n \"summary_zh\": \"一本面向现代 C++ 编程的资源集，聚焦最新语言特性、设计模式与实用实践，体现对实战中可维护性的重视。\",\n \"hn\": {\n \"id\": 47987931,\n \"type\": \"story\",\n \"by\": \"KnuthIsGod\",\n \"score\": 79,\n \"descendants\": 16,\n \"time\": 1777740029,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47987931\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.15\n },\n {\n \"title_en\": \"Welcome to Hell Developer\",\n \"url\": \"https://noahclements.com/Wahoo-Bolt-Hidden-Debug-Mode/\",\n \"title_zh\": \"开发者的地狱之路\",\n \"created_display\": \"Created: May 02, 2026 / 10:25 PT\",\n \"image_url\": \"https://noahclements.com/assets/images/ble_hell.jpg\",\n \"summary_en\": \"Explores a hidden debug mode in a cycling hardware device, revealing how debugging access can unlock advanced capabilities while risking stability. The piece prompts a reflection on balancing developer access and product safety.\",\n \"summary_zh\": \"揭示了一款自行车设备中的隐藏调试模式，显示开发者访问可开启高级功能，同时也可能影响稳定性，引发对开发者权限与产品安全的权衡讨论。\",\n \"hn\": {\n \"id\": 47988441,\n \"type\": \"story\",\n \"by\": \"denysvitali\",\n \"score\": 68,\n \"descendants\": 31,\n \"time\": 1777742754,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988441\"\n },\n \"tags\": [\n \"Hardware\",\n \"Programming\"\n ],\n \"hot_score\": 0.14\n },\n {\n \"title_en\": \"Windows quality update: Progress we've made since March\",\n \"url\": \"https://blogs.windows.com/windows-insider/2026/05/01/windows-quality-update-progress-weve-made-since-march/\",\n \"title_zh\": \"Windows 质量更新：自三月以来取得的进展\",\n \"created_display\": \"Created: May 01, 2026 / 14:02 PT\",\n \"image_url\": \"https://blogs.windows.com/wp-content/themes/microsoft-stories-theme/img/theme/logos/windows.jpg\",\n \"summary_en\": \"Microsoft outlines measurable progress in Windows quality updates since March, including reliability fixes and performance improvements. The update cadence shows ongoing patches and testing aimed at stabilizing enterprise and consumer deployments. For IT teams, this signals a maturing quality regime with quicker feedback loops from real-world usage.\",\n \"summary_zh\": \"微软自三月以来在 Windows 质量更新方面取得了可衡量的进展，包括可靠性修复和性能提升。更新节奏强调持续打补丁与测试，致力于稳定企业与消费者部署。对 IT 团队而言，这预示着质量体系日渐成熟，能更快结合实际使用反馈。\",\n \"hn\": {\n \"id\": 47980279,\n \"type\": \"story\",\n \"by\": \"jovial_cavalier\",\n \"score\": 154,\n \"descendants\": 465,\n \"time\": 1777669324,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47980279\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"A physics engine with incremental rollback for multiplayer games\",\n \"url\": \"https://easel.games/blog/2026-rollback-physics\",\n \"title_zh\": \"具增量回滚的多人游戏物理引擎\",\n \"created_display\": \"Created: May 01, 2026 / 17:12 PT\",\n \"image_url\": \"https://easel.games/img/social4.png\",\n \"summary_en\": \"A physics engine for multiplayer games uses incremental rollback to keep simulations in sync with low latency. The approach improves determinism and reduces perceived lag in competitive or streaming multiplayer experiences.\",\n \"summary_zh\": \"这款多人游戏物理引擎通过增量回滚来保持同步、降低延迟，提升对等竞技与流式多人体验中的确定性与流畅感。\",\n \"hn\": {\n \"id\": 47981979,\n \"type\": \"story\",\n \"by\": \"BSTRhino\",\n \"score\": 112,\n \"descendants\": 37,\n \"time\": 1777680720,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47981979\"\n },\n \"tags\": [\n \"Gaming\",\n \"Science\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"Embedded Rust or C firmware? Lessons from an industrial microcontroller use case\",\n \"url\": \"https://arxiv.org/abs/2604.25679\",\n \"title_zh\": \"工业微控制器用例中的嵌入式 Rust 与 C 固件取舍\",\n \"created_display\": \"Created: May 01, 2026 / 06:02 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A case study contrasts using Rust versus C for embedded firmware on an industrial MCU. It weighs safety, determinism, and resource constraints against tooling and ecosystem maturity, offering practical lessons on when Rust's memory safety is worth the trade-offs. It also covers integration with existing toolchains and debugging considerations in real-time environments.\",\n \"summary_zh\": \"一项用例研究对工业微控制器上的嵌入式固件，比较 Rust 与 C 的实现。在权衡安全性、确定性和资源约束的同时，讨论工具链成熟度对选择的影响，并给出在实时环境中何时采用 Rust 的实际建议。还涉及与现有工具链的集成及调试注意事项。\",\n \"hn\": {\n \"id\": 47974307,\n \"type\": \"story\",\n \"by\": \"mrtz\",\n \"score\": 142,\n \"descendants\": 140,\n \"time\": 1777640550,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47974307\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.09\n },\n {\n \"title_en\": \"Inventions for battery reuse and recycling increase seven-fold in last decade\",\n \"url\": \"https://www.epo.org/en/news-events/news/inventions-battery-reuse-and-recycling-increase-more-seven-fold-last-decade\",\n \"title_zh\": \"过去十年电池再利用与回收发明增长七倍\",\n \"created_display\": \"Created: Apr 30, 2026 / 02:12 PT\",\n \"image_url\": \"https://www.epo.org/themes/custom/epo_org/logo.svg\",\n \"summary_en\": \"Patent filings for battery reuse and recycling have surged seven-fold over the last decade, signaling a strong shift toward circular economics in energy storage. The trend could influence policy, supply chains, and the pace of new battery tech.\",\n \"summary_zh\": \"过去十年关于电池再利用与回收的专利申请暴增七倍，显示向能源存储的循环经济转型正在加速，可能推动相关政策、供应链与新型电池技术的进展。\",\n \"hn\": {\n \"id\": 47960015,\n \"type\": \"story\",\n \"by\": \"JeanKage\",\n \"score\": 237,\n \"descendants\": 41,\n \"time\": 1777540343,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47960015\"\n },\n \"tags\": [\n \"Energy\",\n \"Legal\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Dotcl: Common Lisp Implementation on .NET\",\n \"url\": \"https://github.com/dotcl/dotcl\",\n \"title_zh\": \"Dotcl：在 .NET 上实现的 Common Lisp\",\n \"created_display\": \"Created: Apr 30, 2026 / 09:33 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/570d3af6152ac0e5f504adc9f7b03eff4ca2813ebb2f86b7d73f49d7ec5c8761/dotcl/dotcl\",\n \"summary_en\": \"Dotcl brings Common Lisp to the .NET platform, enabling Lisp code to run on the CLR and interoperate with other .NET languages. This opens up Lisp’s dynamic features to .NET developers and enhances language interoperability.\",\n \"summary_zh\": \"Dotcl 将 Common Lisp 引入 .NET 平台，使 Lisp 代码能在 CLR 上运行并与其他 .NET 语言互操作。这为 .NET 开发者带来 Lisp 的动态特性，并提升语言互操作性。\",\n \"hn\": {\n \"id\": 47964957,\n \"type\": \"story\",\n \"by\": \"reikonomusha\",\n \"score\": 171,\n \"descendants\": 44,\n \"time\": 1777566804,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47964957\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"A more efficient implementation of Shor's algorithm\",\n \"url\": \"https://lwn.net/Articles/1066156/\",\n \"title_zh\": \"更高效的 Shor 算法实现\",\n \"created_display\": \"Created: May 01, 2026 / 00:28 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"A more efficient implementation of Shor's algorithm advances quantum factoring, potentially requiring fewer qubits or tolerating less error. The development nudges the threshold for breaking certain cryptosystems and underscores the urgency of post-quantum cryptography research.\",\n \"summary_zh\": \"Shor 算法的更高效实现提升了量子因子分解的资源效率，可能用更少的量子比特或更低的误差完成运算。对技术人员而言，这意味着需要更快推进后量子密码学研究。\",\n \"hn\": {\n \"id\": 47972114,\n \"type\": \"story\",\n \"by\": \"signa11\",\n \"score\": 108,\n \"descendants\": 32,\n \"time\": 1777620535,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972114\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"Infrasound waves stop kitchen fires, but can they replace sprinklers?\",\n \"url\": \"https://arstechnica.com/gadgets/2026/05/startup-says-sound-waves-can-replace-fire-sprinklers-experts-arent-so-sure/\",\n \"title_zh\": \"低频声波能否替代喷淋系统？\",\n \"created_display\": \"Created: May 02, 2026 / 05:44 PT\",\n \"image_url\": \"https://cdn.arstechnica.net/wp-content/uploads/2026/05/GettyImages-1472054212-1152x648.jpg\",\n \"summary_en\": \"A startup claims infrasound waves can suppress kitchen fires, potentially replacing sprinklers; experts express skepticism about effectiveness, safety, and scalability. The topic underscores the long-standing challenge of reliable fire suppression tech.\",\n \"summary_zh\": \"一家初创公司声称低频声波可扑灭厨房火灾，理论上或可替代喷淋系统；专家对效果、安全性与普适性持怀疑态度。此话题凸显了长期以来对可靠火灾抑制技术的挑战。\",\n \"hn\": {\n \"id\": 47985932,\n \"type\": \"story\",\n \"by\": \"0in\",\n \"score\": 39,\n \"descendants\": 26,\n \"time\": 1777725842,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47985932\"\n },\n \"hot_score\": 0.06,\n \"tags\": [\n \"Startups\",\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Group averages obscure how an individual's brain controls behavior: study\",\n \"url\": \"https://med.stanford.edu/news/all-news/2026/04/brain-scans-individual-versus-group.html\",\n \"title_zh\": \"群体平均掩盖个人大脑对行为的控制方式：研究\",\n \"created_display\": \"Created: Apr 30, 2026 / 15:35 PT\",\n \"image_url\": \"https://med.stanford.edu/news/all-news/2026/04/brain-scans-individual-versus-group/_jcr_content/cq:socialfeaturedimage.coreimg.jpeg/1777295241330/Menon-brain-scans.jpeg\",\n \"summary_en\": \"The study finds that averaging brain data across groups hides how an individual brain maps to behavior. Individual-level analyses reveal patterns that group means miss, challenging one-size-fits-all interpretations. The work supports personalized brain models and cautions against over-reliance on group averages in neuroscience.\",\n \"summary_zh\": \"这项研究发现，将大脑数据按组平均会掩盖个体脑部如何映射到行为的方式。个体级分析揭示了群体均值所忽略的模式，挑战了“一个方案适用于所有人”的解读。研究强调需要建立个性化的大脑模型，并警示不要过度依赖群体平均数据。\",\n \"hn\": {\n \"id\": 47969142,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 106,\n \"descendants\": 32,\n \"time\": 1777588536,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47969142\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Barman – Backup and Recovery Manager for PostgreSQL\",\n \"url\": \"https://github.com/EnterpriseDB/barman\",\n \"title_zh\": \"Barman：PostgreSQL 备份与恢复管理工具\",\n \"created_display\": \"Created: Apr 29, 2026 / 06:54 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/40883045/3075a580-6c0a-11e9-86ec-15c10687b15f\",\n \"summary_en\": \"Barman centralizes PostgreSQL backups and recovery, enabling remote streaming backups, PITR, and automated maintenance across multiple servers. It's a mature option for DB admins seeking auditable, disaster-ready protection in PostgreSQL deployments.\",\n \"summary_zh\": \"Barman 集中管理 PostgreSQL 的备份与恢复，支持远程流式备份、时间点恢复以及跨服务器的自动化运维，帮助运维团队实现可审计、灾难就绪的数据库保护。\",\n \"hn\": {\n \"id\": 47948526,\n \"type\": \"story\",\n \"by\": \"nateb2022\",\n \"score\": 172,\n \"descendants\": 24,\n \"time\": 1777470888,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47948526\"\n },\n \"tags\": [\n \"Open Source\",\n \"DevOps\",\n \"Data\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Show HN: Pollen – distributed WASM runtime, no control plane, single binary\",\n \"url\": \"https://github.com/sambigeara/pollen\",\n \"title_zh\": \"Pollen：分布式 WASM 运行时，无控制平面，单一二进制\",\n \"created_display\": \"Created: Apr 30, 2026 / 06:15 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/1252e4f2975427711351ad1a53d6dc03b8d63abaafc9bd6e52590e3339b25f05/Sambigeara/pollen\",\n \"summary_en\": \"Pollen provides a distributed WebAssembly runtime in a single binary with no central control plane, aiming to reduce orchestration overhead and improve portability across nodes.\",\n \"summary_zh\": \"Pollen 提供一个单一二进制、无中心控制平面的分布式 WASM 运行时，旨在降低编排开销并提升节点间的可移植性。\",\n \"hn\": {\n \"id\": 47961935,\n \"type\": \"story\",\n \"by\": \"sambigeara\",\n \"score\": 115,\n \"descendants\": 54,\n \"time\": 1777554904,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47961935\"\n },\n \"tags\": [\n \"Show HN\",\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Brain scans reveal 3 ADHD subtypes\",\n \"url\": \"https://www.washingtonpost.com/health/2026/04/30/adhd-subtype-extreme-brain-scans/\",\n \"title_zh\": \"脑部成像揭示 ADHD 的三种亚型\",\n \"created_display\": \"Created: Apr 30, 2026 / 19:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"Brain scans reveal three ADHD subtypes, suggesting a more nuanced neurobiological categorization that could guide diagnosis and personalized treatment.\",\n \"summary_zh\": \"脑部成像显示 ADHD 有三种亚型，提示更细致的神经生物学分型，或有助于诊断和个性化治疗方案。\",\n \"hn\": {\n \"id\": 47970597,\n \"type\": \"story\",\n \"by\": \"brandonb\",\n \"score\": 85,\n \"descendants\": 75,\n \"time\": 1777601037,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47970597\"\n },\n \"hot_score\": 0.04,\n \"tags\": [\n \"Health\"\n ]\n },\n {\n \"title_en\": \"What is Z-Angle Memory and why is Intel developing it?\",\n \"url\": \"https://www.hpcwire.com/2026/02/05/what-is-z-angle-memory-and-why-is-intel-developing-it/\",\n \"title_zh\": \"什么是 Z-Angle Memory？英特尔为何在开发它？\",\n \"created_display\": \"Created: May 01, 2026 / 02:56 PT\",\n \"image_url\": \"https://www.hpcwire.com/wp-content/uploads/2026/02/ZAM_memory_shutterstock_MeshCube.jpg\",\n \"summary_en\": \"Z-Angle Memory is a novel memory concept being explored by Intel to improve data access patterns for HPC workloads. It hints at potential gains in bandwidth, latency, and energy efficiency, while outlining engineering challenges to bring it to production.\",\n \"summary_zh\": \"Z-Angle Memory 是英特尔在探索的新型内存理念，旨在改善高性能计算工作负载的数据访问模式。其潜在收益包括带宽、延迟和能效的提升，同时也面临实现上的技术挑战。\",\n \"hn\": {\n \"id\": 47972922,\n \"type\": \"story\",\n \"by\": \"rbanffy\",\n \"score\": 73,\n \"descendants\": 28,\n \"time\": 1777629407,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972922\"\n },\n \"tags\": [\n \"Hardware\",\n \"Energy\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"US–Indian space mission maps extreme subsidence in Mexico City\",\n \"url\": \"https://phys.org/news/2026-04-usindian-space-mission-extreme-subsidence.html\",\n \"title_zh\": \"美印太空任务绘制墨西哥城极端下沉图\",\n \"created_display\": \"Created: May 01, 2026 / 06:38 PT\",\n \"image_url\": \"https://scx2.b-cdn.net/gfx/news/2026/us-indian-space-missio.jpg\",\n \"summary_en\": \"A US-Indian space mission mapped extreme subsidence in Mexico City, highlighting rapid ground sinking driven by groundwater extraction and urban growth. The findings underline the vulnerability of infrastructure and the need for sustainable water management and adaptive urban planning.\",\n \"summary_zh\": \"美印合作的太空任务绘制出墨西哥城的极端下沉区域，揭示因地下水抽取和快速城市化导致的地面下沉。研究结果凸显基建脆弱性，强调需要加强水资源管理和宜居的城市规划来降低风险。\",\n \"hn\": {\n \"id\": 47974682,\n \"type\": \"story\",\n \"by\": \"leopoldj\",\n \"score\": 55,\n \"descendants\": 19,\n \"time\": 1777642707,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47974682\"\n },\n \"hot_score\": 0.04,\n \"tags\": [\n \"Space\",\n \"Science\",\n \"Security\",\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"Dabbling in Erlang, part 2: A minimal introduction (2013)\",\n \"url\": \"https://agis.io/post/dabbling-in-erlang-a-minimal-introduction/\",\n \"title_zh\": \"涉猎 Erlang，第2部分：简明入门（2013）\",\n \"created_display\": \"Created: May 02, 2026 / 01:37 PT\",\n \"image_url\": null,\n \"summary_en\": \"Offers a concise, approachable Erlang primer focused on lightweight processes, message passing, and fault tolerance. It provides small, hands-on examples to illustrate core concurrency patterns. A practical entry point for developers curious about the actor model and resilient systems.\",\n \"summary_zh\": \"提供一个简洁易懂的 Erlang 入门，聚焦轻量级进程、消息传递与容错能力。通过小型实例演示核心并发模式，帮助开发者快速上手感知演员模型与鲁棒系统。\",\n \"hn\": {\n \"id\": 47984589,\n \"type\": \"story\",\n \"by\": \"pasxizeis\",\n \"score\": 32,\n \"descendants\": 7,\n \"time\": 1777711059,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984589\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Denuvo has been cracked in all single-player games it previously protected\",\n \"url\": \"https://www.tomshardware.com/video-games/pc-gaming/denuvo-has-been-bypassed-in-all-single-player-games-it-previously-protected-2k-games-and-denuvo-reportedly-retaliate-with-mandatory-14-day-online-checks\",\n \"title_zh\": \"Denuvo 已被破解，覆盖同类单人游戏\",\n \"created_display\": \"Created: Apr 28, 2026 / 14:08 PT\",\n \"image_url\": \"https://cdn.mos.cms.futurecdn.net/NgNprVVnWz46KEcoC6U6V8-2048-80.jpg\",\n \"summary_en\": \"Denuvo’s anti-tamper protections have been cracked across all single-player titles it previously protected, signaling a continuing piracy vulnerability in boxed and digitally distributed PC games. Publishers may respond with countermeasures and new DRM strategies.\",\n \"summary_zh\": \"Denuvo 的防篡改保护已被破解，波及此前所保护的所有单人游戏，显示 PC 游戏的盗版防护依然脆弱。发行方可能采纳新的对策与 DRM 策略。\",\n \"hn\": {\n \"id\": 47940789,\n \"type\": \"story\",\n \"by\": \"oceansky\",\n \"score\": 187,\n \"descendants\": 93,\n \"time\": 1777410509,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47940789\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Security\"\n ]\n },\n {\n \"title_en\": \"The USB Situation\",\n \"url\": \"https://randsinrepose.com/archives/the-usb-situation/\",\n \"title_zh\": \"USB 的现状与困境\",\n \"created_display\": \"Created: Apr 29, 2026 / 09:49 PT\",\n \"image_url\": \"https://randsinrepose.com/wp-content/uploads/2026/04/usb-situation.jpg\",\n \"summary_en\": \"A critical look at USB's ecosystem, highlighting design complexity, security issues, and compatibility friction. The piece argues for clearer standards and smarter engineering to reduce pain points for developers and users.\",\n \"summary_zh\": \"深入剖析 USB 生态的设计复杂性、安全问题与兼容性挑战，主张通过更清晰的标准与更智能的工程实践来缓解开发者与用户的痛点。\",\n \"hn\": {\n \"id\": 47950993,\n \"type\": \"story\",\n \"by\": \"herbertl\",\n \"score\": 144,\n \"descendants\": 197,\n \"time\": 1777481353,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47950993\"\n },\n \"tags\": [\n \"Design\",\n \"Security\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"I built my own hair electrolysis machine\",\n \"url\": \"https://www.scd31.com/posts/diy-hair-electrolysis-machine\",\n \"title_zh\": \"我自己动手做的脱毛用电解仪\",\n \"created_display\": \"Created: Apr 28, 2026 / 19:42 PT\",\n \"image_url\": \"https://www.scd31.com/img/electrolysis/rev3-done.webp\",\n \"summary_en\": \"A detailed DIY account of building a home-use hair electrolysis device, including components, safety considerations, and practical challenges. It highlights the appeal and risks of DIY beauty hardware.\",\n \"summary_zh\": \"详细记录自制家用脱毛电解仪的过程，涵盖所需组件、安全考量和实际挑战，揭示了DIY 美容硬件的吸引力与风险。\",\n \"hn\": {\n \"id\": 47943632,\n \"type\": \"story\",\n \"by\": \"y1n0\",\n \"score\": 141,\n \"descendants\": 32,\n \"time\": 1777430566,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47943632\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Little magazines are back\",\n \"url\": \"https://wsjfreeexpression.substack.com/p/little-magazines-are-back\",\n \"title_zh\": \"小型杂志正在回归\",\n \"created_display\": \"Created: Apr 30, 2026 / 07:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"A renaissance of small, independent magazines is underway, fueled by digital distribution and niche communities.\",\n \"summary_zh\": \"小型独立杂志正在复兴，借助数字发行与细分读者群找到了可持续性与新受众。\",\n \"hn\": {\n \"id\": 47962681,\n \"type\": \"story\",\n \"by\": \"prismatic\",\n \"score\": 96,\n \"descendants\": 38,\n \"time\": 1777557823,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47962681\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"The IBM Granite 4.1 family of models\",\n \"url\": \"https://research.ibm.com/blog/granite-4-1-ai-foundation-models\",\n \"title_zh\": \"IBM Granite 4.1 系列模型\",\n \"created_display\": \"Created: Apr 30, 2026 / 07:01 PT\",\n \"image_url\": \"https://research.ibm.com/_next/image?url=https%3A%2F%2Fresearch-website-prod-cms-uploads.s3.us.cloud-object-storage.appdomain.cloud%2Fblog_Art_Granitev4_1release_ddf20c71b2.png&w=1200&q=85\",\n \"summary_en\": \"IBM unveils Granite 4.1, a family of foundation models tailored for enterprise AI workloads.\",\n \"summary_zh\": \"IBM 推出 Granite 4.1 系列基础模型，面向企业级 AI 工作负载。文章强调在安全性、治理与对业务场景的适应性方面的改进，显示 IBM 正在以企业就绪的选项参与基础模型市场竞争。\",\n \"hn\": {\n \"id\": 47962645,\n \"type\": \"story\",\n \"by\": \"wglb\",\n \"score\": 72,\n \"descendants\": 9,\n \"time\": 1777557686,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47962645\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"How did Banksy erect a statue in Central London?\",\n \"url\": \"https://www.bbc.co.uk/news/articles/cn4pvyw82exo\",\n \"title_zh\": \"班克西在伦敦市中心竖立雕像之谜\",\n \"created_display\": \"Created: May 01, 2026 / 08:13 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/ace/branded_news/1200/cpsprodpb/0dc3/live/b1889340-4564-11f1-ac78-2112837ce2aa.jpg\",\n \"summary_en\": \"An investigation into how Banksy erected a statue in central London, exploring stealth installation practices and the provocative use of public space.\",\n \"summary_zh\": \"对班克西在伦敦市中心竖立雕像的手法进行探究，揭示其低调安装与对公共空间的挑衅性运用。这件作品再次凸显了这位匿名艺术家的影响力和话题性。\",\n \"hn\": {\n \"id\": 47975759,\n \"type\": \"story\",\n \"by\": \"monooso\",\n \"score\": 52,\n \"descendants\": 20,\n \"time\": 1777648436,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47975759\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Show HN: DAC – open-source dashboard as code tool for agents and humans\",\n \"url\": \"https://github.com/bruin-data/dac\",\n \"title_zh\": \"Show HN: DAC——代理人与人类的开源仪表板即代码工具\",\n \"created_display\": \"Created: Apr 29, 2026 / 07:37 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7a27e79693dc3c861dc9dc8b8c78ecee3339fcc5e05bac69b608757dcc3b8bcb/bruin-data/dac\",\n \"summary_en\": \"DAC is an open-source tool that treats dashboards as code, enabling agents and humans to collaborate on dashboards programmatically. It emphasizes reproducibility and automation in analytics workflows.\",\n \"summary_zh\": \"DAC 是一个开源工具，将仪表板视为代码，使代理人与人类能够以编程方式协作创建仪表板，强调分析工作流的可重复性与自动化。\",\n \"hn\": {\n \"id\": 47949066,\n \"type\": \"story\",\n \"by\": \"karakanb\",\n \"score\": 102,\n \"descendants\": 32,\n \"time\": 1777473440,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47949066\"\n },\n \"tags\": [\n \"Show HN\",\n \"Open Source\",\n \"Programming\",\n \"Data\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Because it doesn't have to\",\n \"url\": \"https://blog.computationalcomplexity.org/2026/04/because-it-doesnt-have-to.html\",\n \"title_zh\": \"并非一定要这样\",\n \"created_display\": \"Created: Apr 29, 2026 / 09:42 PT\",\n \"image_url\": \"https://resources.blogblog.com/img/icon18_email.gif\",\n \"summary_en\": \"Not all problems demand complex solutions; this piece argues for embracing simpler, correct approaches when appropriate.\",\n \"summary_zh\": \"并非所有问题都需要复杂解法；在合适情形下，应采用简单而正确的解决方案。\",\n \"hn\": {\n \"id\": 47950880,\n \"type\": \"story\",\n \"by\": \"zdw\",\n \"score\": 70,\n \"descendants\": 13,\n \"time\": 1777480933,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47950880\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Text-to-CAD\",\n \"url\": \"https://github.com/earthtojake/text-to-cad\",\n \"title_zh\": \"文本转 CAD\",\n \"created_display\": \"Created: Apr 30, 2026 / 18:48 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/f20ca7bac2f852472269f4e5dcec263c8e3c7856a758ed86f23a00559e092471/earthtojake/text-to-cad\",\n \"summary_en\": \"A project that converts natural language prompts into CAD models, enabling rapid ideation and iteration without traditional drafting. It highlights the merging of AI-assisted design with engineering tooling.\",\n \"summary_zh\": \"一个将自然语言提示转换为 CAD 模型的项目，帮助快速产生与迭代设计，展示了 AI 辅助设计与工程工具的融合趋势。\",\n \"hn\": {\n \"id\": 47970497,\n \"type\": \"story\",\n \"by\": \"softservo\",\n \"score\": 53,\n \"descendants\": 16,\n \"time\": 1777600095,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47970497\"\n },\n \"tags\": [\n \"AI\",\n \"Design\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"When Dawkins met Claude – Could this AI be conscious?\",\n \"url\": \"https://unherd.com/2026/04/is-ai-the-next-phase-of-evolution/\",\n \"title_zh\": \"当 Dawkins 遇见 Claude：这 AI 会有意识吗？\",\n \"created_display\": \"Created: May 01, 2026 / 01:36 PT\",\n \"image_url\": \"https://unherd.com/wp-content/uploads/2026/04/image-1.jpg\",\n \"summary_en\": \"Considers whether Claude-like AI could be conscious, using Dawkins’ ideas about biology and evolution to frame the debate. It weighs traditional markers of consciousness against modern AI behavior and capabilities. The piece prompts readers to reflect on what genuine awareness in AI would entail and why it matters.\",\n \"summary_zh\": \"通过将道金斯的生物与进化观念引入，探讨像 Claude 这样的 AI 是否可能具备意识。对比传统意识标志与当代 AI 行为及能力，思考若 AI 真正具备意识需要具备哪些条件以及这对现实意义。\",\n \"hn\": {\n \"id\": 47972481,\n \"type\": \"story\",\n \"by\": \"pentestercrab\",\n \"score\": 45,\n \"descendants\": 267,\n \"time\": 1777624579,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972481\"\n },\n \"tags\": [\n \"AI\",\n \"Science\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Utilyze measures how efficiently your GPU is doing useful work\",\n \"url\": \"https://github.com/systalyze/utilyze\",\n \"title_zh\": \"Utilyze：衡量 GPU 有用工作效率\",\n \"created_display\": \"Created: Apr 30, 2026 / 11:49 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7d034eb1338d82acefeb6c298136ec3700cda76378430d3abd615d6749de46df/systalyze/utilyze\",\n \"summary_en\": \"Utilyze introduces a metric to quantify how much of a GPU's work is 'useful' for real tasks. It separates productive compute from wasted cycles, memory stalls, or idle time to guide kernel choice and hardware planning. The project provides tooling to measure efficiency during runtime across workloads.\",\n \"summary_zh\": \"Utilyze 引入一个度量，用以量化 GPU 实际有用工作的比例。它将有用的计算与无效循环、内存瓶颈和空闲时间区分开来，帮助优化内核与硬件选型。该项目还提供运行时在不同工作负载下衡量效率的工具。\",\n \"hn\": {\n \"id\": 47966668,\n \"type\": \"story\",\n \"by\": \"nateb2022\",\n \"score\": 45,\n \"descendants\": 11,\n \"time\": 1777574960,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47966668\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Unverified Evaluations in Dusk's PLONK\",\n \"url\": \"https://osec.io/blog/2026-04-30-unverified-evaluations-dusk-plonk/\",\n \"title_zh\": \"Dusk 的 PLONK 中的未验证评估\",\n \"created_display\": \"Created: Apr 30, 2026 / 12:14 PT\",\n \"image_url\": \"https://osec.io/posts/dusk-commitment-issues/title.png\",\n \"summary_en\": \"It stresses the importance of thorough verification steps to ensure soundness and security. The takeaway is a reminder to audit end-to-end zkp pipelines and their verification logic.\",\n \"summary_zh\": \"文章讨论 Dusk 的 PLONK 实现中的未验证评估，揭示了零知识证明协议潜在的风险。强调对验证步骤的严格要求，以确保稳定性与安全性。提醒审计端到端的零知识证明流程及其验证逻辑。\",\n \"hn\": {\n \"id\": 47966975,\n \"type\": \"story\",\n \"by\": \"deut-erium\",\n \"score\": 32,\n \"descendants\": 4,\n \"time\": 1777576481,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47966975\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Cordouan Lighthouse\",\n \"url\": \"https://en.wikipedia.org/wiki/Cordouan_Lighthouse\",\n \"title_zh\": \"科杜昂灯塔\",\n \"created_display\": \"Created: Apr 29, 2026 / 06:40 PT\",\n \"image_url\": \"https://upload.wikimedia.org/wikipedia/commons/b/b6/Cordouan.jpg\",\n \"summary_en\": \"Cordouan Lighthouse stands at the mouth of the Gironde estuary as one of France’s oldest and architecturally distinctive lighthouses. Its construction and upkeep illustrate the evolution of maritime signaling and state power.\",\n \"summary_zh\": \"科杜昂灯塔位于吉伦特河口，是法国最古老且建筑风格独特的灯塔之一。其建造与维护反映了航海信号技术与国家权力的演变。\",\n \"hn\": {\n \"id\": 47948338,\n \"type\": \"story\",\n \"by\": \"Petiver\",\n \"score\": 30,\n \"descendants\": 4,\n \"time\": 1777470020,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47948338\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Haskell: Debugging\",\n \"url\": \"https://wiki.haskell.org/Debugging\",\n \"title_zh\": \"Haskell 调试指南\",\n \"created_display\": \"Created: Apr 30, 2026 / 11:25 PT\",\n \"image_url\": null,\n \"summary_en\": \"The Haskell debugging guide offers practical techniques for diagnosing issues in a pure, lazily evaluated language. Tips cover tracing, strong typing, and using tooling like GHCi and QuickCheck to locate bugs in IO and pure code. It emphasizes reasoning about laziness and maintaining clear boundaries between pure and impurity.\",\n \"summary_zh\": \"Haskell 调试指南提供在纯函数式、惰性求值语言中排错的实用技巧。内容涵盖跟踪、类型系统的力量，以及 GHCi、QuickCheck 等工具在定位 IO 与纯代码中的错误的应用。强调对惰性求值的思考，以及在纯代码与副作用之间保持清晰边界。\",\n \"hn\": {\n \"id\": 47966392,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 30,\n \"descendants\": 1,\n \"time\": 1777573518,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47966392\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Lost in translation: The linguistic challenges facing N. Korean defectors (2025)\",\n \"url\": \"https://www.dailynk.com/english/lost-in-translation-the-linguistic-challenges-facing-n-korean-defectors/\",\n \"title_zh\": \"失落在翻译中：北朝鲜难民的语言挑战（2025）\",\n \"created_display\": \"Created: May 01, 2026 / 01:20 PT\",\n \"image_url\": \"https://www.dailynk.com/english/wp-content/uploads/sites/2/2025/08/Firefly_north-and-south-korean-flags-together-full-screen-304484.jpg\",\n \"summary_en\": \"North Korean defectors face ongoing language hurdles when resettling, including dialect differences, education gaps, and mistranslation in media and official documents. These barriers complicate integration and access to services.\",\n \"summary_zh\": \"北朝鲜叛逃者在重新安置时面临持续的语言障碍，包括方言差异、教育资源不足，以及媒体和官方文件的翻译误差。这些阻碍了融入与获取服务的过程。\",\n \"hn\": {\n \"id\": 47972392,\n \"type\": \"story\",\n \"by\": \"spzb\",\n \"score\": 23,\n \"descendants\": 16,\n \"time\": 1777623603,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972392\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Politics\",\n \"Culture\",\n \"Education\"\n ]\n },\n {\n \"title_en\": \"San Francisco streets with confusingly similar names\",\n \"url\": \"https://j-nelson.net/san-francisco-streets-with-similar-names/\",\n \"title_zh\": \"旧金山街道名称混淆引发的困扰\",\n \"created_display\": \"Created: Apr 30, 2026 / 15:25 PT\",\n \"image_url\": \"https://j-nelson.net/wp-content/uploads/2026/04/maxresdefault.jpg\",\n \"summary_en\": \"The piece catalogs San Francisco streets with highly similar names, leading to navigation errors and misrouting. It highlights how tiny naming overlaps expose larger challenges in mapping, postal routing, and emergency response. The takeaway is a push toward clearer geospatial labeling and potential naming reforms in dense urban areas.\",\n \"summary_zh\": \"文章整理了旧金山多处名称极为相似的街道，导致导航错误和路由混乱。暴露出地图、邮政投递以及应急响应在命名密集城市中的协作难题。核心要点在于提升地理信息标注的清晰度，并考虑对高密度城市的命名改革。\",\n \"hn\": {\n \"id\": 47969045,\n \"type\": \"story\",\n \"by\": \"SeenNotHeard\",\n \"score\": 22,\n \"descendants\": 29,\n \"time\": 1777587916,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47969045\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Data\"\n ]\n },\n {\n \"title_en\": \"Simple and correct snapshot isolation\",\n \"url\": \"https://remy.wang/blog/si.html\",\n \"title_zh\": \"简单且正确的快照隔离\",\n \"created_display\": \"Created: Apr 30, 2026 / 16:54 PT\",\n \"image_url\": \"https://remy.wang/blog/assets/si1.svg\",\n \"summary_en\": \"Explores a straightforward approach to achieving snapshot isolation with correctness guarantees, avoiding common concurrency pitfalls. The discussion offers practical design decisions for robust transactional systems. The takeaway is that simplicity can coexist with correctness in isolation levels.\",\n \"summary_zh\": \"探讨实现快照隔离的简洁方法，并确保正确性，避免常见的并发问题。讨论提供了在事务系统中实现稳健隔离性的实际设计要点。核心结论是简单性可与正确性共存。\",\n \"hn\": {\n \"id\": 47969850,\n \"type\": \"story\",\n \"by\": \"remywang\",\n \"score\": 20,\n \"descendants\": 1,\n \"time\": 1777593276,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47969850\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Benchmarking a Bug Scanner\",\n \"url\": \"https://blog.detail.dev/posts/bug-scanner/\",\n \"title_zh\": \"基准测试漏洞扫描器\",\n \"created_display\": \"Created: Apr 30, 2026 / 12:46 PT\",\n \"image_url\": \"https://blog.detail.dev/og/bug-scanner-zscore.png\",\n \"summary_en\": \"The post benchmarks a bug scanner, evaluating accuracy, speed, and false positives. It discusses methodology, datasets, and results to guide teams in adopting or tuning scanners for CI pipelines and security workflows. The analysis helps decide which scanner fits a project’s needs and how to optimize its use.\",\n \"summary_zh\": \"这篇文章对漏洞扫描器进行了基准测试，评估其准确性、速度和误报率。讨论了方法学、数据集与结果，帮助团队在持续集成流程和安全工作流中选择或调整扫描工具。分析帮助判断哪个扫描器更符合项目需求，并给出优化使用的方向。\",\n \"hn\": {\n \"id\": 47967340,\n \"type\": \"story\",\n \"by\": \"drob\",\n \"score\": 11,\n \"descendants\": 7,\n \"time\": 1777578389,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47967340\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Security\"\n ]\n }\n ]\n}"}, "ad7130ed117f85c9b0d191bfedb44becf81bf1b0": {"t": 1785772467.3007064, "n": 94299, "h": "ba0304c107dcf043", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 86,\n \"reused_same_day\": 26,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 24,\n \"scrape_time_display\": \"11:55, May 03, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/05/03\",\n \"content_date\": \"2026-05-03\",\n \"run_time_local\": \"11:55, May 03, 2026 (PDT)\",\n \"run_time_utc\": \"2026-05-03 18:55:05 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-05-03 18:56:24 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Mercedes-Benz commits to bringing back physical buttons\",\n \"url\": \"https://www.drive.com.au/news/mercedes-benz-commits-to-bringing-back-phycial-buttons/\",\n \"title_zh\": \"梅赛德斯-奔驰承诺重新回归物理按钮\",\n \"created_display\": \"Created: May 03, 2026 / 07:43 PT\",\n \"image_url\": \"https://media.drive.com.au/obj/tx_q:70,rs:auto:1920:1080:1/driveau/upload/cms/uploads/7959f9e6-3ee0-5431-960e-8fec85c50000\",\n \"summary_en\": \"Mercedes-Benz plans to reintroduce physical knobs and tactile controls, signaling a shift away from touchscreen-dominated interiors toward familiar, tactile interaction. The move could influence UX standards in premium cars and inform future cabin design.\",\n \"summary_zh\": \"梅赛德斯-奔驰计划重新引入物理旋钮和实体按钮，强调从以触控为主的内饰向更直觉、可触感交互回归。此举可能影响高端车的用户体验标准，并引导未来座舱设计。\",\n \"hn\": {\n \"id\": 47997418,\n \"type\": \"story\",\n \"by\": \"teleforce\",\n \"score\": 408,\n \"descendants\": 237,\n \"time\": 1777819407,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997418\"\n },\n \"hot_score\": 15.18,\n \"tags\": [\n \"Design\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"For thirty years I programmed with Phish on, every day\",\n \"url\": \"https://christophermeiklejohn.com/ai/personal/phish/flow/agents/2026/05/03/rift.html\",\n \"title_zh\": \"三十年里我每天都和 Phish 一起编程\",\n \"created_display\": \"Created: May 03, 2026 / 08:55 PT\",\n \"image_url\": \"https://christophermeiklejohn.com/og/rift.png\",\n \"summary_en\": \"A personal meditation on how Phish’s music shaped the author’s coding flow for decades, merging rhythm with problem solving. It offers a human side of software craft and how music can underpin productive workflows.\",\n \"summary_zh\": \"作者三十年来每天在编程时聆听 Phish，音乐与编码节奏彼此呼应，成为个人工作流的一部分。文章从人性的角度探讨了音乐对软件创作的影响。\",\n \"hn\": {\n \"id\": 47998225,\n \"type\": \"story\",\n \"by\": \"azhenley\",\n \"score\": 159,\n \"descendants\": 109,\n \"time\": 1777823759,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998225\"\n },\n \"hot_score\": 8.7,\n \"tags\": [\n \"Programming\",\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"How far behind is each major Chromium browser?\",\n \"url\": \"https://chromium-drift.pages.dev/\",\n \"title_zh\": \"各大 Chromium 浏览器的落后程度到底有多远？\",\n \"created_display\": \"Created: May 03, 2026 / 10:05 PT\",\n \"image_url\": null,\n \"summary_en\": \"A comparative look at how far behind each major Chromium-based browser is from upstream Chromium in features, performance, and update cadence.\",\n \"summary_zh\": \"对比各大 Chromium 基础浏览器在功能、性能和更新节奏方面与上游 Chromium 的差距。揭示对网页兼容性和用户感知现代性可能造成的影响。\",\n \"hn\": {\n \"id\": 47999006,\n \"type\": \"story\",\n \"by\": \"skaul\",\n \"score\": 92,\n \"descendants\": 33,\n \"time\": 1777827958,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999006\"\n },\n \"hot_score\": 8.07,\n \"tags\": [\n \"Web\"\n ]\n },\n {\n \"title_en\": \"Southwest Headquarters Tour\",\n \"url\": \"https://katherinemichel.github.io/blog/travel/southwest-headquarters-tour-2026.html\",\n \"title_zh\": \"西南航空总部参观\",\n \"created_display\": \"Created: May 03, 2026 / 10:02 PT\",\n \"image_url\": \"https://katherinemichel.github.io/blog/travel/_images/social_previews/summary_blog_travel_southwest-headquarters-tour-2026_e22f62e9.png\",\n \"summary_en\": \"A tour of Southwest's headquarters reveals how the airline supports large-scale operations and collaboration through campus tech and security initiatives. It offers practical takeaways for enterprise IT culture, resilient infrastructure, and design-minded corporate spaces.\",\n \"summary_zh\": \"对西南航空总部的参观揭示了公司如何通过园区科技、安保与协作工具支撑大规模运营。为企业 IT 文化、韧性基础设施和设计导向的办公空间提供了可借鉴的经验。\",\n \"hn\": {\n \"id\": 47998946,\n \"type\": \"story\",\n \"by\": \"KatiMichel\",\n \"score\": 74,\n \"descendants\": 7,\n \"time\": 1777827733,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998946\"\n },\n \"hot_score\": 6.29,\n \"tags\": [\n \"Business\",\n \"Security\",\n \"Design\",\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"Metal Gear Solid 2's source code has been leaked on 4chan\",\n \"url\": \"https://www.thegamer.com/mgs2-hd-edition-source-code-massive-leak/\",\n \"title_zh\": \"4chan 上 Metal Gear Solid 2 源代码泄露\",\n \"created_display\": \"Created: May 03, 2026 / 09:48 PT\",\n \"image_url\": \"https://static0.thegamerimages.com/wordpress/wp-content/uploads/2026/05/new-project-65.jpg?w=1600&h=900&fit=crop\",\n \"summary_en\": \"The leak reportedly exposes Metal Gear Solid 2's source code, fueling discussion about preservation, modding, and IP risk for classic games. It spotlights how legacy code can reappear and affect fan projects and legal considerations.\",\n \"summary_zh\": \"据称泄露的是《合金装备 2》的源代码，引发关于游戏保留、模组开发以及版权风险的讨论。凸显了遗留代码可能再次曝光对粉丝项目和法律的影响。\",\n \"hn\": {\n \"id\": 47998790,\n \"type\": \"story\",\n \"by\": \"rishabhd\",\n \"score\": 80,\n \"descendants\": 26,\n \"time\": 1777826891,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998790\"\n },\n \"hot_score\": 6.13,\n \"tags\": [\n \"Security\",\n \"Legal\"\n ]\n },\n {\n \"title_en\": \"The Oscars just banned AI from winning acting and writing awards\",\n \"url\": \"https://gizmodo.com/the-oscars-just-banned-ai-from-winning-acting-and-writing-awards-2000753740\",\n \"title_zh\": \"奥斯卡刚宣布禁止 AI 获得最佳表演与编剧奖项\",\n \"created_display\": \"Created: May 03, 2026 / 10:34 PT\",\n \"image_url\": null,\n \"summary_en\": \"The Oscars block AI from winning acting and writing awards, reinforcing human-centered categories and prompting studios to rethink AI's role in production. It signals a turning point for how AI is treated in mainstream entertainment awards.\",\n \"summary_zh\": \"奥斯卡宣布禁用 AI 参与最佳表演与最佳编剧等奖项，强调人类作品的优先地位，并促使业界重新评估 AI 在制作中的角色。\",\n \"hn\": {\n \"id\": 47999346,\n \"type\": \"story\",\n \"by\": \"ZeidJ\",\n \"score\": 45,\n \"descendants\": 17,\n \"time\": 1777829655,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999346\"\n },\n \"hot_score\": 4.94,\n \"tags\": [\n \"AI\",\n \"Entertainment\"\n ]\n },\n {\n \"title_en\": \"BYOMesh – New LoRa mesh radio offers 100x the bandwidth\",\n \"url\": \"https://partyon.xyz/@nullagent/116499715071759135\",\n \"title_zh\": \"BYOMesh：新一代 LoRa 网状无线电带来 100 倍带宽\",\n \"created_display\": \"Created: May 03, 2026 / 11:03 PT\",\n \"image_url\": \"https://partyon.xyz/packs/media/images/logo-d4b5dc90fd3e117d141ae7053b157f58.svg\",\n \"summary_en\": \"BYOMesh launches a LoRa mesh radio claiming 100x the bandwidth of typical LoRa devices, enabling more data-rich IoT, firmware updates, and real-time telemetry over long ranges. The move highlights how higher-throughput needs are pushing mesh/LPWAN technology beyond traditional use cases.\",\n \"summary_zh\": \"BYOMesh 推出声称比常规 LoRa 设备快 100 倍带宽的网状无线电，可能支持更高数据量的物联网、固件更新和远程遥测等。此举反映了在大范围低功耗网络里，对更高吞吐的需求正在推动新应用场景的产生。\",\n \"hn\": {\n \"id\": 47999636,\n \"type\": \"story\",\n \"by\": \"nullagent\",\n \"score\": 29,\n \"descendants\": 6,\n \"time\": 1777831394,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999636\"\n },\n \"hot_score\": 4.15,\n \"tags\": [\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"VS Code inserting 'Co-Authored-by Copilot' into commits regardless of usage\",\n \"url\": \"https://github.com/microsoft/vscode/pull/310226\",\n \"title_zh\": \"VS Code 无论是否使用都在提交中插入“Co-Authored-by Copilot”标签\",\n \"created_display\": \"Created: May 02, 2026 / 12:57 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/9be2ad8fbe999c93412bba9089aaf7e6e780212a98744a40d7294d2a016eec99/microsoft/vscode/pull/310226\",\n \"summary_en\": \"A bug in the editor causes commits to automatically include a Co-Authored-by: Copilot trailer, even when Copilot wasn't used. The behavior fragments authorship signals in Git metadata and could misattribute work, prompting a patch in the works. This highlights the broader challenge of AI-assisted attribution within developer tooling.\",\n \"summary_zh\": \"编辑器存在一个错误，会在提交中自动插入 Co-Authored-by: Copilot 标签，即使未使用 Copilot。该行为会导致 Git 元数据中的署名信息失真，促使相关修复被推进。这凸显了在开发工具中处理 AI 署名的广泛挑战。\",\n \"hn\": {\n \"id\": 47989883,\n \"type\": \"story\",\n \"by\": \"indrora\",\n \"score\": 1345,\n \"descendants\": 717,\n \"time\": 1777751846,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47989883\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 4.1\n },\n {\n \"title_en\": \"A desktop made for one\",\n \"url\": \"https://isene.org/2026/05/Audience-of-One.html\",\n \"title_zh\": \"为一个人定制的桌面\",\n \"created_display\": \"Created: May 03, 2026 / 08:32 PT\",\n \"image_url\": \"https://isene.org/assets/images/geirisene.png\",\n \"summary_en\": \"A desktop built for a single user emphasizes bespoke configurations, streamlined workflows, and software choices tailored to one person's needs. The piece argues for systems optimized around individual requirements rather than generic, mass-market setups.\",\n \"summary_zh\": \"描述为单一用户定制的桌面系统，强调定制化的配置、简化的工作流和专属的软件选择。观点在于以个人需求为中心的系统比大众化设置更高效。\",\n \"hn\": {\n \"id\": 47997947,\n \"type\": \"story\",\n \"by\": \"xngbuilds\",\n \"score\": 62,\n \"descendants\": 31,\n \"time\": 1777822325,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997947\"\n },\n \"hot_score\": 2.93,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"Porsche will contest Laguna Seca in historic colors of the Apple Computer livery\",\n \"url\": \"https://newsroom.porsche.com/en_US/2026/motorsport/porsche-will-contest-laguna-seca-in-historic-colors-of-the-apple-computer-livery.html\",\n \"title_zh\": \"保时捷将在拉古纳塞卡以 Apple 电脑专属历史涂装参赛\",\n \"created_display\": \"Created: May 03, 2026 / 07:13 PT\",\n \"image_url\": \"https://porschepictures.flowcenter.de/pmdb/thumbnail.cgi?id=333466&w=700&h=525&crop=0&public=1&cs=830e663913aaf34f\",\n \"summary_en\": \"Porsche will race Laguna Seca in historic Apple Computer livery colors, reviving a retro branding moment on the track. The retro aesthetic underscores how branding and color stories influence fan engagement and media coverage in motorsport.\",\n \"summary_zh\": \"保时捷将在拉古纳塞卡以苹果电脑专属历史涂装参赛，重现昔日品牌形象。此举展示了品牌色彩在赛车赛事中的传播力和对观众参与度、媒体关注的影响。\",\n \"hn\": {\n \"id\": 47997138,\n \"type\": \"story\",\n \"by\": \"Amorymeltzer\",\n \"score\": 84,\n \"descendants\": 30,\n \"time\": 1777817603,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997138\"\n },\n \"hot_score\": 2.69,\n \"tags\": [\n \"Design\",\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Breaking up with WordPress after two decades\",\n \"url\": \"https://yusufaytas.com/breaking-up-with-wordpress-after-two-decades\",\n \"title_zh\": \"二十年后与 WordPress 说再见\",\n \"created_display\": \"Created: May 03, 2026 / 07:34 PT\",\n \"image_url\": \"https://yusufaytas.com/images/2026/04/updown-io-uptime-dashboard.png\",\n \"summary_en\": \"After two decades with WordPress, the author breaks away, citing plugin bloat, maintenance burden, and a desire for a more modern stack. The piece outlines a migration strategy, covering content preservation, SEO implications, and choosing a new framework or static-site approach. It serves as a case study for long-running sites reconsidering their tech stack.\",\n \"summary_zh\": \"在 WordPress 持续使用了二十年后，作者决定告别，原因包括插件臃肿、维护负担与希望采用更现代的技术栈。文章给出迁移策略，涵盖内容保留、SEO 影响以及选择新框架或静态站点方案。这为长期站点重新评估技术栈提供了一个案例研究。\",\n \"hn\": {\n \"id\": 47997339,\n \"type\": \"story\",\n \"by\": \"owenbuilds\",\n \"score\": 59,\n \"descendants\": 30,\n \"time\": 1777818841,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997339\"\n },\n \"tags\": [\n \"Web\",\n \"Open Source\"\n ],\n \"hot_score\": 2.07\n },\n {\n \"title_en\": \"Alert-driven monitoring\",\n \"url\": \"https://simpleobservability.com/docs/alert-driven-monitoring\",\n \"title_zh\": \"基于告警驱动的监控\",\n \"created_display\": \"Created: May 03, 2026 / 07:02 PT\",\n \"image_url\": \"https://simpleobservability.com/og-image.png\",\n \"summary_en\": \"Alert-Driven Monitoring describes a monitoring approach where alerts guide the instrumentation and response workflows. It argues for designing actionable alerts with clear runbooks and automation to reduce noise and speed incident containment. The concept complements existing metrics dashboards by focusing on what actually requires action.\",\n \"summary_zh\": \"告警驱动的监控将告警作为驱动，将监控的编排和响应流程引导。主张以可操作的告警、清晰的处置手册与自动化为设计核心，以减少噪声并提升事件处置速度。该理念与现有的指标仪表板互补，聚焦于真正需要采取行动的场景。\",\n \"hn\": {\n \"id\": 47997056,\n \"type\": \"story\",\n \"by\": \"khazit\",\n \"score\": 67,\n \"descendants\": 29,\n \"time\": 1777816943,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997056\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 2.04\n },\n {\n \"title_en\": \"Kimi K2.6 just beat Claude, GPT-5.5, and Gemini in a coding challenge\",\n \"url\": \"https://thinkpol.ca/2026/04/30/an-open-weights-chinese-model-just-beat-claude-gpt-5-5-and-gemini-in-a-programming-challenge/\",\n \"title_zh\": \"Kimi K2.6 在编码挑战中击败 Claude、GPT-5.5 与 Gemini\",\n \"created_display\": \"Created: May 02, 2026 / 21:05 PT\",\n \"image_url\": \"https://thinkpol.ca/wp-content/uploads/2026/04/tp_cover.png\",\n \"summary_en\": \"Kimi K2.6, an open-weights Chinese model, beat Claude, GPT-5.5, and Gemini in a programming challenge. This underscores rapid progress in open-weight models and code-aware capabilities, showing non-proprietary models can compete with leading closed models on real tasks. It may heighten interest in open-source NLP tooling and benchmarks.\",\n \"summary_zh\": \"Kimi K2.6 在一次编码挑战中击败 Claude、GPT-5.5 与 Gemini，凸显开放权重模型在代码任务上的竞争力。此成就强调代码生成与理解领域的快速进步，以及对闭源大模型市场的潜在冲击。\",\n \"hn\": {\n \"id\": 47993235,\n \"type\": \"story\",\n \"by\": \"bazlightyear\",\n \"score\": 329,\n \"descendants\": 187,\n \"time\": 1777781128,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47993235\"\n },\n \"tags\": [\n \"AI\",\n \"Open Source\"\n ],\n \"hot_score\": 2.03\n },\n {\n \"title_en\": \"Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML\",\n \"url\": \"https://acai.sh/blog/specsmaxxing\",\n \"title_zh\": \"Specsmaxxing：克服 AI 的认知失衡，以及为何用 YAML 编写规格\",\n \"created_display\": \"Created: May 02, 2026 / 23:33 PT\",\n \"image_url\": \"https://acai.mintlify.app/mintlify-assets/_next/image?url=%2F_mintlify%2Fapi%2Fog%3Fdivision%3DDocumentation%26title%3DSpecsmaxxing%26description%3DOn%2Bovercoming%2BAI%2Bpsychosis%252C%2Band%2Bwhy%2BI%2Bwrite%2Bspecs%2Bin%2BYAML%2B%2528plus%2Bopen-sourcing%2Ba%2Btoolkit%2Bfor%2Byou%2Bto%2Btry%2529%26logoLight%3Dhttps%253A%252F%252Fmintcdn.com%252Facai%252F64tMg2VKm-ey5cuT%252Flogo-word.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253D64tMg2VKm-ey5cuT%2526q%253D85%2526s%253D95b3095af445779b3cd61dc26931fa84%26logoDark%3Dhttps%253A%252F%252Fmintcdn.com%252Facai%252F64tMg2VKm-ey5cuT%252Flogo-word.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253D64tMg2VKm-ey5cuT%2526q%253D85%2526s%253D95b3095af445779b3cd61dc26931fa84%26primaryColor%3D%2523930d7a%26lightColor%3D%2523f765f7%26darkColor%3D%25231a0416%26backgroundLight%3D%2523fcf8fb%26backgroundDark%3D%2523140411&w=1200&q=100\",\n \"summary_en\": \"Specmaxxing argues that AI hype can be tempered by disciplined, machine-readable specs. It advocates using YAML to encode requirements, tests, and acceptance criteria to keep expectations realistic. The piece ties rigorous specification to clearer human–AI collaboration and governance.\",\n \"summary_zh\": \"Specsmaxxing 指出，通过严格、机器可读的规格可以抑制 AI 的过度炒作。主张用 YAML 将需求、测试和验收标准编码，以保持期望现实且便于沟通。将规范化写作视为改进人机协作和治理的关键手段。\",\n \"hn\": {\n \"id\": 47994012,\n \"type\": \"story\",\n \"by\": \"brendanmc6\",\n \"score\": 243,\n \"descendants\": 254,\n \"time\": 1777790018,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47994012\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 1.99\n },\n {\n \"title_en\": \"Security Through Obscurity Is Not Bad\",\n \"url\": \"https://mobeigi.com/blog/security/security-through-obscurity-is-not-bad/\",\n \"title_zh\": \"安全性并非来自暴露：隐藏策略也有价值\",\n \"created_display\": \"Created: May 03, 2026 / 07:49 PT\",\n \"image_url\": \"https://mobeigi.com/_next/image/?url=%2Fimages%2Favatar%2Fai-mo.png&w=640&q=100\",\n \"summary_en\": \"A provocative take arguing that obscurity, used judiciously, can complement strong security practices rather than replace them. It discusses how limited visibility can reduce attack surfaces, protect IP, and buy time against adversaries.\",\n \"summary_zh\": \"作者主张在恰当时机下的隐藏/保密可以与强安全措施互补，而不是取代它们。文中指出有限的可见性可降低攻击面、保护知识产权，并为防御赢得时间。\",\n \"hn\": {\n \"id\": 47997486,\n \"type\": \"story\",\n \"by\": \"mobeigi\",\n \"score\": 50,\n \"descendants\": 62,\n \"time\": 1777819796,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997486\"\n },\n \"hot_score\": 1.89,\n \"tags\": [\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Largest electric autonomous container ship begins commercial service\",\n \"url\": \"https://global.chinadaily.com.cn/a/202604/16/WS69e0ee90a310d6866eb43dd4.html\",\n \"title_zh\": \"全球最大的电动自动化集装箱船开始商用服务\",\n \"created_display\": \"Created: May 03, 2026 / 09:58 PT\",\n \"image_url\": \"http://img2.chinadaily.com.cn/images/202604/16/69e0ee90a310d68600fbc9f8.jpeg\",\n \"summary_en\": \"The first large-scale electric autonomous container ship has begun commercial service, marking a milestone in decarbonizing maritime freight and testing real-world autonomy at sea. The deployment may influence port operations, energy supply, and shipping regulations.\",\n \"summary_zh\": \"全球最大的电动自动化集装箱船正式进入商业运营，标志着海运去碳化和海上自主化迈出关键一步。此举或影响港口运营、能源供给和海运监管格局。\",\n \"hn\": {\n \"id\": 47998897,\n \"type\": \"story\",\n \"by\": \"Geekette\",\n \"score\": 22,\n \"descendants\": 8,\n \"time\": 1777827494,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998897\"\n },\n \"hot_score\": 1.76,\n \"tags\": [\n \"Energy\",\n \"Business\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"Physical buttons outperform touchscreens in new cars (2023)\",\n \"url\": \"https://etsc.eu/physical-buttons-outperform-touchscreens-in-new-cars/\",\n \"title_zh\": \"新车中物理按钮优于触摸屏（2023）\",\n \"created_display\": \"Created: May 03, 2026 / 10:05 PT\",\n \"image_url\": \"https://etsc.eu/wp-content/uploads/gl_infotainment-oppning_002.jpg\",\n \"summary_en\": \"A 2023 study finds physical controls outperform touchscreens in usability and safety in cars, prompting automakers to reconsider interface design. The result reinforces the enduring value of tactile interfaces in vehicles.\",\n \"summary_zh\": \"2023 年的研究显示物理按钮在可用性和安全性方面优于触摸屏，促使车厂重新审视车载界面设计。这一结论强调了触觉界面的长期价值。\",\n \"hn\": {\n \"id\": 47998990,\n \"type\": \"story\",\n \"by\": \"hubraumhugo\",\n \"score\": 19,\n \"descendants\": 4,\n \"time\": 1777827902,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998990\"\n },\n \"hot_score\": 1.59,\n \"tags\": [\n \"Design\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Show HN: Apple's SHARP running in the browser via ONNX runtime web\",\n \"url\": \"https://github.com/bring-shrubbery/ml-sharp-web\",\n \"title_zh\": \"Show HN：Apple 的 Sharp 在浏览器中通过 ONNX Runtime Web 运行\",\n \"created_display\": \"Created: May 03, 2026 / 02:14 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/8b103387c49a270efed9e1c9f12e143bef9fdd13cd670ba16afa870e9ddb43d9/bring-shrubbery/ml-sharp-web\",\n \"summary_en\": \"A Show HN post demonstrates Apple’s Sharp running in the browser via ONNX Runtime Web. It showcases how browser-based inference can be feasible for certain ML workloads without server round-trips.\",\n \"summary_zh\": \"Show HN 展示 Apple 的 Sharp 如何通过 ONNX Runtime Web 在浏览器中运行。演示了在浏览器端进行机器学习推理在无需服务器往返的情况下的可行性。讨论了在 JavaScript 环境中运行非原生模型时的可访问性与性能取舍。\",\n \"hn\": {\n \"id\": 47995037,\n \"type\": \"story\",\n \"by\": \"bring-shrubbery\",\n \"score\": 133,\n \"descendants\": 35,\n \"time\": 1777799696,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995037\"\n },\n \"tags\": [\n \"Show HN\",\n \"Web\"\n ],\n \"hot_score\": 1.58\n },\n {\n \"title_en\": \"A couple million lines of Haskell: Production engineering at Mercury\",\n \"url\": \"https://blog.haskell.org/a-couple-million-lines-of-haskell/\",\n \"title_zh\": \"Mercury 的生产工程：数百万行 Haskell 代码\",\n \"created_display\": \"Created: May 02, 2026 / 17:01 PT\",\n \"image_url\": \"https://blog.haskell.org/images/haskell-opengraph.png\",\n \"summary_en\": \"Mercury's production engineering team manages a codebase of several million lines of Haskell in production.\",\n \"summary_zh\": \"Mercury 的生产工程团队在生产环境中管理着数百万行 Haskell 代码，展示了如何将 Haskell 规模化。文中讨论了工具链、可靠性实践，以及强类型语言在实际系统中的应用。\",\n \"hn\": {\n \"id\": 47991802,\n \"type\": \"story\",\n \"by\": \"unignorant\",\n \"score\": 372,\n \"descendants\": 181,\n \"time\": 1777766474,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991802\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 1.56\n },\n {\n \"title_en\": \"This Month in Ladybird – April 2026\",\n \"url\": \"https://ladybird.org/newsletter/2026-04-30/\",\n \"title_zh\": \"Ladybird 本月要闻（2026 年 4 月）\",\n \"created_display\": \"Created: May 02, 2026 / 13:46 PT\",\n \"image_url\": \"https://ladybird.org/assets/img/ladybird-purple-on-black.png\",\n \"summary_en\": \"This April issue highlights progress, features, and milestones from the Ladybird project, reflecting active development and community contributions. It offers a compact view of what's new and what's next for the project.\",\n \"summary_zh\": \"四月刊聚焦 Ladybird 项目的进展、新特性与里程碑，体现积极的开发与社区贡献，帮助读者把握最新动向。\",\n \"hn\": {\n \"id\": 47990318,\n \"type\": \"story\",\n \"by\": \"richardboegli\",\n \"score\": 469,\n \"descendants\": 133,\n \"time\": 1777754790,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990318\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 1.52\n },\n {\n \"title_en\": \"Dav2d\",\n \"url\": \"https://code.videolan.org/videolan/dav2d\",\n \"title_zh\": \"Dav2d：VideoLAN 的高性能 AV1 解码库\",\n \"created_display\": \"Created: May 02, 2026 / 10:32 PT\",\n \"image_url\": \"https://code.videolan.org/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=1.25.0\",\n \"summary_en\": \"Dav2d is an open-source, high-performance AV1 decoder from VideoLAN designed for speed and portability. It underscores ongoing efforts to improve decoding efficiency for modern codecs across media ecosystems and embedded devices.\",\n \"summary_zh\": \"Dav2d 是 VideoLAN 推出的开源高性能 AV1 解码库，强调在多平台/嵌入式设备上提升现代编解码效率。\",\n \"hn\": {\n \"id\": 47988504,\n \"type\": \"story\",\n \"by\": \"dabinat\",\n \"score\": 578,\n \"descendants\": 166,\n \"time\": 1777743149,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988504\"\n },\n \"tags\": [\n \"Open Source\",\n \"Programming\"\n ],\n \"hot_score\": 1.49\n },\n {\n \"title_en\": \"Six years perfecting maps on watchOS\",\n \"url\": \"https://www.david-smith.org/blog/2026/04/29/maps-on-watchos/\",\n \"title_zh\": \"在 WatchOS 上打磨地图六年\",\n \"created_display\": \"Created: May 02, 2026 / 14:14 PT\",\n \"image_url\": \"https://fast.crossforward.com/resources/cloughhead.jpeg\",\n \"summary_en\": \"David Smith recounts six years of building maps for Apple Watch, detailing constraints like small screens, offline data, and battery life. The piece distills lessons on delivering usable geolocation features in wearables and what it takes to go from concept to a reliable user experience.\",\n \"summary_zh\": \"作者回顾在 Apple Watch 上开发地图的六年历程，揭示屏幕小、离线数据与电池限制等挑战，以及在穿戴设备上落地可用地理定位功能所需的经验与教训。\",\n \"hn\": {\n \"id\": 47990606,\n \"type\": \"story\",\n \"by\": \"valzevul\",\n \"score\": 414,\n \"descendants\": 106,\n \"time\": 1777756469,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990606\"\n },\n \"tags\": [\n \"Programming\",\n \"Design\",\n \"Energy\"\n ],\n \"hot_score\": 1.38\n },\n {\n \"title_en\": \"Nuclear receptor 4A1 linked to health effects of coffee: study\",\n \"url\": \"https://sciencex.com/news/2026-04-coffee-doesnt-key-biological-pathway.html\",\n \"title_zh\": \"咖啡与健康：NR4A1 与咖啡健康效应的关联研究\",\n \"created_display\": \"Created: May 03, 2026 / 04:12 PT\",\n \"image_url\": \"https://scx2.b-cdn.net/gfx/news/hires/2026/coffee-doesnt-just-wak.jpg\",\n \"summary_en\": \"A study links nuclear receptor NR4A1 to observed health effects from coffee consumption, suggesting molecular pathways that influence metabolism and inflammation. The finding helps explain why coffee impacts people differently and could guide personalized nutrition.\",\n \"summary_zh\": \"研究发现核受体 NR4A1 与咖啡摄入的健康效应相关，提示可能影响代谢和炎症的分子通路。研究有助于解释个体对咖啡反应的差异，并为个性化营养提供线索。\",\n \"hn\": {\n \"id\": 47995757,\n \"type\": \"story\",\n \"by\": \"pseudolus\",\n \"score\": 81,\n \"descendants\": 61,\n \"time\": 1777806749,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995757\"\n },\n \"hot_score\": 1.33,\n \"tags\": [\n \"Science\",\n \"Health\",\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"NetHack 5.0.0\",\n \"url\": \"https://nethack.org/v500/release.html\",\n \"title_zh\": \"NetHack 5.0.0 发布\",\n \"created_display\": \"Created: May 02, 2026 / 11:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"NetHack 5.0.0 marks a milestone release for the long-running roguelike, delivering extensive bug fixes, balance tweaks, and quality-of-life improvements. The update stabilizes gameplay across platforms while preserving the game's classic depth, offering newcomers a gentler entry point without sacrificing veteran strategy.\",\n \"summary_zh\": \"这是对这款长期运行的roguelike的里程碑式更新，带来大量的错误修正、平衡调整和提升体验的改进。新版本在多平台上稳定玩法，同时保留了原有的深度，为新手和老玩家都提供更友善的入门体验。\",\n \"hn\": {\n \"id\": 47988776,\n \"type\": \"story\",\n \"by\": \"rsaarelm\",\n \"score\": 473,\n \"descendants\": 157,\n \"time\": 1777745022,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988776\"\n },\n \"tags\": [\n \"Gaming\"\n ],\n \"hot_score\": 1.26\n },\n {\n \"title_en\": \"Do_not_track\",\n \"url\": \"https://donottrack.sh/\",\n \"title_zh\": \"Do_not_track：一个简化隐私保护的开源工具\",\n \"created_display\": \"Created: May 02, 2026 / 10:40 PT\",\n \"image_url\": \"https://donottrack.sh/img/share.png\",\n \"summary_en\": \"Do_not_track is a tool aiming to make opting out of tracking easier and more effective for users. It embodies a pragmatic approach to privacy in an era of pervasive data collection and could influence how individuals shield themselves online.\",\n \"summary_zh\": \"Do_not_track 是一个旨在简化用户隐私保护、便于拒绝跟踪的工具，体现了在广泛数据收集环境中对隐私的务实保护思路。\",\n \"hn\": {\n \"id\": 47988592,\n \"type\": \"story\",\n \"by\": \"RubyGuy\",\n \"score\": 474,\n \"descendants\": 146,\n \"time\": 1777743655,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988592\"\n },\n \"tags\": [\n \"Privacy\"\n ],\n \"hot_score\": 1.23\n },\n {\n \"title_en\": \"Investors pile into clean energy as Iran war drives push for energy security\",\n \"url\": \"https://www.ft.com/content/9921f2b5-c910-4cec-a50f-cad453935a1a\",\n \"title_zh\": \"在伊朗战争推动能源安全的背景下，投资者涌向清洁能源\",\n \"created_display\": \"Created: May 03, 2026 / 02:26 PT\",\n \"image_url\": \"https://images.ft.com/v3/image/raw/https%3A%2F%2Fd1e00ek4ebabms.cloudfront.net%2Fproduction%2F566a691b-057b-4598-8795-7b11a7d27b87.jpg?source=next-barrier-page\",\n \"summary_en\": \"Investors are flocking to clean energy as geopolitical tensions push energy security higher on the agenda. The surge in funding spans renewables, storage, and grid resilience, with policy and market signals accelerating the transition. Geopolitics may expedite diversification away from fossil fuels and boost long-term climate and energy goals.\",\n \"summary_zh\": \"在地缘政治紧张局势推动能源安全议程之际，投资者正涌向清洁能源。资金涌向可再生能源、储能与电网韧性建设，政策与市场信号正在加速能源转型。地缘政治因素可能加速对化石燃料的多元化依赖，推动长期气候与能源目标的实现。\",\n \"hn\": {\n \"id\": 47995125,\n \"type\": \"story\",\n \"by\": \"JumpCrisscross\",\n \"score\": 94,\n \"descendants\": 100,\n \"time\": 1777800408,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995125\"\n },\n \"hot_score\": 1.15,\n \"tags\": [\n \"Energy\",\n \"Business\",\n \"Finance\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Systemd-manager-TUI: A TUI application for managing systemd services\",\n \"url\": \"https://github.com/Matheus-git/systemd-manager-tui\",\n \"title_zh\": \"Systemd-manager-TUI：用于管理 systemd 服务的文本用户界面\",\n \"created_display\": \"Created: May 03, 2026 / 03:55 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7d034eb1338d82acefeb6c298136ec3700cda76378430d3abd615d6749de46df/matheus-git/systemd-manager-tui\",\n \"summary_en\": \"Systemd-manager-TUI is a terminal UI for managing systemd services. It provides easy start/stop, enable/disable, status checks, and log viewing from a compact CLI interface. Designed as a lightweight alternative for headless or constrained environments.\",\n \"summary_zh\": \"Systemd-manager-TUI 是一个用于管理 systemd 服务的文本用户界面。它通过紧凑的 CLI 界面提供启停、启用/禁用、状态查看和日志查看等功能。面向无头或资源受限的环境，旨在成为一个轻量替代工具。\",\n \"hn\": {\n \"id\": 47995649,\n \"type\": \"story\",\n \"by\": \"thunderbong\",\n \"score\": 70,\n \"descendants\": 24,\n \"time\": 1777805730,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995649\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 1.09\n },\n {\n \"title_en\": \"Maryland to ban A.I.-driven price increases in grocery stores\",\n \"url\": \"https://www.nytimes.com/2026/05/01/business/surveillance-pricing-groceries-maryland.html\",\n \"title_zh\": \"马里兰成为首个禁止 AI 驱动涨价的超市定价的州\",\n \"created_display\": \"Created: May 02, 2026 / 18:24 PT\",\n \"image_url\": null,\n \"summary_en\": \"Maryland passes a first-in-the-nation ban on AI-driven price increases in grocery stores, aiming to curb personalized pricing powered by consumer data. The move raises policy questions about fairness, transparency, and consumer protection in data-driven pricing.\",\n \"summary_zh\": \"马里兰州成为首个禁止超市使用 AI 驱动定价策略的州，意在限制基于消费者数据的个性化定价。此举引发关于公平性、透明度与消费者保护之间的讨论。\",\n \"hn\": {\n \"id\": 47992349,\n \"type\": \"story\",\n \"by\": \"doener\",\n \"score\": 203,\n \"descendants\": 185,\n \"time\": 1777771449,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992349\"\n },\n \"tags\": [\n \"AI\",\n \"Politics\",\n \"Legal\"\n ],\n \"hot_score\": 0.96\n },\n {\n \"title_en\": \"Why does it take so long to release black fan versions?\",\n \"url\": \"https://www.noctua.at/en/expertise/blog/how-can-it-take-so-long-to-release-black-fan-versions\",\n \"title_zh\": \"为什么推出黑色版风扇需要这么久？\",\n \"created_display\": \"Created: May 01, 2026 / 21:38 PT\",\n \"image_url\": null,\n \"summary_en\": \"Manufacturing a black edition requires retooling lines, requalifying components, and coordinating color coatings with supply chains, QA, and certification work. That combination slows the release cadence even as base models ship.\",\n \"summary_zh\": \"黑色版风扇的推出需要在制造线上进行重新布置、重新进行组件认证，并协调涂层、原料与供应链等环节，再加上严格的质量检测与认证流程。这些综合因素使得新版本的上市节奏明显慢于原厂标准款。\",\n \"hn\": {\n \"id\": 47983352,\n \"type\": \"story\",\n \"by\": \"buildbot\",\n \"score\": 735,\n \"descendants\": 294,\n \"time\": 1777696684,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47983352\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.95\n },\n {\n \"title_en\": \"Neanderthals ran 'fat factories' 125k years ago (2025)\",\n \"url\": \"https://www.universiteitleiden.nl/en/news/2025/07/neanderthals-ran-fat-factories-125000-years-ago\",\n \"title_zh\": \"125,000 年前尼安德特人运营脂肪工厂\",\n \"created_display\": \"Created: May 02, 2026 / 13:42 PT\",\n \"image_url\": \"https://www.universiteitleiden.nl/binaries/content/gallery/ul2/main-images/archaeology/neumark-banner.jpg/neumark-banner.jpg/d600x315\",\n \"summary_en\": \"New archaeological findings suggest Neanderthals ran large-scale fat-processing activities 125,000 years ago, hinting at sophisticated subsistence strategies and social organization. The discovery adds nuance to our understanding of Neanderthal cognition and energy management.\",\n \"summary_zh\": \"新发现表明 125,000 年前的尼安德特人进行大规模脂肪加工，暴露出复杂的生计策略与社群组织能力，丰富了对其认知与能量管理的理解。\",\n \"hn\": {\n \"id\": 47990284,\n \"type\": \"story\",\n \"by\": \"andsoitis\",\n \"score\": 271,\n \"descendants\": 146,\n \"time\": 1777754540,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990284\"\n },\n \"tags\": [\n \"Science\",\n \"Energy\"\n ],\n \"hot_score\": 0.87\n },\n {\n \"title_en\": \"California to begin ticketing driverless cars that violate traffic laws\",\n \"url\": \"https://www.bbc.com/news/articles/clypjx3rg2go\",\n \"title_zh\": \"加州将对违反交通法规的无人驾驶汽车开罚单\",\n \"created_display\": \"Created: May 02, 2026 / 10:59 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/4bd8/live/9ece7410-4634-11f1-b14f-8905f097c360.jpg\",\n \"summary_en\": \"California plans to ticket autonomous cars that violate traffic laws through automated enforcement, pushing accountability onto AV operators. The move accelerates safety governance for on-road robo-taxis and tests how regulators handle software-driven infractions.\",\n \"summary_zh\": \"加州计划对违反交通法规的无人驾驶汽车进行自动执法并开罚单，将问责落在运营方身上。此举加速了对路上机器人出租车的安全治理，并测试监管机构对软件性违规的处理方式。\",\n \"hn\": {\n \"id\": 47988742,\n \"type\": \"story\",\n \"by\": \"geox\",\n \"score\": 304,\n \"descendants\": 320,\n \"time\": 1777744758,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988742\"\n },\n \"tags\": [\n \"Politics\",\n \"Legal\"\n ],\n \"hot_score\": 0.81\n },\n {\n \"title_en\": \"A network smuggling Starlink tech into Iran to beat internet blackout\",\n \"url\": \"https://www.bbc.com/news/articles/cvgzk91leweo\",\n \"title_zh\": \"秘密网络通过走私 Starlink 设备进入伊朗以绕过互联网封锁\",\n \"created_display\": \"Created: May 02, 2026 / 18:22 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/8c14/live/20b8b580-44c8-11f1-ac78-2112837ce2aa.jpg\",\n \"summary_en\": \"A clandestine network smuggled Starlink hardware into Iran to bypass a government internet blackout. The move highlights how satellite-based connectivity can undermine censorship, raising questions about regulatory controls and information access. It also shows the ongoing tension between tech access and state control.\",\n \"summary_zh\": \"一个秘密网络向伊朗走私 Starlink 设备，试图突破政府的互联网封锁。此举揭示卫星联网在规避审查方面的潜力，同时引发对监管、供应链及信息获取影响的讨论。\",\n \"hn\": {\n \"id\": 47992338,\n \"type\": \"story\",\n \"by\": \"1659447091\",\n \"score\": 171,\n \"descendants\": 127,\n \"time\": 1777771361,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992338\"\n },\n \"tags\": [\n \"Space\",\n \"Politics\",\n \"Hardware\"\n ],\n \"hot_score\": 0.81\n },\n {\n \"title_en\": \"Open source does not imply open community\",\n \"url\": \"https://blog.feld.me/posts/2026/04/open-source-does-not-imply-open-community/\",\n \"title_zh\": \"开源并不等同于开放社区\",\n \"created_display\": \"Created: May 02, 2026 / 19:36 PT\",\n \"image_url\": \"https://blog.feld.me/static/site_logo_512.png\",\n \"summary_en\": \"The post argues that open-source projects can still have closed or gated communities, highlighting governance, contributor inclusion, and decision-making opacity. The takeaway: open source ≠ open governance; communities matter for sustainability.\",\n \"summary_zh\": \"文章指出开源项目也可能存在封闭的或受限的社区治理现象，强调治理透明度、参与者包容性与决策过程的重要性。结论是开源并不等同于开放的治理体系，社区的结构影响长期可持续性。\",\n \"hn\": {\n \"id\": 47992772,\n \"type\": \"story\",\n \"by\": \"RohanAdwankar\",\n \"score\": 147,\n \"descendants\": 41,\n \"time\": 1777775769,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992772\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 0.78\n },\n {\n \"title_en\": \"Ghost Operators: How Israeli telecoms were exploited to track citizens worldwide\",\n \"url\": \"https://www.haaretz.com/israel-news/security-aviation/2026-05-03/ty-article-magazine/ghost-operators-how-israeli-telecoms-were-exploited-to-track-citizens-worldwide/0000019d-e9c0-dd9a-a79d-ede90a450000\",\n \"title_zh\": \"幽灵运营商：以色列电信公司如何被利用追踪全球公民\",\n \"created_display\": \"Created: May 03, 2026 / 09:15 PT\",\n \"image_url\": null,\n \"summary_en\": \"An investigation into how certain telecom operators in the region were exploited to monitor individuals worldwide, raising concerns about surveillance, vendor dependencies, and regulatory gaps. The story underscores security risks in telecom ecosystems and data access across borders.\",\n \"summary_zh\": \"调查揭示部分以色列及相关地区的电信运营商如何被用于全球范围内追踪个人，凸显监控、供应链信任和监管缺口等安全风险。报道强调了电信生态系统和跨国数据访问的潜在隐患。\",\n \"hn\": {\n \"id\": 47998449,\n \"type\": \"story\",\n \"by\": \"miohtama\",\n \"score\": 13,\n \"descendants\": 2,\n \"time\": 1777824949,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998449\"\n },\n \"hot_score\": 0.75,\n \"tags\": [\n \"Security\",\n \"Privacy\",\n \"Politics\"\n ]\n },\n {\n \"title_en\": \"I recreated the Apple Lisa computer inside an FPGA [video]\",\n \"url\": \"https://www.youtube.com/watch?v=8jNQDcpHc68\",\n \"title_zh\": \"我在 FPGA 中重现 Apple Lisa 计算机\",\n \"created_display\": \"Created: May 03, 2026 / 10:45 PT\",\n \"image_url\": null,\n \"summary_en\": \"A hands-on project recreates the Apple Lisa architecture on an FPGA, offering a tangible tour of its hardware quirks and OS interactions. It provides nostalgia plus a practical view into how legacy systems can be prototyped today.\",\n \"summary_zh\": \"通过在 FPGA 上复现 Apple Lisa 的架构，展示了其硬件特点与与操作系统的交互。既有怀旧情怀，也展现了用现代现场可编程硬件原型化旧系统的可行性。\",\n \"hn\": {\n \"id\": 47999460,\n \"type\": \"story\",\n \"by\": \"cyrc\",\n \"score\": 7,\n \"descendants\": 0,\n \"time\": 1777830347,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999460\"\n },\n \"hot_score\": 0.75,\n \"tags\": [\n \"Hardware\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Utah to hold websites liable for users who mask their location with VPNs\",\n \"url\": \"https://www.tomshardware.com/software/vpn/utah-becomes-first-us-state-to-target-vpn-use-with-age-verification-law\",\n \"title_zh\": \"犹他州拟对用 VPN 匿藏定位的用户的网站承担责任\",\n \"created_display\": \"Created: May 03, 2026 / 07:36 PT\",\n \"image_url\": \"https://cdn.mos.cms.futurecdn.net/6XV8bh92LpaxMG9NUay7tR-2560-80.jpg\",\n \"summary_en\": \"Utah is pursuing a law that would hold websites liable for users who mask their location via VPNs, effectively tying age-verification obligations to geo-circumvention. The measure could pressure sites to implement stricter verification but raises privacy and compliance cost concerns for smaller sites and privacy-preserving users. Its enforceability will depend on definitions of 'location masking' and how a site proves intent or compliance.\",\n \"summary_zh\": \"犹他州正在推动一项法律，将对通过 VPN 匿名定位的用户进行访问的网站承担责任，实质上将地理位置规避与年龄验证义务绑定。该举措可能迫使网站实施更严格的身份验证，但也引发对隐私、合规成本以及对小型网站与注重隐私的用户的担忧。是否可执行取决于对“定位被遮蔽”的定义，以及网站如何证明合规与意图。\",\n \"hn\": {\n \"id\": 47997358,\n \"type\": \"story\",\n \"by\": \"GavinAnderegg\",\n \"score\": 19,\n \"descendants\": 4,\n \"time\": 1777818974,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997358\"\n },\n \"hot_score\": 0.65,\n \"tags\": [\n \"Privacy\",\n \"Legal\"\n ]\n },\n {\n \"title_en\": \"Roblox shares plummet 18% as child safety measures weigh on bookings\",\n \"url\": \"https://www.cnbc.com/2026/05/01/roblox-rblx-stock-child-safety-earnings.html\",\n \"title_zh\": \"Roblox 股价下跌 18%，儿童安全措施拖累订单\",\n \"created_display\": \"Created: May 02, 2026 / 10:10 PT\",\n \"image_url\": \"https://image.cnbcfm.com/api/v1/image/108217783-1761657779238-gettyimages-2238840255-TFSPI_04102025-1315.jpeg?v=1761657810&w=1920&h=1080\",\n \"summary_en\": \"Roblox's stock fell after earnings as safety-focused changes dampened bookings, signaling a tension between platform safety and monetization. The result underscores how child-safety measures and parental controls can materially impact growth in consumer-facing online services.\",\n \"summary_zh\": \"Roblox 在财报后股价下跌约 18%，因为以安全为导向的变动压缩了订单量。这凸显了平台安全与商业化之间的矛盾，儿童安全措施和家长控制对面向消费者的在线服务增长有实际影响。\",\n \"hn\": {\n \"id\": 47988261,\n \"type\": \"story\",\n \"by\": \"1vuio0pswjnm7\",\n \"score\": 229,\n \"descendants\": 136,\n \"time\": 1777741818,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988261\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.57\n },\n {\n \"title_en\": \"Windows API is Successful Cross-Platform API (2024)\",\n \"url\": \"https://retrocoding.net/windows-api-is-successful-cross-platform-api\",\n \"title_zh\": \"Windows API 已成为成功的跨平台 API\",\n \"created_display\": \"Created: May 02, 2026 / 19:53 PT\",\n \"image_url\": null,\n \"summary_en\": \"The Windows API has become a successful cross-platform API, reflecting how Windows interfaces and compatibility layers have become usable across different OSes. This trend affects how developers design cross-platform apps, reducing the need to rewrite for each platform and influencing porting strategies.\",\n \"summary_zh\": \"Windows API 已成为一个成功的跨平台接口，表明通过兼容层在不同操作系统上使用 Windows 接口已成为现实。此趋势正在影响开发者的跨平台设计与移植策略。\",\n \"hn\": {\n \"id\": 47992859,\n \"type\": \"story\",\n \"by\": \"phendrenad2\",\n \"score\": 92,\n \"descendants\": 108,\n \"time\": 1777776809,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992859\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.5\n },\n {\n \"title_en\": \"Underwater robot tracks sperm whale conversations in real time\",\n \"url\": \"https://www.reuters.com/business/environment/underwater-robot-tracks-sperm-whale-conversations-real-time-2026-05-01/\",\n \"title_zh\": \"水下机器人实时记录抹香鲸对话\",\n \"created_display\": \"Created: May 03, 2026 / 09:35 PT\",\n \"image_url\": null,\n \"summary_en\": \"An underwater robot tracks sperm whale conversations in real time, enabling researchers to analyze vocalization patterns and social interactions. The project advances marine bioacoustics and demonstrates sensor fusion in challenging environments.\",\n \"summary_zh\": \"水下机器人实时记录抹香鲸的交流，帮助研究者分析声纳模式和社交互动。该项目推动海洋生物声学研究，并展示在极端环境下的传感器融合能力。\",\n \"hn\": {\n \"id\": 47998664,\n \"type\": \"story\",\n \"by\": \"thedebuglife\",\n \"score\": 8,\n \"descendants\": 0,\n \"time\": 1777826120,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47998664\"\n },\n \"hot_score\": 0.5,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"DeepSeek V4 – almost on the frontier\",\n \"url\": \"https://simonwillison.net/2026/Apr/24/deepseek-v4/\",\n \"title_zh\": \"DeepSeek V4：几近前沿\",\n \"created_display\": \"Created: May 01, 2026 / 09:52 PT\",\n \"image_url\": \"https://static.simonwillison.net/static/2026/deepseek-v4-card.jpg\",\n \"summary_en\": \"DeepSeek V4 pushes closer to the frontier of data-search tooling, with improvements in indexing speed and user workflow. It frames how this version stacks up against peers and what the next leap in AI-assisted data discovery might look like.\",\n \"summary_zh\": \"DeepSeek V4 靠近数据检索工具的前沿，在索引速度和工作流方面有显著改进。它评估了该版本与同类产品的差异以及AI辅助数据发现的下一步可能走向。\",\n \"hn\": {\n \"id\": 47977026,\n \"type\": \"story\",\n \"by\": \"indigodaddy\",\n \"score\": 597,\n \"descendants\": 360,\n \"time\": 1777654363,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47977026\"\n },\n \"tags\": [\n \"AI\",\n \"Data\"\n ],\n \"hot_score\": 0.48\n },\n {\n \"title_en\": \"The agent harness belongs outside the sandbox\",\n \"url\": \"https://www.mendral.com/blog/agent-harness-belongs-outside-sandbox\",\n \"title_zh\": \"代理 Harness 应该放在沙箱外运行\",\n \"created_display\": \"Created: May 02, 2026 / 14:21 PT\",\n \"image_url\": \"https://mendral.com/og?title=The%20Agent%20Harness%20Belongs%20Outside%20the%20Sandbox\",\n \"summary_en\": \"The article argues that the agent harness belongs outside the sandbox to reduce the risk of sandbox escapes. It discusses architectural trade-offs and how separating trust boundaries can improve security and reliability for AI agents.\",\n \"summary_zh\": \"文章主张为降低沙箱逃逸风险，应将代理 Harness 放在沙箱外运行，并分析将信任边界分离带来的安全与可靠性提升。\",\n \"hn\": {\n \"id\": 47990675,\n \"type\": \"story\",\n \"by\": \"shad42\",\n \"score\": 144,\n \"descendants\": 105,\n \"time\": 1777756887,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990675\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.48\n },\n {\n \"title_en\": \"How many e's are in the word seventeen [video] (AI hallucination)\",\n \"url\": \"https://www.youtube.com/shorts/nks72LuZO20\",\n \"title_zh\": \"单词 seventeen 中有多少个 e？[视频]（AI 幻觉）\",\n \"created_display\": \"Created: May 03, 2026 / 10:12 PT\",\n \"image_url\": null,\n \"summary_en\": \"A video illustrating an AI hallucination around a trivial typography question, showing how models can confidently err on simple prompts. It underscores verification and prompt design in AI systems.\",\n \"summary_zh\": \"视频展示了 AI 在一个简单文本问题上的幻觉现象，体现模型在基础提示上的自信却可能出错。强调对 AI 输出进行核验和更好提示设计的重要性。\",\n \"hn\": {\n \"id\": 47999082,\n \"type\": \"story\",\n \"by\": \"Imustaskforhelp\",\n \"score\": 6,\n \"descendants\": 3,\n \"time\": 1777828349,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999082\"\n },\n \"hot_score\": 0.47,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Show HN: State of the Art of Coding Models, According to Hacker News Commenters\",\n \"url\": \"https://hnup.date/hn-sota\",\n \"title_zh\": \"Show HN：据 Hacker News 评论者所评的编码模型现状\",\n \"created_display\": \"Created: May 02, 2026 / 14:25 PT\",\n \"image_url\": null,\n \"summary_en\": \"This Show HN compiles Hacker News commenters' views to map the current state-of-the-art in coding models. It highlights which models are favored for code tasks, trade-offs between speed and accuracy, and community sentiment shaping practical tool choices.\",\n \"summary_zh\": \"此 Show HN 汇总 Hacker News 评论者的观点，勾勒当前编码模型的现状，揭示在代码任务中的偏好模型、速度与准确度的权衡，以及社区对工具选择的影响。\",\n \"hn\": {\n \"id\": 47990708,\n \"type\": \"story\",\n \"by\": \"yunusabd\",\n \"score\": 131,\n \"descendants\": 77,\n \"time\": 1777757105,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990708\"\n },\n \"tags\": [\n \"Show HN\",\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 0.44\n },\n {\n \"title_en\": \"Clojurists Together – Q2 2026 Open Source Funding Announcement\",\n \"url\": \"https://www.clojuriststogether.org/news/q2-2026-funding-announcement/\",\n \"title_zh\": \"Clojurists Together – 2026 年 Q2 开源资助公告\",\n \"created_display\": \"Created: May 02, 2026 / 14:34 PT\",\n \"image_url\": \"https://www.clojuriststogether.org/logos/ct-logo-cropped.png\",\n \"summary_en\": \"Clojurists Together announces Q2 2026 open-source funding, detailing grants to several projects in the Clojure ecosystem. The funding signals continued community support for open-source Lisp ecosystems and could accelerate maintenance and feature development.\",\n \"summary_zh\": \"Clojurists Together 公布 2026 年 Q2 的开源资助计划，对若干 Clojure 生态项目给予资助。这反映社区对开源 Lisp 生态的持续支持，可能推动维护与新特性的开发。\",\n \"hn\": {\n \"id\": 47990789,\n \"type\": \"story\",\n \"by\": \"dragandj\",\n \"score\": 130,\n \"descendants\": 16,\n \"time\": 1777757689,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990789\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 0.44\n },\n {\n \"title_en\": \"How fast is a macOS VM, and how small could it be?\",\n \"url\": \"https://eclecticlight.co/2026/05/02/how-fast-is-a-macos-vm-and-how-small-could-it-be/\",\n \"title_zh\": \"macOS 虚拟机有多快，能有多小？\",\n \"created_display\": \"Created: May 02, 2026 / 02:30 PT\",\n \"image_url\": \"https://eclecticlight.co/wp-content/uploads/2015/01/cropped-eclecticlightlogo-e1421784280911.png?w=200\",\n \"summary_en\": \"The article benchmarks macOS VM performance on Apple hardware and explores how small a viable macOS VM can be. It discusses CPU, memory, and disk I/O tradeoffs and what they mean for dev/test workflows.\",\n \"summary_zh\": \"文章测评了在苹果硬件上运行的 macOS 虚拟机性能，并探讨了可用的最小化体积与实际可用性之间的权衡。内容聚焦 CPU、内存和磁盘 I/O 的取舍，以及对开发/测试工作流的影响。\",\n \"hn\": {\n \"id\": 47984852,\n \"type\": \"story\",\n \"by\": \"moosia\",\n \"score\": 256,\n \"descendants\": 96,\n \"time\": 1777714249,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984852\"\n },\n \"tags\": [\n \"Programming\",\n \"Hardware\"\n ],\n \"hot_score\": 0.41\n },\n {\n \"title_en\": \"Open Design: Use Your Coding Agent as a Design Engine\",\n \"url\": \"https://github.com/nexu-io/open-design\",\n \"title_zh\": \"开放式设计：把你的编码代理当成设计引擎\",\n \"created_display\": \"Created: May 02, 2026 / 05:16 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/1223170290/5eec4959-c821-4927-83fb-e904b5cbc396\",\n \"summary_en\": \"Proposes using coding agents as design engines to automate design tasks, enabling code-driven workflows for UI prototyping. This approach demonstrates AI-assisted design at scale and the potential for tighter human-AI collaboration.\",\n \"summary_zh\": \"提出把编码代理用作设计引擎，自动化设计任务并推动 UI 原型的代码驱动工作流。这种方式展现了大规模的 AI 辅助设计潜力，以及人机协作的新可能。\",\n \"hn\": {\n \"id\": 47985750,\n \"type\": \"story\",\n \"by\": \"steveharing1\",\n \"score\": 206,\n \"descendants\": 89,\n \"time\": 1777724176,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47985750\"\n },\n \"tags\": [\n \"AI\",\n \"Design\"\n ],\n \"hot_score\": 0.39\n },\n {\n \"title_en\": \"Show HN: I built a RISC-V emulator that runs DOOM\",\n \"url\": \"https://github.com/lalitshankarch/rvcore\",\n \"title_zh\": \"Show HN：我构建了一个能运行 DOOM 的 RISC-V 模拟器\",\n \"created_display\": \"Created: May 03, 2026 / 04:57 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/63909a2443cc997f160358540b564804d6069a0572a7ef58ed13ad2a5225e262/lalitshankarch/rvcore\",\n \"summary_en\": \"A Show HN project releasing a RISC-V emulator capable of running the classic game DOOM demonstrates the practicality of emulator-based experimentation on modern architectures. It highlights accessibility for hobbyists to explore low-level systems.\",\n \"summary_zh\": \"Show HN 项目展示了一个能在 RISC-V 上运行 DOOM 的模拟器，展示了在现代体系结构上进行仿真和实验的可行性。对爱好者探索底层系统十分友好。\",\n \"hn\": {\n \"id\": 47996055,\n \"type\": \"story\",\n \"by\": \"Flex247A\",\n \"score\": 21,\n \"descendants\": 0,\n \"time\": 1777809432,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47996055\"\n },\n \"hot_score\": 0.38,\n \"tags\": [\n \"Show HN\",\n \"Programming\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Care homes and hotels in Japan shut as expansion strategy unravels\",\n \"url\": \"https://www.newsonjapan.com/article/149075.php\",\n \"title_zh\": \"日本养老院与酒店在扩张策略瓦解后关闭\",\n \"created_display\": \"Created: May 02, 2026 / 18:38 PT\",\n \"image_url\": \"https://i2.ytimg.com/vi/SLn2VjV3Jko/mqdefault.jpg\",\n \"summary_en\": \"Care homes and hotels in Japan face closures as aggressive expansion plans unravel, signaling strain across service and real estate sectors. Demographic headwinds, labor shortages, and capital constraints undercut growth bets. The development raises questions for operators and investors about sustainable models in an aging society.\",\n \"summary_zh\": \"日本部分养老院与酒店在扩张计划瓦解后宣布关闭，反映服务业与地产领域的压力。人口老龄化带来的挑战、劳动力短缺和资金约束削弱了扩张预期。此情形引发对在老龄化社会中可持续商业模式的关注。\",\n \"hn\": {\n \"id\": 47992446,\n \"type\": \"story\",\n \"by\": \"mikhael\",\n \"score\": 77,\n \"descendants\": 26,\n \"time\": 1777772318,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992446\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.37\n },\n {\n \"title_en\": \"AI, Intimacy, and the Data You Never Meant to Share\",\n \"url\": \"https://fshot.org/techzone/the-algorithm-knows.php\",\n \"title_zh\": \"AI、亲密关系与你本来不想分享的数据\",\n \"created_display\": \"Created: May 02, 2026 / 19:42 PT\",\n \"image_url\": \"https://fshot.org/images/fs-hot-blocky-hd.webp\",\n \"summary_en\": \"Examines how AI systems handle intimate data and the risks of unintentional sharing, including prompts, training inputs, and inferred details. It advocates privacy-by-design and user controls to mitigate exposure in conversational AI. The piece underscores growing tension between personalization and personal privacy.\",\n \"summary_zh\": \"审视 AI 系统如何处理亲密数据及可能未曾打算分享的信息的风险，包括输入提示、训练数据与推断结果。主张从隐私设计出发，强化用户控制以降低对话式 AI 的数据暴露。强调个性化服务与个人隐私之间日益紧张的博弈。\",\n \"hn\": {\n \"id\": 47992802,\n \"type\": \"story\",\n \"by\": \"victorkulla\",\n \"score\": 67,\n \"descendants\": 5,\n \"time\": 1777776163,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992802\"\n },\n \"tags\": [\n \"AI\",\n \"Privacy\"\n ],\n \"hot_score\": 0.35\n },\n {\n \"title_en\": \"Separating what AI does well from what code does well\",\n \"url\": \"https://claude.com/blog/how-kepler-built-verifiable-ai-for-financial-services-with-claude\",\n \"title_zh\": \"分清 AI 擅长做什么，代码擅长做什么\",\n \"created_display\": \"Created: May 03, 2026 / 11:14 PT\",\n \"image_url\": \"https://cdn.prod.website-files.com/68a44d4040f98a4adf2207b6/69050eca25045d4e2236dade_og_how-brex-improves-code-quality-and-productivity-with-claude-code%20(2).jpg\",\n \"summary_en\": \"Claude’s approach argues for separating what AI should handle from what code should enforce, aiming for verifiable, auditable decisions in finance. The piece advocates clear boundaries to build safer, compliant AI-enabled systems.\",\n \"summary_zh\": \"文章主张把 AI 擅长的任务与代码应承担的职责区分开来，在金融领域实现可验证、可审计的决策。强调设定清晰边界以打造更安全、合规的 AI 驱动系统。\",\n \"hn\": {\n \"id\": 47999754,\n \"type\": \"story\",\n \"by\": \"eddiehammond\",\n \"score\": 3,\n \"descendants\": 1,\n \"time\": 1777832096,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47999754\"\n },\n \"hot_score\": 0.34,\n \"tags\": [\n \"AI\",\n \"Finance\"\n ]\n },\n {\n \"title_en\": \"Why are there both TMP and TEMP environment variables? (2015)\",\n \"url\": \"https://devblogs.microsoft.com/oldnewthing/20150417-00/?p=44213\",\n \"title_zh\": \"为什么同时有 TMP 与 TEMP 环境变量？（2015）\",\n \"created_display\": \"Created: May 02, 2026 / 01:23 PT\",\n \"image_url\": \"https://devblogs.microsoft.com/oldnewthing/wp-content/uploads/sites/38/2019/02/ShowCover.jpg\",\n \"summary_en\": \"Explains that TMP and TEMP designate temp directories; the variables reflect historical design choices and precedence rules. The note helps clarify why some software behaves differently and how to set them to avoid confusion.\",\n \"summary_zh\": \"解释 TMP 和 TEMP 都指向临时目录，这两个变量的存在源于历史设计与优先级规则。文中帮助读者理解为何有的软件表现不同，以及如何设置以避免混淆。\",\n \"hn\": {\n \"id\": 47984522,\n \"type\": \"story\",\n \"by\": \"ankitg12\",\n \"score\": 202,\n \"descendants\": 92,\n \"time\": 1777710203,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984522\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.31\n },\n {\n \"title_en\": \"Uber wants to turn its drivers into a sensor grid for self-driving companies\",\n \"url\": \"https://techcrunch.com/2026/05/01/uber-wants-to-turn-its-millions-of-drivers-into-a-sensor-grid-for-self-driving-companies/\",\n \"title_zh\": \"Uber 想把司机变成自驾传感器网\",\n \"created_display\": \"Created: May 02, 2026 / 08:38 PT\",\n \"image_url\": \"https://techcrunch.com/wp-content/uploads/2026/05/GettyImages-2259104536.jpg?resize=1200,800\",\n \"summary_en\": \"Uber envisions turning its driver fleet into a distributed sensor grid for autonomous vehicle developers, monetizing real-world data and test trips. The plan could accelerate AV iteration but raises questions about driver consent, data governance, and regulatory risk.\",\n \"summary_zh\": \"Uber 正在设想把司机队伍变成分布式传感器网，用于自动驾驶开发商的数据采集与测试并实现商业化。此举可能加速自动驾驶的迭代，但也引发对司机同意、数据治理和监管风险的担忧。\",\n \"hn\": {\n \"id\": 47987333,\n \"type\": \"story\",\n \"by\": \"nickvec\",\n \"score\": 132,\n \"descendants\": 139,\n \"time\": 1777736297,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47987333\"\n },\n \"tags\": [\n \"Business\",\n \"Privacy\",\n \"Data\",\n \"Politics\"\n ],\n \"hot_score\": 0.3\n },\n {\n \"title_en\": \"Flue is a TypeScript framework for building the next generation of agents\",\n \"url\": \"https://flueframework.com/\",\n \"title_zh\": \"Flue：用 TypeScript 构建新一代智能体的框架\",\n \"created_display\": \"Created: May 02, 2026 / 10:32 PT\",\n \"image_url\": \"https://flueframework.com/og2.jpg\",\n \"summary_en\": \"Flue positions itself as a TypeScript framework to build agents, offering modular composition and a focus on deterministic, testable behavior. For developers exploring AI agents and orchestration in the JS/TS ecosystem, it could become a lightweight alternative to Python-based tooling.\",\n \"summary_zh\": \"Flue 将自己定位为用 TypeScript 构建智能体的框架，强调模块化组合和可预测、可测试的行为。对于在 JS/TS 生态中探索 AI 智能体与编排的开发者，可能成为 Python 生态之外的轻量替代方案。\",\n \"hn\": {\n \"id\": 47988501,\n \"type\": \"story\",\n \"by\": \"momentmaker\",\n \"score\": 98,\n \"descendants\": 53,\n \"time\": 1777743127,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988501\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\",\n \"AI\"\n ],\n \"hot_score\": 0.25\n },\n {\n \"title_en\": \"Unsigned sizes: A five year mistake\",\n \"url\": \"https://c3-lang.org/blog/unsigned-sizes-a-five-year-mistake/\",\n \"title_zh\": \"无符号大小的五年误解\",\n \"created_display\": \"Created: May 02, 2026 / 11:40 PT\",\n \"image_url\": \"https://c3-lang.org/logo.png\",\n \"summary_en\": \"The piece argues that using unsigned integers to represent sizes leads to subtle bugs, security holes, and confusing APIs, citing five years of accumulated issues. It advocates safer abstractions or bounds-aware APIs to prevent common off-by-one and wraparound errors.\",\n \"summary_zh\": \"文章认为用无符号整数表示大小容易引发细微的Bug、安全隐患与混乱的 API，并指出这些问题在五年内积累。文中倡议采用更安全的抽象或边界感知的 API，以避免越界和环绕等常见错误。\",\n \"hn\": {\n \"id\": 47989154,\n \"type\": \"story\",\n \"by\": \"lerno\",\n \"score\": 91,\n \"descendants\": 110,\n \"time\": 1777747219,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47989154\"\n },\n \"tags\": [\n \"Programming\",\n \"Security\"\n ],\n \"hot_score\": 0.25\n },\n {\n \"title_en\": \"Voice-AI-for-Beginners – A curated learning path for developers\",\n \"url\": \"https://github.com/mahimairaja/voiceai\",\n \"title_zh\": \"面向开发者的入门语音 AI 学习路径\",\n \"created_display\": \"Created: May 02, 2026 / 15:03 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/1028684768/533409d7-094a-4e89-94e2-85b9730941d0\",\n \"summary_en\": \"Voice-AI-for-Beginners curates a learning path for developers to start with voice AI, covering recognition, synthesis, and practical projects to build up practical skills.\",\n \"summary_zh\": \"面向开发者的入门语音 AI 学习路径为初学者提供系统化学习路线，涵盖语音识别、文本转语音以及实际项目，帮助快速上手。\",\n \"hn\": {\n \"id\": 47991018,\n \"type\": \"story\",\n \"by\": \"mahimai\",\n \"score\": 70,\n \"descendants\": 4,\n \"time\": 1777759395,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991018\"\n },\n \"tags\": [\n \"AI\",\n \"Education\"\n ],\n \"hot_score\": 0.25\n },\n {\n \"title_en\": \"Refusal in Language Models Is Mediated by a Single Direction\",\n \"url\": \"https://arxiv.org/abs/2406.11717\",\n \"title_zh\": \"语言模型的拒绝响应由单一方向主导\",\n \"created_display\": \"Created: May 02, 2026 / 06:15 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A study suggests refusals in language models are mediated by a single direction in input space, offering a new lens on prompt design and alignment risks. This could guide safer prompt engineering and model tuning.\",\n \"summary_zh\": \"研究表明语言模型的拒绝输出受输入空间中一个单一方向的调控，为提示设计与对齐风险提供了新视角，或将引导更安全的提示工程与模型调优。\",\n \"hn\": {\n \"id\": 47986136,\n \"type\": \"story\",\n \"by\": \"fagnerbrack\",\n \"score\": 112,\n \"descendants\": 40,\n \"time\": 1777727723,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47986136\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.22\n },\n {\n \"title_en\": \"Modern C++ Programming: Busato\",\n \"url\": \"https://github.com/federico-busato/Modern-CPP-Programming\",\n \"title_zh\": \"现代 C++ 编程：Busato\",\n \"created_display\": \"Created: May 02, 2026 / 09:40 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/124365799/7d888300-6a39-11ea-9025-fd5574f062c7\",\n \"summary_en\": \"A contemporary resource set for C++ programmers, covering modern language features, patterns, and best practices. It reflects ongoing emphasis on practical, maintainable C++ in real-world projects.\",\n \"summary_zh\": \"一本面向现代 C++ 编程的资源集，聚焦最新语言特性、设计模式与实用实践，体现对实战中可维护性的重视。\",\n \"hn\": {\n \"id\": 47987931,\n \"type\": \"story\",\n \"by\": \"KnuthIsGod\",\n \"score\": 79,\n \"descendants\": 16,\n \"time\": 1777740029,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47987931\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.19\n },\n {\n \"title_en\": \"Welcome to Hell Developer\",\n \"url\": \"https://noahclements.com/Wahoo-Bolt-Hidden-Debug-Mode/\",\n \"title_zh\": \"开发者的地狱之路\",\n \"created_display\": \"Created: May 02, 2026 / 10:25 PT\",\n \"image_url\": \"https://noahclements.com/assets/images/ble_hell.jpg\",\n \"summary_en\": \"Explores a hidden debug mode in a cycling hardware device, revealing how debugging access can unlock advanced capabilities while risking stability. The piece prompts a reflection on balancing developer access and product safety.\",\n \"summary_zh\": \"揭示了一款自行车设备中的隐藏调试模式，显示开发者访问可开启高级功能，同时也可能影响稳定性，引发对开发者权限与产品安全的权衡讨论。\",\n \"hn\": {\n \"id\": 47988441,\n \"type\": \"story\",\n \"by\": \"denysvitali\",\n \"score\": 68,\n \"descendants\": 31,\n \"time\": 1777742754,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988441\"\n },\n \"tags\": [\n \"Hardware\",\n \"Programming\"\n ],\n \"hot_score\": 0.17\n },\n {\n \"title_en\": \"Windows quality update: Progress we've made since March\",\n \"url\": \"https://blogs.windows.com/windows-insider/2026/05/01/windows-quality-update-progress-weve-made-since-march/\",\n \"title_zh\": \"Windows 质量更新：自三月以来取得的进展\",\n \"created_display\": \"Created: May 01, 2026 / 14:02 PT\",\n \"image_url\": \"https://blogs.windows.com/wp-content/themes/microsoft-stories-theme/img/theme/logos/windows.jpg\",\n \"summary_en\": \"Microsoft outlines measurable progress in Windows quality updates since March, including reliability fixes and performance improvements. The update cadence shows ongoing patches and testing aimed at stabilizing enterprise and consumer deployments. For IT teams, this signals a maturing quality regime with quicker feedback loops from real-world usage.\",\n \"summary_zh\": \"微软自三月以来在 Windows 质量更新方面取得了可衡量的进展，包括可靠性修复和性能提升。更新节奏强调持续打补丁与测试，致力于稳定企业与消费者部署。对 IT 团队而言，这预示着质量体系日渐成熟，能更快结合实际使用反馈。\",\n \"hn\": {\n \"id\": 47980279,\n \"type\": \"story\",\n \"by\": \"jovial_cavalier\",\n \"score\": 146,\n \"descendants\": 416,\n \"time\": 1777669324,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47980279\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 0.14\n },\n {\n \"title_en\": \"A physics engine with incremental rollback for multiplayer games\",\n \"url\": \"https://easel.games/blog/2026-rollback-physics\",\n \"title_zh\": \"具增量回滚的多人游戏物理引擎\",\n \"created_display\": \"Created: May 01, 2026 / 17:12 PT\",\n \"image_url\": \"https://easel.games/img/social4.png\",\n \"summary_en\": \"A physics engine for multiplayer games uses incremental rollback to keep simulations in sync with low latency. The approach improves determinism and reduces perceived lag in competitive or streaming multiplayer experiences.\",\n \"summary_zh\": \"这款多人游戏物理引擎通过增量回滚来保持同步、降低延迟，提升对等竞技与流式多人体验中的确定性与流畅感。\",\n \"hn\": {\n \"id\": 47981979,\n \"type\": \"story\",\n \"by\": \"BSTRhino\",\n \"score\": 112,\n \"descendants\": 37,\n \"time\": 1777680720,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47981979\"\n },\n \"tags\": [\n \"Gaming\",\n \"Programming\",\n \"Science\"\n ],\n \"hot_score\": 0.12\n },\n {\n \"title_en\": \"Running official Arch Linux on Arm (not to be confused ArchLinuxARM)\",\n \"url\": \"https://charon.konekopi.com/posts/archlinux_on_arm/\",\n \"title_zh\": \"在 ARM 上运行官方 Arch Linux（不要混淆 ArchLinuxARM）\",\n \"created_display\": \"Created: May 03, 2026 / 06:03 PT\",\n \"image_url\": \"https://charon.konekopi.com/icon512.png\",\n \"summary_en\": \"A guide detailing how to install the official Arch Linux on ARM distribution, addressing boot, kernel, and package management hurdles. It provides a path for enthusiasts seeking a pristine Arch experience on ARM hardware.\",\n \"summary_zh\": \"文章记录在 ARM 设备上安装官方 Arch Linux 的过程，涵盖引导、内核与包管理等挑战，为追求纯正 Arch 体验的用户提供实用步骤。\",\n \"hn\": {\n \"id\": 47996568,\n \"type\": \"story\",\n \"by\": \"Charon77\",\n \"score\": 6,\n \"descendants\": 0,\n \"time\": 1777813439,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47996568\"\n },\n \"hot_score\": 0.12,\n \"tags\": [\n \"Programming\",\n \"Open Source\",\n \"Hardware\"\n ]\n },\n {\n \"title_en\": \"Modern jet engine turbines: each blade a single crystal (2015)\",\n \"url\": \"https://www.americanscientist.org/article/each-blade-a-single-crystal\",\n \"title_zh\": \"现代喷气发动机涡轮：每个叶片都是单晶（2015）\",\n \"created_display\": \"Created: May 03, 2026 / 07:02 PT\",\n \"image_url\": \"https://www.americanscientist.org/sites/americanscientist.org/themes/amsci/img/sigma-xi-logo-sm.png\",\n \"summary_en\": \"A 2015 overview of single-crystal turbine blades, showing how this materials advancement improves high-temperature strength and efficiency in modern engines. Provides historical context for ongoing aerospace materials research.\",\n \"summary_zh\": \"2015 年对单晶涡轮叶片的概述，指出这一材料进步提升了高温强度和发动机效率，为现代航空材料研究提供了历史背景。\",\n \"hn\": {\n \"id\": 47997059,\n \"type\": \"story\",\n \"by\": \"whycome\",\n \"score\": 5,\n \"descendants\": 1,\n \"time\": 1777816953,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997059\"\n },\n \"hot_score\": 0.12,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Embedded Rust or C firmware? Lessons from an industrial microcontroller use case\",\n \"url\": \"https://arxiv.org/abs/2604.25679\",\n \"title_zh\": \"工业微控制器用例中的嵌入式 Rust 与 C 固件取舍\",\n \"created_display\": \"Created: May 01, 2026 / 06:02 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A case study contrasts using Rust versus C for embedded firmware on an industrial MCU. It weighs safety, determinism, and resource constraints against tooling and ecosystem maturity, offering practical lessons on when Rust's memory safety is worth the trade-offs. It also covers integration with existing toolchains and debugging considerations in real-time environments.\",\n \"summary_zh\": \"一项用例研究对工业微控制器上的嵌入式固件，比较 Rust 与 C 的实现。在权衡安全性、确定性和资源约束的同时，讨论工具链成熟度对选择的影响，并给出在实时环境中何时采用 Rust 的实际建议。还涉及与现有工具链的集成及调试注意事项。\",\n \"hn\": {\n \"id\": 47974307,\n \"type\": \"story\",\n \"by\": \"mrtz\",\n \"score\": 139,\n \"descendants\": 125,\n \"time\": 1777640550,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47974307\"\n },\n \"tags\": [\n \"Programming\",\n \"Security\"\n ],\n \"hot_score\": 0.1\n },\n {\n \"title_en\": \"Inventions for battery reuse and recycling increase seven-fold in last decade\",\n \"url\": \"https://www.epo.org/en/news-events/news/inventions-battery-reuse-and-recycling-increase-more-seven-fold-last-decade\",\n \"title_zh\": \"过去十年电池再利用与回收发明增长七倍\",\n \"created_display\": \"Created: Apr 30, 2026 / 02:12 PT\",\n \"image_url\": \"https://www.epo.org/themes/custom/epo_org/logo.svg\",\n \"summary_en\": \"Patent filings for battery reuse and recycling have surged seven-fold over the last decade, signaling a strong shift toward circular economics in energy storage. The trend could influence policy, supply chains, and the pace of new battery tech.\",\n \"summary_zh\": \"过去十年关于电池再利用与回收的专利申请暴增七倍，显示向能源存储的循环经济转型正在加速，可能推动相关政策、供应链与新型电池技术的进展。\",\n \"hn\": {\n \"id\": 47960015,\n \"type\": \"story\",\n \"by\": \"JeanKage\",\n \"score\": 236,\n \"descendants\": 34,\n \"time\": 1777540343,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47960015\"\n },\n \"tags\": [\n \"Energy\",\n \"Science\",\n \"Legal\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Dotcl: Common Lisp Implementation on .NET\",\n \"url\": \"https://github.com/dotcl/dotcl\",\n \"title_zh\": \"Dotcl：在 .NET 上实现的 Common Lisp\",\n \"created_display\": \"Created: Apr 30, 2026 / 09:33 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/570d3af6152ac0e5f504adc9f7b03eff4ca2813ebb2f86b7d73f49d7ec5c8761/dotcl/dotcl\",\n \"summary_en\": \"Dotcl brings Common Lisp to the .NET platform, enabling Lisp code to run on the CLR and interoperate with other .NET languages. This opens up Lisp’s dynamic features to .NET developers and enhances language interoperability.\",\n \"summary_zh\": \"Dotcl 将 Common Lisp 引入 .NET 平台，使 Lisp 代码能在 CLR 上运行并与其他 .NET 语言互操作。这为 .NET 开发者带来 Lisp 的动态特性，并提升语言互操作性。\",\n \"hn\": {\n \"id\": 47964957,\n \"type\": \"story\",\n \"by\": \"reikonomusha\",\n \"score\": 171,\n \"descendants\": 44,\n \"time\": 1777566804,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47964957\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"A more efficient implementation of Shor's algorithm\",\n \"url\": \"https://lwn.net/Articles/1066156/\",\n \"title_zh\": \"更高效的 Shor 算法实现\",\n \"created_display\": \"Created: May 01, 2026 / 00:28 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"A more efficient implementation of Shor's algorithm advances quantum factoring, potentially requiring fewer qubits or tolerating less error. The development nudges the threshold for breaking certain cryptosystems and underscores the urgency of post-quantum cryptography research.\",\n \"summary_zh\": \"Shor 算法的更高效实现提升了量子因子分解的资源效率，可能用更少的量子比特或更低的误差完成运算。对技术人员而言，这意味着需要更快推进后量子密码学研究。\",\n \"hn\": {\n \"id\": 47972114,\n \"type\": \"story\",\n \"by\": \"signa11\",\n \"score\": 108,\n \"descendants\": 32,\n \"time\": 1777620535,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972114\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"Musk's AI told me people were coming to kill me (BBC)\",\n \"url\": \"https://www.bbc.com/news/articles/c242pzr1zp2o\",\n \"title_zh\": \"马斯克的 AI 告诉我，有人要来杀我\",\n \"created_display\": \"Created: May 02, 2026 / 23:57 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/5df4/live/b21d07e0-4560-11f1-bd52-e755d604ece4.jpg\",\n \"summary_en\": \"Covers a claim that an AI system reported threats against its operator, highlighting safety concerns in AI outputs and the implications for monitoring and governance. It underscores the need for guardrails, transparency, and incident reporting around AI behavior.\",\n \"summary_zh\": \"报道称某 AI 系统向其操作者传达有人要来杀他等威胁，凸显 AI 输出中的安全隐患及对监控与治理的影响。强调需建立保护机制、提高透明度并完善 AI 行为的事件报告。\",\n \"hn\": {\n \"id\": 47994150,\n \"type\": \"story\",\n \"by\": \"walden789\",\n \"score\": 8,\n \"descendants\": 0,\n \"time\": 1777791434,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47994150\"\n },\n \"hot_score\": 0.06,\n \"tags\": [\n \"AI\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Group averages obscure how an individual's brain controls behavior: study\",\n \"url\": \"https://med.stanford.edu/news/all-news/2026/04/brain-scans-individual-versus-group.html\",\n \"title_zh\": \"群体平均掩盖个人大脑对行为的控制方式：研究\",\n \"created_display\": \"Created: Apr 30, 2026 / 15:35 PT\",\n \"image_url\": \"https://med.stanford.edu/news/all-news/2026/04/brain-scans-individual-versus-group/_jcr_content/cq:socialfeaturedimage.coreimg.jpeg/1777295241330/Menon-brain-scans.jpeg\",\n \"summary_en\": \"The study finds that averaging brain data across groups hides how an individual brain maps to behavior. Individual-level analyses reveal patterns that group means miss, challenging one-size-fits-all interpretations. The work supports personalized brain models and cautions against over-reliance on group averages in neuroscience.\",\n \"summary_zh\": \"这项研究发现，将大脑数据按组平均会掩盖个体脑部如何映射到行为的方式。个体级分析揭示了群体均值所忽略的模式，挑战了“一个方案适用于所有人”的解读。研究强调需要建立个性化的大脑模型，并警示不要过度依赖群体平均数据。\",\n \"hn\": {\n \"id\": 47969142,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 97,\n \"descendants\": 25,\n \"time\": 1777588536,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47969142\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Dabbling in Erlang, part 2: A minimal introduction (2013)\",\n \"url\": \"https://agis.io/post/dabbling-in-erlang-a-minimal-introduction/\",\n \"title_zh\": \"涉猎 Erlang，第2部分：简明入门（2013）\",\n \"created_display\": \"Created: May 02, 2026 / 01:37 PT\",\n \"image_url\": null,\n \"summary_en\": \"Offers a concise, approachable Erlang primer focused on lightweight processes, message passing, and fault tolerance. It provides small, hands-on examples to illustrate core concurrency patterns. A practical entry point for developers curious about the actor model and resilient systems.\",\n \"summary_zh\": \"提供一个简洁易懂的 Erlang 入门，聚焦轻量级进程、消息传递与容错能力。通过小型实例演示核心并发模式，帮助开发者快速上手感知演员模型与鲁棒系统。\",\n \"hn\": {\n \"id\": 47984589,\n \"type\": \"story\",\n \"by\": \"pasxizeis\",\n \"score\": 32,\n \"descendants\": 7,\n \"time\": 1777711059,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984589\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Barman – Backup and Recovery Manager for PostgreSQL\",\n \"url\": \"https://github.com/EnterpriseDB/barman\",\n \"title_zh\": \"Barman：PostgreSQL 备份与恢复管理工具\",\n \"created_display\": \"Created: Apr 29, 2026 / 06:54 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/40883045/3075a580-6c0a-11e9-86ec-15c10687b15f\",\n \"summary_en\": \"Barman centralizes PostgreSQL backups and recovery, enabling remote streaming backups, PITR, and automated maintenance across multiple servers. It's a mature option for DB admins seeking auditable, disaster-ready protection in PostgreSQL deployments.\",\n \"summary_zh\": \"Barman 集中管理 PostgreSQL 的备份与恢复，支持远程流式备份、时间点恢复以及跨服务器的自动化运维，帮助运维团队实现可审计、灾难就绪的数据库保护。\",\n \"hn\": {\n \"id\": 47948526,\n \"type\": \"story\",\n \"by\": \"nateb2022\",\n \"score\": 172,\n \"descendants\": 24,\n \"time\": 1777470888,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47948526\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\",\n \"Data\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"The USB Situation\",\n \"url\": \"https://randsinrepose.com/archives/the-usb-situation/\",\n \"title_zh\": \"USB 的现状与困境\",\n \"created_display\": \"Created: Apr 29, 2026 / 09:49 PT\",\n \"image_url\": \"https://randsinrepose.com/wp-content/uploads/2026/04/usb-situation.jpg\",\n \"summary_en\": \"A critical look at USB's ecosystem, highlighting design complexity, security issues, and compatibility friction. The piece argues for clearer standards and smarter engineering to reduce pain points for developers and users.\",\n \"summary_zh\": \"深入剖析 USB 生态的设计复杂性、安全问题与兼容性挑战，主张通过更清晰的标准与更智能的工程实践来缓解开发者与用户的痛点。\",\n \"hn\": {\n \"id\": 47950993,\n \"type\": \"story\",\n \"by\": \"herbertl\",\n \"score\": 144,\n \"descendants\": 197,\n \"time\": 1777481353,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47950993\"\n },\n \"tags\": [\n \"Security\",\n \"Design\",\n \"Hardware\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Show HN: Pollen – distributed WASM runtime, no control plane, single binary\",\n \"url\": \"https://github.com/sambigeara/pollen\",\n \"title_zh\": \"Pollen：分布式 WASM 运行时，无控制平面，单一二进制\",\n \"created_display\": \"Created: Apr 30, 2026 / 06:15 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/1252e4f2975427711351ad1a53d6dc03b8d63abaafc9bd6e52590e3339b25f05/Sambigeara/pollen\",\n \"summary_en\": \"Pollen provides a distributed WebAssembly runtime in a single binary with no central control plane, aiming to reduce orchestration overhead and improve portability across nodes.\",\n \"summary_zh\": \"Pollen 提供一个单一二进制、无中心控制平面的分布式 WASM 运行时，旨在降低编排开销并提升节点间的可移植性。\",\n \"hn\": {\n \"id\": 47961935,\n \"type\": \"story\",\n \"by\": \"sambigeara\",\n \"score\": 115,\n \"descendants\": 54,\n \"time\": 1777554904,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47961935\"\n },\n \"tags\": [\n \"Show HN\",\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Little magazines are back\",\n \"url\": \"https://wsjfreeexpression.substack.com/p/little-magazines-are-back\",\n \"title_zh\": \"小型杂志正在回归\",\n \"created_display\": \"Created: Apr 30, 2026 / 07:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"A renaissance of small, independent magazines is underway, fueled by digital distribution and niche communities.\",\n \"summary_zh\": \"小型独立杂志正在复兴，借助数字发行与细分读者群找到了可持续性与新受众。\",\n \"hn\": {\n \"id\": 47962681,\n \"type\": \"story\",\n \"by\": \"prismatic\",\n \"score\": 96,\n \"descendants\": 38,\n \"time\": 1777557823,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47962681\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"The IBM Granite 4.1 family of models\",\n \"url\": \"https://research.ibm.com/blog/granite-4-1-ai-foundation-models\",\n \"title_zh\": \"IBM Granite 4.1 系列模型\",\n \"created_display\": \"Created: Apr 30, 2026 / 07:01 PT\",\n \"image_url\": \"https://research.ibm.com/_next/image?url=https%3A%2F%2Fresearch-website-prod-cms-uploads.s3.us.cloud-object-storage.appdomain.cloud%2Fblog_Art_Granitev4_1release_ddf20c71b2.png&w=1200&q=85\",\n \"summary_en\": \"IBM unveils Granite 4.1, a family of foundation models tailored for enterprise AI workloads.\",\n \"summary_zh\": \"IBM 推出 Granite 4.1 系列基础模型，面向企业级 AI 工作负载。文章强调在安全性、治理与对业务场景的适应性方面的改进，显示 IBM 正在以企业就绪的选项参与基础模型市场竞争。\",\n \"hn\": {\n \"id\": 47962645,\n \"type\": \"story\",\n \"by\": \"wglb\",\n \"score\": 72,\n \"descendants\": 9,\n \"time\": 1777557686,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47962645\"\n },\n \"tags\": [\n \"AI\",\n \"Business\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"What is Z-Angle Memory and why is Intel developing it?\",\n \"url\": \"https://www.hpcwire.com/2026/02/05/what-is-z-angle-memory-and-why-is-intel-developing-it/\",\n \"title_zh\": \"什么是 Z-Angle Memory？英特尔为何在开发它？\",\n \"created_display\": \"Created: May 01, 2026 / 02:56 PT\",\n \"image_url\": \"https://www.hpcwire.com/wp-content/uploads/2026/02/ZAM_memory_shutterstock_MeshCube.jpg\",\n \"summary_en\": \"Z-Angle Memory is a novel memory concept being explored by Intel to improve data access patterns for HPC workloads. It hints at potential gains in bandwidth, latency, and energy efficiency, while outlining engineering challenges to bring it to production.\",\n \"summary_zh\": \"Z-Angle Memory 是英特尔在探索的新型内存理念，旨在改善高性能计算工作负载的数据访问模式。其潜在收益包括带宽、延迟和能效的提升，同时也面临实现上的技术挑战。\",\n \"hn\": {\n \"id\": 47972922,\n \"type\": \"story\",\n \"by\": \"rbanffy\",\n \"score\": 52,\n \"descendants\": 19,\n \"time\": 1777629407,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972922\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Science\",\n \"Energy\"\n ]\n },\n {\n \"title_en\": \"When Dawkins met Claude – Could this AI be conscious?\",\n \"url\": \"https://unherd.com/2026/04/is-ai-the-next-phase-of-evolution/\",\n \"title_zh\": \"当 Dawkins 遇见 Claude：这 AI 会有意识吗？\",\n \"created_display\": \"Created: May 01, 2026 / 01:36 PT\",\n \"image_url\": \"https://unherd.com/wp-content/uploads/2026/04/image-1.jpg\",\n \"summary_en\": \"Considers whether Claude-like AI could be conscious, using Dawkins’ ideas about biology and evolution to frame the debate. It weighs traditional markers of consciousness against modern AI behavior and capabilities. The piece prompts readers to reflect on what genuine awareness in AI would entail and why it matters.\",\n \"summary_zh\": \"通过将道金斯的生物与进化观念引入，探讨像 Claude 这样的 AI 是否可能具备意识。对比传统意识标志与当代 AI 行为及能力，思考若 AI 真正具备意识需要具备哪些条件以及这对现实意义。\",\n \"hn\": {\n \"id\": 47972481,\n \"type\": \"story\",\n \"by\": \"pentestercrab\",\n \"score\": 45,\n \"descendants\": 267,\n \"time\": 1777624579,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972481\"\n },\n \"tags\": [\n \"AI\",\n \"Science\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Show HN: DAC – open-source dashboard as code tool for agents and humans\",\n \"url\": \"https://github.com/bruin-data/dac\",\n \"title_zh\": \"Show HN: DAC——代理人与人类的开源仪表板即代码工具\",\n \"created_display\": \"Created: Apr 29, 2026 / 07:37 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7a27e79693dc3c861dc9dc8b8c78ecee3339fcc5e05bac69b608757dcc3b8bcb/bruin-data/dac\",\n \"summary_en\": \"DAC is an open-source tool that treats dashboards as code, enabling agents and humans to collaborate on dashboards programmatically. It emphasizes reproducibility and automation in analytics workflows.\",\n \"summary_zh\": \"DAC 是一个开源工具，将仪表板视为代码，使代理人与人类能够以编程方式协作创建仪表板，强调分析工作流的可重复性与自动化。\",\n \"hn\": {\n \"id\": 47949066,\n \"type\": \"story\",\n \"by\": \"karakanb\",\n \"score\": 102,\n \"descendants\": 32,\n \"time\": 1777473440,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47949066\"\n },\n \"tags\": [\n \"Show HN\",\n \"Open Source\",\n \"Data\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Because it doesn't have to\",\n \"url\": \"https://blog.computationalcomplexity.org/2026/04/because-it-doesnt-have-to.html\",\n \"title_zh\": \"并非一定要这样\",\n \"created_display\": \"Created: Apr 29, 2026 / 09:42 PT\",\n \"image_url\": \"https://resources.blogblog.com/img/icon18_email.gif\",\n \"summary_en\": \"Not all problems demand complex solutions; this piece argues for embracing simpler, correct approaches when appropriate.\",\n \"summary_zh\": \"并非所有问题都需要复杂解法；在合适情形下，应采用简单而正确的解决方案。\",\n \"hn\": {\n \"id\": 47950880,\n \"type\": \"story\",\n \"by\": \"zdw\",\n \"score\": 70,\n \"descendants\": 13,\n \"time\": 1777480933,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47950880\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Utilyze measures how efficiently your GPU is doing useful work\",\n \"url\": \"https://github.com/systalyze/utilyze\",\n \"title_zh\": \"Utilyze：衡量 GPU 有用工作效率\",\n \"created_display\": \"Created: Apr 30, 2026 / 11:49 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7d034eb1338d82acefeb6c298136ec3700cda76378430d3abd615d6749de46df/systalyze/utilyze\",\n \"summary_en\": \"Utilyze introduces a metric to quantify how much of a GPU's work is 'useful' for real tasks. It separates productive compute from wasted cycles, memory stalls, or idle time to guide kernel choice and hardware planning. The project provides tooling to measure efficiency during runtime across workloads.\",\n \"summary_zh\": \"Utilyze 引入一个度量，用以量化 GPU 实际有用工作的比例。它将有用的计算与无效循环、内存瓶颈和空闲时间区分开来，帮助优化内核与硬件选型。该项目还提供运行时在不同工作负载下衡量效率的工具。\",\n \"hn\": {\n \"id\": 47966668,\n \"type\": \"story\",\n \"by\": \"nateb2022\",\n \"score\": 45,\n \"descendants\": 11,\n \"time\": 1777574960,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47966668\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Unverified Evaluations in Dusk's PLONK\",\n \"url\": \"https://osec.io/blog/2026-04-30-unverified-evaluations-dusk-plonk/\",\n \"title_zh\": \"Dusk 的 PLONK 中的未验证评估\",\n \"created_display\": \"Created: Apr 30, 2026 / 12:14 PT\",\n \"image_url\": \"https://osec.io/posts/dusk-commitment-issues/title.png\",\n \"summary_en\": \"It stresses the importance of thorough verification steps to ensure soundness and security. The takeaway is a reminder to audit end-to-end zkp pipelines and their verification logic.\",\n \"summary_zh\": \"文章讨论 Dusk 的 PLONK 实现中的未验证评估，揭示了零知识证明协议潜在的风险。强调对验证步骤的严格要求，以确保稳定性与安全性。提醒审计端到端的零知识证明流程及其验证逻辑。\",\n \"hn\": {\n \"id\": 47966975,\n \"type\": \"story\",\n \"by\": \"deut-erium\",\n \"score\": 32,\n \"descendants\": 4,\n \"time\": 1777576481,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47966975\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"Haskell: Debugging\",\n \"url\": \"https://wiki.haskell.org/Debugging\",\n \"title_zh\": \"Haskell 调试指南\",\n \"created_display\": \"Created: Apr 30, 2026 / 11:25 PT\",\n \"image_url\": null,\n \"summary_en\": \"The Haskell debugging guide offers practical techniques for diagnosing issues in a pure, lazily evaluated language. Tips cover tracing, strong typing, and using tooling like GHCi and QuickCheck to locate bugs in IO and pure code. It emphasizes reasoning about laziness and maintaining clear boundaries between pure and impurity.\",\n \"summary_zh\": \"Haskell 调试指南提供在纯函数式、惰性求值语言中排错的实用技巧。内容涵盖跟踪、类型系统的力量，以及 GHCi、QuickCheck 等工具在定位 IO 与纯代码中的错误的应用。强调对惰性求值的思考，以及在纯代码与副作用之间保持清晰边界。\",\n \"hn\": {\n \"id\": 47966392,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 30,\n \"descendants\": 1,\n \"time\": 1777573518,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47966392\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.01\n },\n {\n \"title_en\": \"San Francisco streets with confusingly similar names\",\n \"url\": \"https://j-nelson.net/san-francisco-streets-with-similar-names/\",\n \"title_zh\": \"旧金山街道名称混淆引发的困扰\",\n \"created_display\": \"Created: Apr 30, 2026 / 15:25 PT\",\n \"image_url\": \"https://j-nelson.net/wp-content/uploads/2026/04/maxresdefault.jpg\",\n \"summary_en\": \"The piece catalogs San Francisco streets with highly similar names, leading to navigation errors and misrouting. It highlights how tiny naming overlaps expose larger challenges in mapping, postal routing, and emergency response. The takeaway is a push toward clearer geospatial labeling and potential naming reforms in dense urban areas.\",\n \"summary_zh\": \"文章整理了旧金山多处名称极为相似的街道，导致导航错误和路由混乱。暴露出地图、邮政投递以及应急响应在命名密集城市中的协作难题。核心要点在于提升地理信息标注的清晰度，并考虑对高密度城市的命名改革。\",\n \"hn\": {\n \"id\": 47969045,\n \"type\": \"story\",\n \"by\": \"SeenNotHeard\",\n \"score\": 22,\n \"descendants\": 29,\n \"time\": 1777587916,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47969045\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"Simple and correct snapshot isolation\",\n \"url\": \"https://remy.wang/blog/si.html\",\n \"title_zh\": \"简单且正确的快照隔离\",\n \"created_display\": \"Created: Apr 30, 2026 / 16:54 PT\",\n \"image_url\": \"https://remy.wang/blog/assets/si1.svg\",\n \"summary_en\": \"Explores a straightforward approach to achieving snapshot isolation with correctness guarantees, avoiding common concurrency pitfalls. The discussion offers practical design decisions for robust transactional systems. The takeaway is that simplicity can coexist with correctness in isolation levels.\",\n \"summary_zh\": \"探讨实现快照隔离的简洁方法，并确保正确性，避免常见的并发问题。讨论提供了在事务系统中实现稳健隔离性的实际设计要点。核心结论是简单性可与正确性共存。\",\n \"hn\": {\n \"id\": 47969850,\n \"type\": \"story\",\n \"by\": \"remywang\",\n \"score\": 20,\n \"descendants\": 1,\n \"time\": 1777593276,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47969850\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Cordouan Lighthouse\",\n \"url\": \"https://en.wikipedia.org/wiki/Cordouan_Lighthouse\",\n \"title_zh\": \"科杜昂灯塔\",\n \"created_display\": \"Created: Apr 29, 2026 / 06:40 PT\",\n \"image_url\": \"https://upload.wikimedia.org/wikipedia/commons/b/b6/Cordouan.jpg\",\n \"summary_en\": \"Cordouan Lighthouse stands at the mouth of the Gironde estuary as one of France’s oldest and architecturally distinctive lighthouses. Its construction and upkeep illustrate the evolution of maritime signaling and state power.\",\n \"summary_zh\": \"科杜昂灯塔位于吉伦特河口，是法国最古老且建筑风格独特的灯塔之一。其建造与维护反映了航海信号技术与国家权力的演变。\",\n \"hn\": {\n \"id\": 47948338,\n \"type\": \"story\",\n \"by\": \"Petiver\",\n \"score\": 17,\n \"descendants\": 0,\n \"time\": 1777470020,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47948338\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Culture\"\n ]\n },\n {\n \"title_en\": \"Benchmarking a Bug Scanner\",\n \"url\": \"https://blog.detail.dev/posts/bug-scanner/\",\n \"title_zh\": \"基准测试漏洞扫描器\",\n \"created_display\": \"Created: Apr 30, 2026 / 12:46 PT\",\n \"image_url\": \"https://blog.detail.dev/og/bug-scanner-zscore.png\",\n \"summary_en\": \"The post benchmarks a bug scanner, evaluating accuracy, speed, and false positives. It discusses methodology, datasets, and results to guide teams in adopting or tuning scanners for CI pipelines and security workflows. The analysis helps decide which scanner fits a project’s needs and how to optimize its use.\",\n \"summary_zh\": \"这篇文章对漏洞扫描器进行了基准测试，评估其准确性、速度和误报率。讨论了方法学、数据集与结果，帮助团队在持续集成流程和安全工作流中选择或调整扫描工具。分析帮助判断哪个扫描器更符合项目需求，并给出优化使用的方向。\",\n \"hn\": {\n \"id\": 47967340,\n \"type\": \"story\",\n \"by\": \"drob\",\n \"score\": 11,\n \"descendants\": 7,\n \"time\": 1777578389,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47967340\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Security\",\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"Text-to-CAD\",\n \"url\": \"https://github.com/earthtojake/text-to-cad\",\n \"title_zh\": \"文本转 CAD\",\n \"created_display\": \"Created: Apr 30, 2026 / 18:48 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/f20ca7bac2f852472269f4e5dcec263c8e3c7856a758ed86f23a00559e092471/earthtojake/text-to-cad\",\n \"summary_en\": \"A project that converts natural language prompts into CAD models, enabling rapid ideation and iteration without traditional drafting. It highlights the merging of AI-assisted design with engineering tooling.\",\n \"summary_zh\": \"一个将自然语言提示转换为 CAD 模型的项目，帮助快速产生与迭代设计，展示了 AI 辅助设计与工程工具的融合趋势。\",\n \"hn\": {\n \"id\": 47970497,\n \"type\": \"story\",\n \"by\": \"softservo\",\n \"score\": 7,\n \"descendants\": 2,\n \"time\": 1777600095,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47970497\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"AI\"\n ]\n }\n ]\n}"}, "6f9c571c63bec45583cb6857f1635e9819d84914": {"t": 1785772469.5059297, "n": 68539, "h": "faa556df84997661", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 62,\n \"reused_same_day\": 37,\n \"reused_cross_day\": 0,\n \"new_llm_enriched\": 12,\n \"scrape_time_display\": \"07:49, May 03, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/05/03\",\n \"content_date\": \"2026-05-03\",\n \"run_time_local\": \"07:49, May 03, 2026 (PDT)\",\n \"run_time_utc\": \"2026-05-03 14:49:42 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-05-03 14:50:53 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"VS Code inserting 'Co-Authored-by Copilot' into commits regardless of usage\",\n \"url\": \"https://github.com/microsoft/vscode/pull/310226\",\n \"title_zh\": \"VS Code 无论是否使用都在提交中插入“Co-Authored-by Copilot”标签\",\n \"created_display\": \"Created: May 02, 2026 / 12:57 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/9be2ad8fbe999c93412bba9089aaf7e6e780212a98744a40d7294d2a016eec99/microsoft/vscode/pull/310226\",\n \"summary_en\": \"A bug in the editor causes commits to automatically include a Co-Authored-by: Copilot trailer, even when Copilot wasn't used. The behavior fragments authorship signals in Git metadata and could misattribute work, prompting a patch in the works. This highlights the broader challenge of AI-assisted attribution within developer tooling.\",\n \"summary_zh\": \"编辑器存在一个错误，会在提交中自动插入 Co-Authored-by: Copilot 标签，即使未使用 Copilot。该行为会导致 Git 元数据中的署名信息失真，促使相关修复被推进。这凸显了在开发工具中处理 AI 署名的广泛挑战。\",\n \"hn\": {\n \"id\": 47989883,\n \"type\": \"story\",\n \"by\": \"indrora\",\n \"score\": 1345,\n \"descendants\": 717,\n \"time\": 1777751846,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47989883\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 5.66\n },\n {\n \"title_en\": \"Utah to hold websites liable for users who mask their location with VPNs\",\n \"url\": \"https://www.tomshardware.com/software/vpn/utah-becomes-first-us-state-to-target-vpn-use-with-age-verification-law\",\n \"title_zh\": \"犹他州拟对用 VPN 匿藏定位的用户的网站承担责任\",\n \"created_display\": \"Created: May 03, 2026 / 07:36 PT\",\n \"image_url\": \"https://cdn.mos.cms.futurecdn.net/6XV8bh92LpaxMG9NUay7tR-2560-80.jpg\",\n \"summary_en\": \"Utah is pursuing a law that would hold websites liable for users who mask their location via VPNs, effectively tying age-verification obligations to geo-circumvention. The measure could pressure sites to implement stricter verification but raises privacy and compliance cost concerns for smaller sites and privacy-preserving users. Its enforceability will depend on definitions of 'location masking' and how a site proves intent or compliance.\",\n \"summary_zh\": \"犹他州正在推动一项法律，将对通过 VPN 匿名定位的用户进行访问的网站承担责任，实质上将地理位置规避与年龄验证义务绑定。该举措可能迫使网站实施更严格的身份验证，但也引发对隐私、合规成本以及对小型网站与注重隐私的用户的担忧。是否可执行取决于对“定位被遮蔽”的定义，以及网站如何证明合规与意图。\",\n \"hn\": {\n \"id\": 47997358,\n \"type\": \"story\",\n \"by\": \"GavinAnderegg\",\n \"score\": 19,\n \"descendants\": 4,\n \"time\": 1777818974,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997358\"\n },\n \"hot_score\": 4.2,\n \"tags\": [\n \"Privacy\",\n \"Legal\"\n ]\n },\n {\n \"title_en\": \"Kimi K2.6 just beat Claude, GPT-5.5, and Gemini in a coding challenge\",\n \"url\": \"https://thinkpol.ca/2026/04/30/an-open-weights-chinese-model-just-beat-claude-gpt-5-5-and-gemini-in-a-programming-challenge/\",\n \"title_zh\": \"Kimi K2.6 在编码挑战中击败 Claude、GPT-5.5 与 Gemini\",\n \"created_display\": \"Created: May 02, 2026 / 21:05 PT\",\n \"image_url\": \"https://thinkpol.ca/wp-content/uploads/2026/04/tp_cover.png\",\n \"summary_en\": \"Kimi K2.6, an open-weights Chinese model, beat Claude, GPT-5.5, and Gemini in a programming challenge. This underscores rapid progress in open-weight models and code-aware capabilities, showing non-proprietary models can compete with leading closed models on real tasks. It may heighten interest in open-source NLP tooling and benchmarks.\",\n \"summary_zh\": \"Kimi K2.6 在一次编码挑战中击败 Claude、GPT-5.5 与 Gemini，凸显开放权重模型在代码任务上的竞争力。此成就强调代码生成与理解领域的快速进步，以及对闭源大模型市场的潜在冲击。\",\n \"hn\": {\n \"id\": 47993235,\n \"type\": \"story\",\n \"by\": \"bazlightyear\",\n \"score\": 329,\n \"descendants\": 187,\n \"time\": 1777781128,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47993235\"\n },\n \"tags\": [\n \"AI\",\n \"Open Source\"\n ],\n \"hot_score\": 3.35\n },\n {\n \"title_en\": \"Breaking Up with WordPress After Two Decades\",\n \"url\": \"https://yusufaytas.com/breaking-up-with-wordpress-after-two-decades\",\n \"title_zh\": \"二十年后与 WordPress 说再见\",\n \"created_display\": \"Created: May 03, 2026 / 07:34 PT\",\n \"image_url\": \"https://yusufaytas.com/images/2026/04/updown-io-uptime-dashboard.png\",\n \"summary_en\": \"After two decades with WordPress, the author breaks away, citing plugin bloat, maintenance burden, and a desire for a more modern stack. The piece outlines a migration strategy, covering content preservation, SEO implications, and choosing a new framework or static-site approach. It serves as a case study for long-running sites reconsidering their tech stack.\",\n \"summary_zh\": \"在 WordPress 持续使用了二十年后，作者决定告别，原因包括插件臃肿、维护负担与希望采用更现代的技术栈。文章给出迁移策略，涵盖内容保留、SEO 影响以及选择新框架或静态站点方案。这为长期站点重新评估技术栈提供了一个案例研究。\",\n \"hn\": {\n \"id\": 47997339,\n \"type\": \"story\",\n \"by\": \"owenbuilds\",\n \"score\": 14,\n \"descendants\": 1,\n \"time\": 1777818841,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997339\"\n },\n \"hot_score\": 2.95,\n \"tags\": [\n \"Programming\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML\",\n \"url\": \"https://acai.sh/blog/specsmaxxing\",\n \"title_zh\": \"Specsmaxxing：克服 AI 的认知失衡，以及为何用 YAML 编写规格\",\n \"created_display\": \"Created: May 02, 2026 / 23:33 PT\",\n \"image_url\": \"https://acai.mintlify.app/mintlify-assets/_next/image?url=%2F_mintlify%2Fapi%2Fog%3Fdivision%3DDocumentation%26title%3DSpecsmaxxing%26description%3DOn%2Bovercoming%2BAI%2Bpsychosis%252C%2Band%2Bwhy%2BI%2Bwrite%2Bspecs%2Bin%2BYAML%2B%2528plus%2Bopen-sourcing%2Ba%2Btoolkit%2Bfor%2Byou%2Bto%2Btry%2529%26logoLight%3Dhttps%253A%252F%252Fmintcdn.com%252Facai%252F64tMg2VKm-ey5cuT%252Flogo-word.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253D64tMg2VKm-ey5cuT%2526q%253D85%2526s%253D95b3095af445779b3cd61dc26931fa84%26logoDark%3Dhttps%253A%252F%252Fmintcdn.com%252Facai%252F64tMg2VKm-ey5cuT%252Flogo-word.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253D64tMg2VKm-ey5cuT%2526q%253D85%2526s%253D95b3095af445779b3cd61dc26931fa84%26primaryColor%3D%2523930d7a%26lightColor%3D%2523f765f7%26darkColor%3D%25231a0416%26backgroundLight%3D%2523fcf8fb%26backgroundDark%3D%2523140411&w=1200&q=100\",\n \"summary_en\": \"Specmaxxing argues that AI hype can be tempered by disciplined, machine-readable specs. It advocates using YAML to encode requirements, tests, and acceptance criteria to keep expectations realistic. The piece ties rigorous specification to clearer human–AI collaboration and governance.\",\n \"summary_zh\": \"Specsmaxxing 指出，通过严格、机器可读的规格可以抑制 AI 的过度炒作。主张用 YAML 将需求、测试和验收标准编码，以保持期望现实且便于沟通。将规范化写作视为改进人机协作和治理的关键手段。\",\n \"hn\": {\n \"id\": 47994012,\n \"type\": \"story\",\n \"by\": \"brendanmc6\",\n \"score\": 191,\n \"descendants\": 214,\n \"time\": 1777790018,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47994012\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 2.86\n },\n {\n \"title_en\": \"Investors pile into clean energy as Iran war drives push for energy security\",\n \"url\": \"https://www.ft.com/content/9921f2b5-c910-4cec-a50f-cad453935a1a\",\n \"title_zh\": \"在伊朗战争推动能源安全的背景下，投资者涌向清洁能源\",\n \"created_display\": \"Created: May 03, 2026 / 02:26 PT\",\n \"image_url\": \"https://images.ft.com/v3/image/raw/https%3A%2F%2Fd1e00ek4ebabms.cloudfront.net%2Fproduction%2F566a691b-057b-4598-8795-7b11a7d27b87.jpg?source=next-barrier-page\",\n \"summary_en\": \"Investors are flocking to clean energy as geopolitical tensions push energy security higher on the agenda. The surge in funding spans renewables, storage, and grid resilience, with policy and market signals accelerating the transition. Geopolitics may expedite diversification away from fossil fuels and boost long-term climate and energy goals.\",\n \"summary_zh\": \"在地缘政治紧张局势推动能源安全议程之际，投资者正涌向清洁能源。资金涌向可再生能源、储能与电网韧性建设，政策与市场信号正在加速能源转型。地缘政治因素可能加速对化石燃料的多元化依赖，推动长期气候与能源目标的实现。\",\n \"hn\": {\n \"id\": 47995125,\n \"type\": \"story\",\n \"by\": \"JumpCrisscross\",\n \"score\": 94,\n \"descendants\": 100,\n \"time\": 1777800408,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995125\"\n },\n \"hot_score\": 2.53,\n \"tags\": [\n \"Business\",\n \"Energy\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Show HN: Apple's Sharp Running in the Browser via ONNX Runtime Web\",\n \"url\": \"https://github.com/bring-shrubbery/ml-sharp-web\",\n \"title_zh\": \"Show HN：Apple 的 Sharp 在浏览器中通过 ONNX Runtime Web 运行\",\n \"created_display\": \"Created: May 03, 2026 / 02:14 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/8b103387c49a270efed9e1c9f12e143bef9fdd13cd670ba16afa870e9ddb43d9/bring-shrubbery/ml-sharp-web\",\n \"summary_en\": \"A Show HN post demonstrates Apple’s Sharp running in the browser via ONNX Runtime Web. It showcases how browser-based inference can be feasible for certain ML workloads without server round-trips.\",\n \"summary_zh\": \"Show HN 展示 Apple 的 Sharp 如何通过 ONNX Runtime Web 在浏览器中运行。演示了在浏览器端进行机器学习推理在无需服务器往返的情况下的可行性。讨论了在 JavaScript 环境中运行非原生模型时的可访问性与性能取舍。\",\n \"hn\": {\n \"id\": 47995037,\n \"type\": \"story\",\n \"by\": \"bring-shrubbery\",\n \"score\": 88,\n \"descendants\": 15,\n \"time\": 1777799696,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995037\"\n },\n \"hot_score\": 2.26,\n \"tags\": [\n \"Show HN\",\n \"AI\",\n \"Web\"\n ]\n },\n {\n \"title_en\": \"A couple million lines of Haskell: Production engineering at Mercury\",\n \"url\": \"https://blog.haskell.org/a-couple-million-lines-of-haskell/\",\n \"title_zh\": \"Mercury 的生产工程：数百万行 Haskell 代码\",\n \"created_display\": \"Created: May 02, 2026 / 17:01 PT\",\n \"image_url\": \"https://blog.haskell.org/images/haskell-opengraph.png\",\n \"summary_en\": \"Mercury's production engineering team manages a codebase of several million lines of Haskell in production.\",\n \"summary_zh\": \"Mercury 的生产工程团队在生产环境中管理着数百万行 Haskell 代码，展示了如何将 Haskell 规模化。文中讨论了工具链、可靠性实践，以及强类型语言在实际系统中的应用。\",\n \"hn\": {\n \"id\": 47991802,\n \"type\": \"story\",\n \"by\": \"unignorant\",\n \"score\": 321,\n \"descendants\": 151,\n \"time\": 1777766474,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991802\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 1.99\n },\n {\n \"title_en\": \"This Month in Ladybird – April 2026\",\n \"url\": \"https://ladybird.org/newsletter/2026-04-30/\",\n \"title_zh\": \"Ladybird 本月要闻（2026 年 4 月）\",\n \"created_display\": \"Created: May 02, 2026 / 13:46 PT\",\n \"image_url\": \"https://ladybird.org/assets/img/ladybird-purple-on-black.png\",\n \"summary_en\": \"This April issue highlights progress, features, and milestones from the Ladybird project, reflecting active development and community contributions. It offers a compact view of what's new and what's next for the project.\",\n \"summary_zh\": \"四月刊聚焦 Ladybird 项目的进展、新特性与里程碑，体现积极的开发与社区贡献，帮助读者把握最新动向。\",\n \"hn\": {\n \"id\": 47990318,\n \"type\": \"story\",\n \"by\": \"richardboegli\",\n \"score\": 422,\n \"descendants\": 109,\n \"time\": 1777754790,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990318\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 1.9\n },\n {\n \"title_en\": \"Dav2d\",\n \"url\": \"https://code.videolan.org/videolan/dav2d\",\n \"title_zh\": \"Dav2d：VideoLAN 的高性能 AV1 解码库\",\n \"created_display\": \"Created: May 02, 2026 / 10:32 PT\",\n \"image_url\": \"https://code.videolan.org/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=1.25.0\",\n \"summary_en\": \"Dav2d is an open-source, high-performance AV1 decoder from VideoLAN designed for speed and portability. It underscores ongoing efforts to improve decoding efficiency for modern codecs across media ecosystems and embedded devices.\",\n \"summary_zh\": \"Dav2d 是 VideoLAN 推出的开源高性能 AV1 解码库，强调在多平台/嵌入式设备上提升现代编解码效率。\",\n \"hn\": {\n \"id\": 47988504,\n \"type\": \"story\",\n \"by\": \"dabinat\",\n \"score\": 540,\n \"descendants\": 151,\n \"time\": 1777743149,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988504\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 1.86\n },\n {\n \"title_en\": \"Six Years Perfecting Maps on WatchOS\",\n \"url\": \"https://www.david-smith.org/blog/2026/04/29/maps-on-watchos/\",\n \"title_zh\": \"在 WatchOS 上打磨地图六年\",\n \"created_display\": \"Created: May 02, 2026 / 14:14 PT\",\n \"image_url\": \"https://fast.crossforward.com/resources/cloughhead.jpeg\",\n \"summary_en\": \"David Smith recounts six years of building maps for Apple Watch, detailing constraints like small screens, offline data, and battery life. The piece distills lessons on delivering usable geolocation features in wearables and what it takes to go from concept to a reliable user experience.\",\n \"summary_zh\": \"作者回顾在 Apple Watch 上开发地图的六年历程，揭示屏幕小、离线数据与电池限制等挑战，以及在穿戴设备上落地可用地理定位功能所需的经验与教训。\",\n \"hn\": {\n \"id\": 47990606,\n \"type\": \"story\",\n \"by\": \"valzevul\",\n \"score\": 381,\n \"descendants\": 88,\n \"time\": 1777756469,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990606\"\n },\n \"tags\": [\n \"Programming\",\n \"Energy\"\n ],\n \"hot_score\": 1.79\n },\n {\n \"title_en\": \"Systemd-manager-TUI: A TUI application for managing systemd services\",\n \"url\": \"https://github.com/Matheus-git/systemd-manager-tui\",\n \"title_zh\": \"Systemd-manager-TUI：用于管理 systemd 服务的文本用户界面\",\n \"created_display\": \"Created: May 03, 2026 / 03:55 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7d034eb1338d82acefeb6c298136ec3700cda76378430d3abd615d6749de46df/matheus-git/systemd-manager-tui\",\n \"summary_en\": \"Systemd-manager-TUI is a terminal UI for managing systemd services. It provides easy start/stop, enable/disable, status checks, and log viewing from a compact CLI interface. Designed as a lightweight alternative for headless or constrained environments.\",\n \"summary_zh\": \"Systemd-manager-TUI 是一个用于管理 systemd 服务的文本用户界面。它通过紧凑的 CLI 界面提供启停、启用/禁用、状态查看和日志查看等功能。面向无头或资源受限的环境，旨在成为一个轻量替代工具。\",\n \"hn\": {\n \"id\": 47995649,\n \"type\": \"story\",\n \"by\": \"thunderbong\",\n \"score\": 45,\n \"descendants\": 13,\n \"time\": 1777805730,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47995649\"\n },\n \"hot_score\": 1.79,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"NetHack 5.0.0\",\n \"url\": \"https://nethack.org/v500/release.html\",\n \"title_zh\": \"NetHack 5.0.0 发布\",\n \"created_display\": \"Created: May 02, 2026 / 11:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"NetHack 5.0.0 marks a milestone release for the long-running roguelike, delivering extensive bug fixes, balance tweaks, and quality-of-life improvements. The update stabilizes gameplay across platforms while preserving the game's classic depth, offering newcomers a gentler entry point without sacrificing veteran strategy.\",\n \"summary_zh\": \"这是对这款长期运行的roguelike的里程碑式更新，带来大量的错误修正、平衡调整和提升体验的改进。新版本在多平台上稳定玩法，同时保留了原有的深度，为新手和老玩家都提供更友善的入门体验。\",\n \"hn\": {\n \"id\": 47988776,\n \"type\": \"story\",\n \"by\": \"rsaarelm\",\n \"score\": 473,\n \"descendants\": 157,\n \"time\": 1777745022,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988776\"\n },\n \"tags\": [\n \"Gaming\"\n ],\n \"hot_score\": 1.7\n },\n {\n \"title_en\": \"Maryland to ban A.I.-driven price increases in grocery stores\",\n \"url\": \"https://www.nytimes.com/2026/05/01/business/surveillance-pricing-groceries-maryland.html\",\n \"title_zh\": \"马里兰成为首个禁止 AI 驱动涨价的超市定价的州\",\n \"created_display\": \"Created: May 02, 2026 / 18:24 PT\",\n \"image_url\": null,\n \"summary_en\": \"Maryland passes a first-in-the-nation ban on AI-driven price increases in grocery stores, aiming to curb personalized pricing powered by consumer data. The move raises policy questions about fairness, transparency, and consumer protection in data-driven pricing.\",\n \"summary_zh\": \"马里兰州成为首个禁止超市使用 AI 驱动定价策略的州，意在限制基于消费者数据的个性化定价。此举引发关于公平性、透明度与消费者保护之间的讨论。\",\n \"hn\": {\n \"id\": 47992349,\n \"type\": \"story\",\n \"by\": \"doener\",\n \"score\": 203,\n \"descendants\": 185,\n \"time\": 1777771449,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992349\"\n },\n \"tags\": [\n \"Legal\",\n \"Privacy\",\n \"AI\"\n ],\n \"hot_score\": 1.46\n },\n {\n \"title_en\": \"Do_not_track\",\n \"url\": \"https://donottrack.sh/\",\n \"title_zh\": \"Do_not_track：一个简化隐私保护的开源工具\",\n \"created_display\": \"Created: May 02, 2026 / 10:40 PT\",\n \"image_url\": \"https://donottrack.sh/img/share.png\",\n \"summary_en\": \"Do_not_track is a tool aiming to make opting out of tracking easier and more effective for users. It embodies a pragmatic approach to privacy in an era of pervasive data collection and could influence how individuals shield themselves online.\",\n \"summary_zh\": \"Do_not_track 是一个旨在简化用户隐私保护、便于拒绝跟踪的工具，体现了在广泛数据收集环境中对隐私的务实保护思路。\",\n \"hn\": {\n \"id\": 47988592,\n \"type\": \"story\",\n \"by\": \"RubyGuy\",\n \"score\": 416,\n \"descendants\": 128,\n \"time\": 1777743655,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988592\"\n },\n \"tags\": [\n \"Privacy\"\n ],\n \"hot_score\": 1.45\n },\n {\n \"title_en\": \"A network smuggling Starlink tech into Iran to beat internet blackout\",\n \"url\": \"https://www.bbc.com/news/articles/cvgzk91leweo\",\n \"title_zh\": \"秘密网络通过走私 Starlink 设备进入伊朗以绕过互联网封锁\",\n \"created_display\": \"Created: May 02, 2026 / 18:22 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/8c14/live/20b8b580-44c8-11f1-ac78-2112837ce2aa.jpg\",\n \"summary_en\": \"A clandestine network smuggled Starlink hardware into Iran to bypass a government internet blackout. The move highlights how satellite-based connectivity can undermine censorship, raising questions about regulatory controls and information access. It also shows the ongoing tension between tech access and state control.\",\n \"summary_zh\": \"一个秘密网络向伊朗走私 Starlink 设备，试图突破政府的互联网封锁。此举揭示卫星联网在规避审查方面的潜力，同时引发对监管、供应链及信息获取影响的讨论。\",\n \"hn\": {\n \"id\": 47992338,\n \"type\": \"story\",\n \"by\": \"1659447091\",\n \"score\": 171,\n \"descendants\": 127,\n \"time\": 1777771361,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992338\"\n },\n \"tags\": [\n \"Privacy\",\n \"Politics\",\n \"Hardware\"\n ],\n \"hot_score\": 1.23\n },\n {\n \"title_en\": \"Open source does not imply open community\",\n \"url\": \"https://blog.feld.me/posts/2026/04/open-source-does-not-imply-open-community/\",\n \"title_zh\": \"开源并不等同于开放社区\",\n \"created_display\": \"Created: May 02, 2026 / 19:36 PT\",\n \"image_url\": \"https://blog.feld.me/static/site_logo_512.png\",\n \"summary_en\": \"The post argues that open-source projects can still have closed or gated communities, highlighting governance, contributor inclusion, and decision-making opacity. The takeaway: open source ≠ open governance; communities matter for sustainability.\",\n \"summary_zh\": \"文章指出开源项目也可能存在封闭的或受限的社区治理现象，强调治理透明度、参与者包容性与决策过程的重要性。结论是开源并不等同于开放的治理体系，社区的结构影响长期可持续性。\",\n \"hn\": {\n \"id\": 47992772,\n \"type\": \"story\",\n \"by\": \"RohanAdwankar\",\n \"score\": 147,\n \"descendants\": 41,\n \"time\": 1777775769,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992772\"\n },\n \"tags\": [\n \"Open Source\",\n \"Culture\"\n ],\n \"hot_score\": 1.22\n },\n {\n \"title_en\": \"Why does it take so long to release black fan versions?\",\n \"url\": \"https://www.noctua.at/en/expertise/blog/how-can-it-take-so-long-to-release-black-fan-versions\",\n \"title_zh\": \"为什么推出黑色版风扇需要这么久？\",\n \"created_display\": \"Created: May 01, 2026 / 21:38 PT\",\n \"image_url\": null,\n \"summary_en\": \"Manufacturing a black edition requires retooling lines, requalifying components, and coordinating color coatings with supply chains, QA, and certification work. That combination slows the release cadence even as base models ship.\",\n \"summary_zh\": \"黑色版风扇的推出需要在制造线上进行重新布置、重新进行组件认证，并协调涂层、原料与供应链等环节，再加上严格的质量检测与认证流程。这些综合因素使得新版本的上市节奏明显慢于原厂标准款。\",\n \"hn\": {\n \"id\": 47983352,\n \"type\": \"story\",\n \"by\": \"buildbot\",\n \"score\": 735,\n \"descendants\": 294,\n \"time\": 1777696684,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47983352\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 1.15\n },\n {\n \"title_en\": \"Neanderthals ran 'fat factories' 125,000 years ago (2025)\",\n \"url\": \"https://www.universiteitleiden.nl/en/news/2025/07/neanderthals-ran-fat-factories-125000-years-ago\",\n \"title_zh\": \"125,000 年前尼安德特人运营脂肪工厂\",\n \"created_display\": \"Created: May 02, 2026 / 13:42 PT\",\n \"image_url\": \"https://www.universiteitleiden.nl/binaries/content/gallery/ul2/main-images/archaeology/neumark-banner.jpg/neumark-banner.jpg/d600x315\",\n \"summary_en\": \"New archaeological findings suggest Neanderthals ran large-scale fat-processing activities 125,000 years ago, hinting at sophisticated subsistence strategies and social organization. The discovery adds nuance to our understanding of Neanderthal cognition and energy management.\",\n \"summary_zh\": \"新发现表明 125,000 年前的尼安德特人进行大规模脂肪加工，暴露出复杂的生计策略与社群组织能力，丰富了对其认知与能量管理的理解。\",\n \"hn\": {\n \"id\": 47990284,\n \"type\": \"story\",\n \"by\": \"andsoitis\",\n \"score\": 243,\n \"descendants\": 124,\n \"time\": 1777754540,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990284\"\n },\n \"tags\": [\n \"Science\",\n \"Energy\"\n ],\n \"hot_score\": 1.09\n },\n {\n \"title_en\": \"California to begin ticketing driverless cars that violate traffic laws\",\n \"url\": \"https://www.bbc.com/news/articles/clypjx3rg2go\",\n \"title_zh\": \"加州将对违反交通法规的无人驾驶汽车开罚单\",\n \"created_display\": \"Created: May 02, 2026 / 10:59 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/4bd8/live/9ece7410-4634-11f1-b14f-8905f097c360.jpg\",\n \"summary_en\": \"California plans to ticket autonomous cars that violate traffic laws through automated enforcement, pushing accountability onto AV operators. The move accelerates safety governance for on-road robo-taxis and tests how regulators handle software-driven infractions.\",\n \"summary_zh\": \"加州计划对违反交通法规的无人驾驶汽车进行自动执法并开罚单，将问责落在运营方身上。此举加速了对路上机器人出租车的安全治理，并测试监管机构对软件性违规的处理方式。\",\n \"hn\": {\n \"id\": 47988742,\n \"type\": \"story\",\n \"by\": \"geox\",\n \"score\": 304,\n \"descendants\": 320,\n \"time\": 1777744758,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988742\"\n },\n \"tags\": [\n \"Politics\",\n \"Legal\"\n ],\n \"hot_score\": 1.08\n },\n {\n \"title_en\": \"Windows API is Successful Cross-Platform API (2024)\",\n \"url\": \"https://retrocoding.net/windows-api-is-successful-cross-platform-api\",\n \"title_zh\": \"Windows API 已成为成功的跨平台 API\",\n \"created_display\": \"Created: May 02, 2026 / 19:53 PT\",\n \"image_url\": null,\n \"summary_en\": \"The Windows API has become a successful cross-platform API, reflecting how Windows interfaces and compatibility layers have become usable across different OSes. This trend affects how developers design cross-platform apps, reducing the need to rewrite for each platform and influencing porting strategies.\",\n \"summary_zh\": \"Windows API 已成为一个成功的跨平台接口，表明通过兼容层在不同操作系统上使用 Windows 接口已成为现实。此趋势正在影响开发者的跨平台设计与移植策略。\",\n \"hn\": {\n \"id\": 47992859,\n \"type\": \"story\",\n \"by\": \"phendrenad2\",\n \"score\": 92,\n \"descendants\": 108,\n \"time\": 1777776809,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992859\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.79\n },\n {\n \"title_en\": \"Roblox shares plummet 18% as child safety measures weigh on bookings\",\n \"url\": \"https://www.cnbc.com/2026/05/01/roblox-rblx-stock-child-safety-earnings.html\",\n \"title_zh\": \"Roblox 股价下跌 18%，儿童安全措施拖累订单\",\n \"created_display\": \"Created: May 02, 2026 / 10:10 PT\",\n \"image_url\": \"https://image.cnbcfm.com/api/v1/image/108217783-1761657779238-gettyimages-2238840255-TFSPI_04102025-1315.jpeg?v=1761657810&w=1920&h=1080\",\n \"summary_en\": \"Roblox's stock fell after earnings as safety-focused changes dampened bookings, signaling a tension between platform safety and monetization. The result underscores how child-safety measures and parental controls can materially impact growth in consumer-facing online services.\",\n \"summary_zh\": \"Roblox 在财报后股价下跌约 18%，因为以安全为导向的变动压缩了订单量。这凸显了平台安全与商业化之间的矛盾，儿童安全措施和家长控制对面向消费者的在线服务增长有实际影响。\",\n \"hn\": {\n \"id\": 47988261,\n \"type\": \"story\",\n \"by\": \"1vuio0pswjnm7\",\n \"score\": 229,\n \"descendants\": 136,\n \"time\": 1777741818,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988261\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.77\n },\n {\n \"title_en\": \"Show HN: State of the Art of Coding Models, According to Hacker News Commenters\",\n \"url\": \"https://hnup.date/hn-sota\",\n \"title_zh\": \"Show HN：据 Hacker News 评论者所评的编码模型现状\",\n \"created_display\": \"Created: May 02, 2026 / 14:25 PT\",\n \"image_url\": null,\n \"summary_en\": \"This Show HN compiles Hacker News commenters' views to map the current state-of-the-art in coding models. It highlights which models are favored for code tasks, trade-offs between speed and accuracy, and community sentiment shaping practical tool choices.\",\n \"summary_zh\": \"此 Show HN 汇总 Hacker News 评论者的观点，勾勒当前编码模型的现状，揭示在代码任务中的偏好模型、速度与准确度的权衡，以及社区对工具选择的影响。\",\n \"hn\": {\n \"id\": 47990708,\n \"type\": \"story\",\n \"by\": \"yunusabd\",\n \"score\": 131,\n \"descendants\": 77,\n \"time\": 1777757105,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990708\"\n },\n \"tags\": [\n \"Show HN\",\n \"AI\"\n ],\n \"hot_score\": 0.62\n },\n {\n \"title_en\": \"The agent harness belongs outside the sandbox\",\n \"url\": \"https://www.mendral.com/blog/agent-harness-belongs-outside-sandbox\",\n \"title_zh\": \"代理 Harness 应该放在沙箱外运行\",\n \"created_display\": \"Created: May 02, 2026 / 14:21 PT\",\n \"image_url\": \"https://mendral.com/og?title=The%20Agent%20Harness%20Belongs%20Outside%20the%20Sandbox\",\n \"summary_en\": \"The article argues that the agent harness belongs outside the sandbox to reduce the risk of sandbox escapes. It discusses architectural trade-offs and how separating trust boundaries can improve security and reliability for AI agents.\",\n \"summary_zh\": \"文章主张为降低沙箱逃逸风险，应将代理 Harness 放在沙箱外运行，并分析将信任边界分离带来的安全与可靠性提升。\",\n \"hn\": {\n \"id\": 47990675,\n \"type\": \"story\",\n \"by\": \"shad42\",\n \"score\": 128,\n \"descendants\": 91,\n \"time\": 1777756887,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990675\"\n },\n \"tags\": [\n \"Security\",\n \"AI\"\n ],\n \"hot_score\": 0.61\n },\n {\n \"title_en\": \"Clojurists Together – Q2 2026 Open Source Funding Announcement\",\n \"url\": \"https://www.clojuriststogether.org/news/q2-2026-funding-announcement/\",\n \"title_zh\": \"Clojurists Together – 2026 年 Q2 开源资助公告\",\n \"created_display\": \"Created: May 02, 2026 / 14:34 PT\",\n \"image_url\": \"https://www.clojuriststogether.org/logos/ct-logo-cropped.png\",\n \"summary_en\": \"Clojurists Together announces Q2 2026 open-source funding, detailing grants to several projects in the Clojure ecosystem. The funding signals continued community support for open-source Lisp ecosystems and could accelerate maintenance and feature development.\",\n \"summary_zh\": \"Clojurists Together 公布 2026 年 Q2 的开源资助计划，对若干 Clojure 生态项目给予资助。这反映社区对开源 Lisp 生态的持续支持，可能推动维护与新特性的开发。\",\n \"hn\": {\n \"id\": 47990789,\n \"type\": \"story\",\n \"by\": \"dragandj\",\n \"score\": 121,\n \"descendants\": 14,\n \"time\": 1777757689,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990789\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 0.58\n },\n {\n \"title_en\": \"Care homes and hotels in Japan shut as expansion strategy unravels\",\n \"url\": \"https://www.newsonjapan.com/article/149075.php\",\n \"title_zh\": \"日本养老院与酒店在扩张策略瓦解后关闭\",\n \"created_display\": \"Created: May 02, 2026 / 18:38 PT\",\n \"image_url\": \"https://i2.ytimg.com/vi/SLn2VjV3Jko/mqdefault.jpg\",\n \"summary_en\": \"Care homes and hotels in Japan face closures as aggressive expansion plans unravel, signaling strain across service and real estate sectors. Demographic headwinds, labor shortages, and capital constraints undercut growth bets. The development raises questions for operators and investors about sustainable models in an aging society.\",\n \"summary_zh\": \"日本部分养老院与酒店在扩张计划瓦解后宣布关闭，反映服务业与地产领域的压力。人口老龄化带来的挑战、劳动力短缺和资金约束削弱了扩张预期。此情形引发对在老龄化社会中可持续商业模式的关注。\",\n \"hn\": {\n \"id\": 47992446,\n \"type\": \"story\",\n \"by\": \"mikhael\",\n \"score\": 77,\n \"descendants\": 26,\n \"time\": 1777772318,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992446\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 0.57\n },\n {\n \"title_en\": \"DeepSeek V4 – almost on the frontier\",\n \"url\": \"https://simonwillison.net/2026/Apr/24/deepseek-v4/\",\n \"title_zh\": \"DeepSeek V4：几近前沿\",\n \"created_display\": \"Created: May 01, 2026 / 09:52 PT\",\n \"image_url\": \"https://static.simonwillison.net/static/2026/deepseek-v4-card.jpg\",\n \"summary_en\": \"DeepSeek V4 pushes closer to the frontier of data-search tooling, with improvements in indexing speed and user workflow. It frames how this version stacks up against peers and what the next leap in AI-assisted data discovery might look like.\",\n \"summary_zh\": \"DeepSeek V4 靠近数据检索工具的前沿，在索引速度和工作流方面有显著改进。它评估了该版本与同类产品的差异以及AI辅助数据发现的下一步可能走向。\",\n \"hn\": {\n \"id\": 47977026,\n \"type\": \"story\",\n \"by\": \"indigodaddy\",\n \"score\": 574,\n \"descendants\": 348,\n \"time\": 1777654363,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47977026\"\n },\n \"tags\": [\n \"AI\",\n \"Data\"\n ],\n \"hot_score\": 0.54\n },\n {\n \"title_en\": \"How fast is a macOS VM, and how small could it be?\",\n \"url\": \"https://eclecticlight.co/2026/05/02/how-fast-is-a-macos-vm-and-how-small-could-it-be/\",\n \"title_zh\": \"macOS 虚拟机有多快，能有多小？\",\n \"created_display\": \"Created: May 02, 2026 / 02:30 PT\",\n \"image_url\": \"https://eclecticlight.co/wp-content/uploads/2015/01/cropped-eclecticlightlogo-e1421784280911.png?w=200\",\n \"summary_en\": \"The article benchmarks macOS VM performance on Apple hardware and explores how small a viable macOS VM can be. It discusses CPU, memory, and disk I/O tradeoffs and what they mean for dev/test workflows.\",\n \"summary_zh\": \"文章测评了在苹果硬件上运行的 macOS 虚拟机性能，并探讨了可用的最小化体积与实际可用性之间的权衡。内容聚焦 CPU、内存和磁盘 I/O 的取舍，以及对开发/测试工作流的影响。\",\n \"hn\": {\n \"id\": 47984852,\n \"type\": \"story\",\n \"by\": \"moosia\",\n \"score\": 256,\n \"descendants\": 96,\n \"time\": 1777714249,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984852\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 0.52\n },\n {\n \"title_en\": \"Open Design: Use Your Coding Agent as a Design Engine\",\n \"url\": \"https://github.com/nexu-io/open-design\",\n \"title_zh\": \"开放式设计：把你的编码代理当成设计引擎\",\n \"created_display\": \"Created: May 02, 2026 / 05:16 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/1223170290/5eec4959-c821-4927-83fb-e904b5cbc396\",\n \"summary_en\": \"Proposes using coding agents as design engines to automate design tasks, enabling code-driven workflows for UI prototyping. This approach demonstrates AI-assisted design at scale and the potential for tighter human-AI collaboration.\",\n \"summary_zh\": \"提出把编码代理用作设计引擎，自动化设计任务并推动 UI 原型的代码驱动工作流。这种方式展现了大规模的 AI 辅助设计潜力，以及人机协作的新可能。\",\n \"hn\": {\n \"id\": 47985750,\n \"type\": \"story\",\n \"by\": \"steveharing1\",\n \"score\": 206,\n \"descendants\": 89,\n \"time\": 1777724176,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47985750\"\n },\n \"tags\": [\n \"AI\",\n \"Design\"\n ],\n \"hot_score\": 0.49\n },\n {\n \"title_en\": \"AI, Intimacy, and the Data You Never Meant to Share\",\n \"url\": \"https://fshot.org/techzone/the-algorithm-knows.php\",\n \"title_zh\": \"AI、亲密关系与你本来不想分享的数据\",\n \"created_display\": \"Created: May 02, 2026 / 19:42 PT\",\n \"image_url\": \"https://fshot.org/images/fs-hot-blocky-hd.webp\",\n \"summary_en\": \"Examines how AI systems handle intimate data and the risks of unintentional sharing, including prompts, training inputs, and inferred details. It advocates privacy-by-design and user controls to mitigate exposure in conversational AI. The piece underscores growing tension between personalization and personal privacy.\",\n \"summary_zh\": \"审视 AI 系统如何处理亲密数据及可能未曾打算分享的信息的风险，包括输入提示、训练数据与推断结果。主张从隐私设计出发，强化用户控制以降低对话式 AI 的数据暴露。强调个性化服务与个人隐私之间日益紧张的博弈。\",\n \"hn\": {\n \"id\": 47992802,\n \"type\": \"story\",\n \"by\": \"victorkulla\",\n \"score\": 56,\n \"descendants\": 2,\n \"time\": 1777776163,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992802\"\n },\n \"tags\": [\n \"AI\",\n \"Privacy\"\n ],\n \"hot_score\": 0.47\n },\n {\n \"title_en\": \"Alert-Driven Monitoring\",\n \"url\": \"https://simpleobservability.com/docs/alert-driven-monitoring\",\n \"title_zh\": \"基于告警驱动的监控\",\n \"created_display\": \"Created: May 03, 2026 / 07:02 PT\",\n \"image_url\": \"https://simpleobservability.com/og-image.png\",\n \"summary_en\": \"Alert-Driven Monitoring describes a monitoring approach where alerts guide the instrumentation and response workflows. It argues for designing actionable alerts with clear runbooks and automation to reduce noise and speed incident containment. The concept complements existing metrics dashboards by focusing on what actually requires action.\",\n \"summary_zh\": \"告警驱动的监控将告警作为驱动，将监控的编排和响应流程引导。主张以可操作的告警、清晰的处置手册与自动化为设计核心，以减少噪声并提升事件处置速度。该理念与现有的指标仪表板互补，聚焦于真正需要采取行动的场景。\",\n \"hn\": {\n \"id\": 47997056,\n \"type\": \"story\",\n \"by\": \"khazit\",\n \"score\": 4,\n \"descendants\": 0,\n \"time\": 1777816943,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47997056\"\n },\n \"hot_score\": 0.47,\n \"tags\": [\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"Uber wants to turn its drivers into a sensor grid for self-driving companies\",\n \"url\": \"https://techcrunch.com/2026/05/01/uber-wants-to-turn-its-millions-of-drivers-into-a-sensor-grid-for-self-driving-companies/\",\n \"title_zh\": \"Uber 想把司机变成自驾传感器网\",\n \"created_display\": \"Created: May 02, 2026 / 08:38 PT\",\n \"image_url\": \"https://techcrunch.com/wp-content/uploads/2026/05/GettyImages-2259104536.jpg?resize=1200,800\",\n \"summary_en\": \"Uber envisions turning its driver fleet into a distributed sensor grid for autonomous vehicle developers, monetizing real-world data and test trips. The plan could accelerate AV iteration but raises questions about driver consent, data governance, and regulatory risk.\",\n \"summary_zh\": \"Uber 正在设想把司机队伍变成分布式传感器网，用于自动驾驶开发商的数据采集与测试并实现商业化。此举可能加速自动驾驶的迭代，但也引发对司机同意、数据治理和监管风险的担忧。\",\n \"hn\": {\n \"id\": 47987333,\n \"type\": \"story\",\n \"by\": \"nickvec\",\n \"score\": 132,\n \"descendants\": 139,\n \"time\": 1777736297,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47987333\"\n },\n \"tags\": [\n \"Business\",\n \"Data\",\n \"Politics\"\n ],\n \"hot_score\": 0.39\n },\n {\n \"title_en\": \"Why are there both TMP and TEMP environment variables? (2015)\",\n \"url\": \"https://devblogs.microsoft.com/oldnewthing/20150417-00/?p=44213\",\n \"title_zh\": \"为什么同时有 TMP 与 TEMP 环境变量？（2015）\",\n \"created_display\": \"Created: May 02, 2026 / 01:23 PT\",\n \"image_url\": \"https://devblogs.microsoft.com/oldnewthing/wp-content/uploads/sites/38/2019/02/ShowCover.jpg\",\n \"summary_en\": \"Explains that TMP and TEMP designate temp directories; the variables reflect historical design choices and precedence rules. The note helps clarify why some software behaves differently and how to set them to avoid confusion.\",\n \"summary_zh\": \"解释 TMP 和 TEMP 都指向临时目录，这两个变量的存在源于历史设计与优先级规则。文中帮助读者理解为何有的软件表现不同，以及如何设置以避免混淆。\",\n \"hn\": {\n \"id\": 47984522,\n \"type\": \"story\",\n \"by\": \"ankitg12\",\n \"score\": 202,\n \"descendants\": 92,\n \"time\": 1777710203,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984522\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.38\n },\n {\n \"title_en\": \"Voice-AI-for-Beginners – A curated learning path for developers\",\n \"url\": \"https://github.com/mahimairaja/voiceai\",\n \"title_zh\": \"面向开发者的入门语音 AI 学习路径\",\n \"created_display\": \"Created: May 02, 2026 / 15:03 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/1028684768/533409d7-094a-4e89-94e2-85b9730941d0\",\n \"summary_en\": \"Voice-AI-for-Beginners curates a learning path for developers to start with voice AI, covering recognition, synthesis, and practical projects to build up practical skills.\",\n \"summary_zh\": \"面向开发者的入门语音 AI 学习路径为初学者提供系统化学习路线，涵盖语音识别、文本转语音以及实际项目，帮助快速上手。\",\n \"hn\": {\n \"id\": 47991018,\n \"type\": \"story\",\n \"by\": \"mahimai\",\n \"score\": 70,\n \"descendants\": 4,\n \"time\": 1777759395,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991018\"\n },\n \"tags\": [\n \"AI\",\n \"Education\"\n ],\n \"hot_score\": 0.35\n },\n {\n \"title_en\": \"Flue is a TypeScript framework for building the next generation of agents\",\n \"url\": \"https://flueframework.com/\",\n \"title_zh\": \"Flue：用 TypeScript 构建新一代智能体的框架\",\n \"created_display\": \"Created: May 02, 2026 / 10:32 PT\",\n \"image_url\": \"https://flueframework.com/og2.jpg\",\n \"summary_en\": \"Flue positions itself as a TypeScript framework to build agents, offering modular composition and a focus on deterministic, testable behavior. For developers exploring AI agents and orchestration in the JS/TS ecosystem, it could become a lightweight alternative to Python-based tooling.\",\n \"summary_zh\": \"Flue 将自己定位为用 TypeScript 构建智能体的框架，强调模块化组合和可预测、可测试的行为。对于在 JS/TS 生态中探索 AI 智能体与编排的开发者，可能成为 Python 生态之外的轻量替代方案。\",\n \"hn\": {\n \"id\": 47988501,\n \"type\": \"story\",\n \"by\": \"momentmaker\",\n \"score\": 98,\n \"descendants\": 53,\n \"time\": 1777743127,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988501\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"Unsigned sizes: A five year mistake\",\n \"url\": \"https://c3-lang.org/blog/unsigned-sizes-a-five-year-mistake/\",\n \"title_zh\": \"无符号大小的五年误解\",\n \"created_display\": \"Created: May 02, 2026 / 11:40 PT\",\n \"image_url\": \"https://c3-lang.org/logo.png\",\n \"summary_en\": \"The piece argues that using unsigned integers to represent sizes leads to subtle bugs, security holes, and confusing APIs, citing five years of accumulated issues. It advocates safer abstractions or bounds-aware APIs to prevent common off-by-one and wraparound errors.\",\n \"summary_zh\": \"文章认为用无符号整数表示大小容易引发细微的Bug、安全隐患与混乱的 API，并指出这些问题在五年内积累。文中倡议采用更安全的抽象或边界感知的 API，以避免越界和环绕等常见错误。\",\n \"hn\": {\n \"id\": 47989154,\n \"type\": \"story\",\n \"by\": \"lerno\",\n \"score\": 91,\n \"descendants\": 110,\n \"time\": 1777747219,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47989154\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.34\n },\n {\n \"title_en\": \"Refusal in Language Models Is Mediated by a Single Direction\",\n \"url\": \"https://arxiv.org/abs/2406.11717\",\n \"title_zh\": \"语言模型的拒绝响应由单一方向主导\",\n \"created_display\": \"Created: May 02, 2026 / 06:15 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A study suggests refusals in language models are mediated by a single direction in input space, offering a new lens on prompt design and alignment risks. This could guide safer prompt engineering and model tuning.\",\n \"summary_zh\": \"研究表明语言模型的拒绝输出受输入空间中一个单一方向的调控，为提示设计与对齐风险提供了新视角，或将引导更安全的提示工程与模型调优。\",\n \"hn\": {\n \"id\": 47986136,\n \"type\": \"story\",\n \"by\": \"fagnerbrack\",\n \"score\": 112,\n \"descendants\": 40,\n \"time\": 1777727723,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47986136\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.28\n },\n {\n \"title_en\": \"Modern C++ Programming: Busato\",\n \"url\": \"https://github.com/federico-busato/Modern-CPP-Programming\",\n \"title_zh\": \"现代 C++ 编程：Busato\",\n \"created_display\": \"Created: May 02, 2026 / 09:40 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/124365799/7d888300-6a39-11ea-9025-fd5574f062c7\",\n \"summary_en\": \"A contemporary resource set for C++ programmers, covering modern language features, patterns, and best practices. It reflects ongoing emphasis on practical, maintainable C++ in real-world projects.\",\n \"summary_zh\": \"一本面向现代 C++ 编程的资源集，聚焦最新语言特性、设计模式与实用实践，体现对实战中可维护性的重视。\",\n \"hn\": {\n \"id\": 47987931,\n \"type\": \"story\",\n \"by\": \"KnuthIsGod\",\n \"score\": 79,\n \"descendants\": 16,\n \"time\": 1777740029,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47987931\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.25\n },\n {\n \"title_en\": \"Welcome to Hell Developer\",\n \"url\": \"https://noahclements.com/Wahoo-Bolt-Hidden-Debug-Mode/\",\n \"title_zh\": \"开发者的地狱之路\",\n \"created_display\": \"Created: May 02, 2026 / 10:25 PT\",\n \"image_url\": \"https://noahclements.com/assets/images/ble_hell.jpg\",\n \"summary_en\": \"Explores a hidden debug mode in a cycling hardware device, revealing how debugging access can unlock advanced capabilities while risking stability. The piece prompts a reflection on balancing developer access and product safety.\",\n \"summary_zh\": \"揭示了一款自行车设备中的隐藏调试模式，显示开发者访问可开启高级功能，同时也可能影响稳定性，引发对开发者权限与产品安全的权衡讨论。\",\n \"hn\": {\n \"id\": 47988441,\n \"type\": \"story\",\n \"by\": \"denysvitali\",\n \"score\": 68,\n \"descendants\": 31,\n \"time\": 1777742754,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988441\"\n },\n \"tags\": [\n \"Hardware\",\n \"Programming\"\n ],\n \"hot_score\": 0.23\n },\n {\n \"title_en\": \"A physics engine with incremental rollback for multiplayer games\",\n \"url\": \"https://easel.games/blog/2026-rollback-physics\",\n \"title_zh\": \"具增量回滚的多人游戏物理引擎\",\n \"created_display\": \"Created: May 01, 2026 / 17:12 PT\",\n \"image_url\": \"https://easel.games/img/social4.png\",\n \"summary_en\": \"A physics engine for multiplayer games uses incremental rollback to keep simulations in sync with low latency. The approach improves determinism and reduces perceived lag in competitive or streaming multiplayer experiences.\",\n \"summary_zh\": \"这款多人游戏物理引擎通过增量回滚来保持同步、降低延迟，提升对等竞技与流式多人体验中的确定性与流畅感。\",\n \"hn\": {\n \"id\": 47981979,\n \"type\": \"story\",\n \"by\": \"BSTRhino\",\n \"score\": 104,\n \"descendants\": 37,\n \"time\": 1777680720,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47981979\"\n },\n \"tags\": [\n \"Gaming\",\n \"Science\"\n ],\n \"hot_score\": 0.13\n },\n {\n \"title_en\": \"Windows quality update: Progress we've made since March\",\n \"url\": \"https://blogs.windows.com/windows-insider/2026/05/01/windows-quality-update-progress-weve-made-since-march/\",\n \"title_zh\": \"Windows 质量更新：自三月以来取得的进展\",\n \"created_display\": \"Created: May 01, 2026 / 14:02 PT\",\n \"image_url\": \"https://blogs.windows.com/wp-content/themes/microsoft-stories-theme/img/theme/logos/windows.jpg\",\n \"summary_en\": \"Microsoft outlines measurable progress in Windows quality updates since March, including reliability fixes and performance improvements. The update cadence shows ongoing patches and testing aimed at stabilizing enterprise and consumer deployments. For IT teams, this signals a maturing quality regime with quicker feedback loops from real-world usage.\",\n \"summary_zh\": \"微软自三月以来在 Windows 质量更新方面取得了可衡量的进展，包括可靠性修复和性能提升。更新节奏强调持续打补丁与测试，致力于稳定企业与消费者部署。对 IT 团队而言，这预示着质量体系日渐成熟，能更快结合实际使用反馈。\",\n \"hn\": {\n \"id\": 47980279,\n \"type\": \"story\",\n \"by\": \"jovial_cavalier\",\n \"score\": 99,\n \"descendants\": 294,\n \"time\": 1777669324,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47980279\"\n },\n \"tags\": [\n \"DevOps\"\n ],\n \"hot_score\": 0.11\n },\n {\n \"title_en\": \"Musk's AI told me people were coming to kill me (BBC)\",\n \"url\": \"https://www.bbc.com/news/articles/c242pzr1zp2o\",\n \"title_zh\": \"马斯克的 AI 告诉我，有人要来杀我\",\n \"created_display\": \"Created: May 02, 2026 / 23:57 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/5df4/live/b21d07e0-4560-11f1-bd52-e755d604ece4.jpg\",\n \"summary_en\": \"Covers a claim that an AI system reported threats against its operator, highlighting safety concerns in AI outputs and the implications for monitoring and governance. It underscores the need for guardrails, transparency, and incident reporting around AI behavior.\",\n \"summary_zh\": \"报道称某 AI 系统向其操作者传达有人要来杀他等威胁，凸显 AI 输出中的安全隐患及对监控与治理的影响。强调需建立保护机制、提高透明度并完善 AI 行为的事件报告。\",\n \"hn\": {\n \"id\": 47994150,\n \"type\": \"story\",\n \"by\": \"walden789\",\n \"score\": 8,\n \"descendants\": 0,\n \"time\": 1777791434,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47994150\"\n },\n \"hot_score\": 0.11,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Inventions for battery reuse and recycling increase seven-fold in last decade\",\n \"url\": \"https://www.epo.org/en/news-events/news/inventions-battery-reuse-and-recycling-increase-more-seven-fold-last-decade\",\n \"title_zh\": \"过去十年电池再利用与回收发明增长七倍\",\n \"created_display\": \"Created: Apr 30, 2026 / 02:12 PT\",\n \"image_url\": \"https://www.epo.org/themes/custom/epo_org/logo.svg\",\n \"summary_en\": \"Patent filings for battery reuse and recycling have surged seven-fold over the last decade, signaling a strong shift toward circular economics in energy storage. The trend could influence policy, supply chains, and the pace of new battery tech.\",\n \"summary_zh\": \"过去十年关于电池再利用与回收的专利申请暴增七倍，显示向能源存储的循环经济转型正在加速，可能推动相关政策、供应链与新型电池技术的进展。\",\n \"hn\": {\n \"id\": 47960015,\n \"type\": \"story\",\n \"by\": \"JeanKage\",\n \"score\": 220,\n \"descendants\": 25,\n \"time\": 1777540343,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47960015\"\n },\n \"tags\": [\n \"Energy\",\n \"Science\",\n \"Legal\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"Dotcl: Common Lisp Implementation on .NET\",\n \"url\": \"https://github.com/dotcl/dotcl\",\n \"title_zh\": \"Dotcl：在 .NET 上实现的 Common Lisp\",\n \"created_display\": \"Created: Apr 30, 2026 / 09:33 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/570d3af6152ac0e5f504adc9f7b03eff4ca2813ebb2f86b7d73f49d7ec5c8761/dotcl/dotcl\",\n \"summary_en\": \"Dotcl brings Common Lisp to the .NET platform, enabling Lisp code to run on the CLR and interoperate with other .NET languages. This opens up Lisp’s dynamic features to .NET developers and enhances language interoperability.\",\n \"summary_zh\": \"Dotcl 将 Common Lisp 引入 .NET 平台，使 Lisp 代码能在 CLR 上运行并与其他 .NET 语言互操作。这为 .NET 开发者带来 Lisp 的动态特性，并提升语言互操作性。\",\n \"hn\": {\n \"id\": 47964957,\n \"type\": \"story\",\n \"by\": \"reikonomusha\",\n \"score\": 171,\n \"descendants\": 44,\n \"time\": 1777566804,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47964957\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.08\n },\n {\n \"title_en\": \"A more efficient implementation of Shor's algorithm\",\n \"url\": \"https://lwn.net/Articles/1066156/\",\n \"title_zh\": \"更高效的 Shor 算法实现\",\n \"created_display\": \"Created: May 01, 2026 / 00:28 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"A more efficient implementation of Shor's algorithm advances quantum factoring, potentially requiring fewer qubits or tolerating less error. The development nudges the threshold for breaking certain cryptosystems and underscores the urgency of post-quantum cryptography research.\",\n \"summary_zh\": \"Shor 算法的更高效实现提升了量子因子分解的资源效率，可能用更少的量子比特或更低的误差完成运算。对技术人员而言，这意味着需要更快推进后量子密码学研究。\",\n \"hn\": {\n \"id\": 47972114,\n \"type\": \"story\",\n \"by\": \"signa11\",\n \"score\": 100,\n \"descendants\": 26,\n \"time\": 1777620535,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972114\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.07\n },\n {\n \"title_en\": \"Dabbling in Erlang, part 2: A minimal introduction (2013)\",\n \"url\": \"https://agis.io/post/dabbling-in-erlang-a-minimal-introduction/\",\n \"title_zh\": \"涉猎 Erlang，第2部分：简明入门（2013）\",\n \"created_display\": \"Created: May 02, 2026 / 01:37 PT\",\n \"image_url\": null,\n \"summary_en\": \"Offers a concise, approachable Erlang primer focused on lightweight processes, message passing, and fault tolerance. It provides small, hands-on examples to illustrate core concurrency patterns. A practical entry point for developers curious about the actor model and resilient systems.\",\n \"summary_zh\": \"提供一个简洁易懂的 Erlang 入门，聚焦轻量级进程、消息传递与容错能力。通过小型实例演示核心并发模式，帮助开发者快速上手感知演员模型与鲁棒系统。\",\n \"hn\": {\n \"id\": 47984589,\n \"type\": \"story\",\n \"by\": \"pasxizeis\",\n \"score\": 32,\n \"descendants\": 7,\n \"time\": 1777711059,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984589\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"Show HN: Pollen – distributed WASM runtime, no control plane, single binary\",\n \"url\": \"https://github.com/sambigeara/pollen\",\n \"title_zh\": \"Pollen：分布式 WASM 运行时，无控制平面，单一二进制\",\n \"created_display\": \"Created: Apr 30, 2026 / 06:15 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/1252e4f2975427711351ad1a53d6dc03b8d63abaafc9bd6e52590e3339b25f05/Sambigeara/pollen\",\n \"summary_en\": \"Pollen provides a distributed WebAssembly runtime in a single binary with no central control plane, aiming to reduce orchestration overhead and improve portability across nodes.\",\n \"summary_zh\": \"Pollen 提供一个单一二进制、无中心控制平面的分布式 WASM 运行时，旨在降低编排开销并提升节点间的可移植性。\",\n \"hn\": {\n \"id\": 47961935,\n \"type\": \"story\",\n \"by\": \"sambigeara\",\n \"score\": 115,\n \"descendants\": 54,\n \"time\": 1777554904,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47961935\"\n },\n \"tags\": [\n \"Show HN\",\n \"Programming\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Embedded Rust or C Firmware? Lessons from an Industrial Microcontroller Use Case\",\n \"url\": \"https://arxiv.org/abs/2604.25679\",\n \"title_zh\": \"工业微控制器用例中的嵌入式 Rust 与 C 固件取舍\",\n \"created_display\": \"Created: May 01, 2026 / 06:02 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A case study contrasts using Rust versus C for embedded firmware on an industrial MCU. It weighs safety, determinism, and resource constraints against tooling and ecosystem maturity, offering practical lessons on when Rust's memory safety is worth the trade-offs. It also covers integration with existing toolchains and debugging considerations in real-time environments.\",\n \"summary_zh\": \"一项用例研究对工业微控制器上的嵌入式固件，比较 Rust 与 C 的实现。在权衡安全性、确定性和资源约束的同时，讨论工具链成熟度对选择的影响，并给出在实时环境中何时采用 Rust 的实际建议。还涉及与现有工具链的集成及调试注意事项。\",\n \"hn\": {\n \"id\": 47974307,\n \"type\": \"story\",\n \"by\": \"mrtz\",\n \"score\": 67,\n \"descendants\": 35,\n \"time\": 1777640550,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47974307\"\n },\n \"hot_score\": 0.05,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Barman – Backup and Recovery Manager for PostgreSQL\",\n \"url\": \"https://github.com/EnterpriseDB/barman\",\n \"title_zh\": \"Barman：PostgreSQL 备份与恢复管理工具\",\n \"created_display\": \"Created: Apr 29, 2026 / 06:54 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/40883045/3075a580-6c0a-11e9-86ec-15c10687b15f\",\n \"summary_en\": \"Barman centralizes PostgreSQL backups and recovery, enabling remote streaming backups, PITR, and automated maintenance across multiple servers. It's a mature option for DB admins seeking auditable, disaster-ready protection in PostgreSQL deployments.\",\n \"summary_zh\": \"Barman 集中管理 PostgreSQL 的备份与恢复，支持远程流式备份、时间点恢复以及跨服务器的自动化运维，帮助运维团队实现可审计、灾难就绪的数据库保护。\",\n \"hn\": {\n \"id\": 47948526,\n \"type\": \"story\",\n \"by\": \"nateb2022\",\n \"score\": 166,\n \"descendants\": 23,\n \"time\": 1777470888,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47948526\"\n },\n \"tags\": [\n \"Open Source\",\n \"DevOps\",\n \"Data\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"The USB Situation\",\n \"url\": \"https://randsinrepose.com/archives/the-usb-situation/\",\n \"title_zh\": \"USB 的现状与困境\",\n \"created_display\": \"Created: Apr 29, 2026 / 09:49 PT\",\n \"image_url\": \"https://randsinrepose.com/wp-content/uploads/2026/04/usb-situation.jpg\",\n \"summary_en\": \"A critical look at USB's ecosystem, highlighting design complexity, security issues, and compatibility friction. The piece argues for clearer standards and smarter engineering to reduce pain points for developers and users.\",\n \"summary_zh\": \"深入剖析 USB 生态的设计复杂性、安全问题与兼容性挑战，主张通过更清晰的标准与更智能的工程实践来缓解开发者与用户的痛点。\",\n \"hn\": {\n \"id\": 47950993,\n \"type\": \"story\",\n \"by\": \"herbertl\",\n \"score\": 144,\n \"descendants\": 197,\n \"time\": 1777481353,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47950993\"\n },\n \"tags\": [\n \"Security\",\n \"Design\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Little magazines are back\",\n \"url\": \"https://wsjfreeexpression.substack.com/p/little-magazines-are-back\",\n \"title_zh\": \"小型杂志正在回归\",\n \"created_display\": \"Created: Apr 30, 2026 / 07:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"A renaissance of small, independent magazines is underway, fueled by digital distribution and niche communities.\",\n \"summary_zh\": \"小型独立杂志正在复兴，借助数字发行与细分读者群找到了可持续性与新受众。\",\n \"hn\": {\n \"id\": 47962681,\n \"type\": \"story\",\n \"by\": \"prismatic\",\n \"score\": 96,\n \"descendants\": 38,\n \"time\": 1777557823,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47962681\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Show HN: DAC – open-source dashboard as code tool for agents and humans\",\n \"url\": \"https://github.com/bruin-data/dac\",\n \"title_zh\": \"Show HN: DAC——代理人与人类的开源仪表板即代码工具\",\n \"created_display\": \"Created: Apr 29, 2026 / 07:37 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7a27e79693dc3c861dc9dc8b8c78ecee3339fcc5e05bac69b608757dcc3b8bcb/bruin-data/dac\",\n \"summary_en\": \"DAC is an open-source tool that treats dashboards as code, enabling agents and humans to collaborate on dashboards programmatically. It emphasizes reproducibility and automation in analytics workflows.\",\n \"summary_zh\": \"DAC 是一个开源工具，将仪表板视为代码，使代理人与人类能够以编程方式协作创建仪表板，强调分析工作流的可重复性与自动化。\",\n \"hn\": {\n \"id\": 47949066,\n \"type\": \"story\",\n \"by\": \"karakanb\",\n \"score\": 102,\n \"descendants\": 32,\n \"time\": 1777473440,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47949066\"\n },\n \"tags\": [\n \"Show HN\",\n \"Open Source\",\n \"Data\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"The IBM Granite 4.1 family of models\",\n \"url\": \"https://research.ibm.com/blog/granite-4-1-ai-foundation-models\",\n \"title_zh\": \"IBM Granite 4.1 系列模型\",\n \"created_display\": \"Created: Apr 30, 2026 / 07:01 PT\",\n \"image_url\": \"https://research.ibm.com/_next/image?url=https%3A%2F%2Fresearch-website-prod-cms-uploads.s3.us.cloud-object-storage.appdomain.cloud%2Fblog_Art_Granitev4_1release_ddf20c71b2.png&w=1200&q=85\",\n \"summary_en\": \"IBM unveils Granite 4.1, a family of foundation models tailored for enterprise AI workloads.\",\n \"summary_zh\": \"IBM 推出 Granite 4.1 系列基础模型，面向企业级 AI 工作负载。文章强调在安全性、治理与对业务场景的适应性方面的改进，显示 IBM 正在以企业就绪的选项参与基础模型市场竞争。\",\n \"hn\": {\n \"id\": 47962645,\n \"type\": \"story\",\n \"by\": \"wglb\",\n \"score\": 72,\n \"descendants\": 9,\n \"time\": 1777557686,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47962645\"\n },\n \"tags\": [\n \"AI\",\n \"Business\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Group averages obscure how an individual's brain controls behavior: study\",\n \"url\": \"https://med.stanford.edu/news/all-news/2026/04/brain-scans-individual-versus-group.html\",\n \"title_zh\": \"群体平均掩盖个人大脑对行为的控制方式：研究\",\n \"created_display\": \"Created: Apr 30, 2026 / 15:35 PT\",\n \"image_url\": \"https://med.stanford.edu/news/all-news/2026/04/brain-scans-individual-versus-group/_jcr_content/cq:socialfeaturedimage.coreimg.jpeg/1777295241330/Menon-brain-scans.jpeg\",\n \"summary_en\": \"The study finds that averaging brain data across groups hides how an individual brain maps to behavior. Individual-level analyses reveal patterns that group means miss, challenging one-size-fits-all interpretations. The work supports personalized brain models and cautions against over-reliance on group averages in neuroscience.\",\n \"summary_zh\": \"这项研究发现，将大脑数据按组平均会掩盖个体脑部如何映射到行为的方式。个体级分析揭示了群体均值所忽略的模式，挑战了“一个方案适用于所有人”的解读。研究强调需要建立个性化的大脑模型，并警示不要过度依赖群体平均数据。\",\n \"hn\": {\n \"id\": 47969142,\n \"type\": \"story\",\n \"by\": \"hhs\",\n \"score\": 66,\n \"descendants\": 17,\n \"time\": 1777588536,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47969142\"\n },\n \"hot_score\": 0.03,\n \"tags\": [\n \"Science\"\n ]\n },\n {\n \"title_en\": \"When Dawkins met Claude – Could this AI be conscious?\",\n \"url\": \"https://unherd.com/2026/04/is-ai-the-next-phase-of-evolution/\",\n \"title_zh\": \"当 Dawkins 遇见 Claude：这 AI 会有意识吗？\",\n \"created_display\": \"Created: May 01, 2026 / 01:36 PT\",\n \"image_url\": \"https://unherd.com/wp-content/uploads/2026/04/image-1.jpg\",\n \"summary_en\": \"Considers whether Claude-like AI could be conscious, using Dawkins’ ideas about biology and evolution to frame the debate. It weighs traditional markers of consciousness against modern AI behavior and capabilities. The piece prompts readers to reflect on what genuine awareness in AI would entail and why it matters.\",\n \"summary_zh\": \"通过将道金斯的生物与进化观念引入，探讨像 Claude 这样的 AI 是否可能具备意识。对比传统意识标志与当代 AI 行为及能力，思考若 AI 真正具备意识需要具备哪些条件以及这对现实意义。\",\n \"hn\": {\n \"id\": 47972481,\n \"type\": \"story\",\n \"by\": \"pentestercrab\",\n \"score\": 45,\n \"descendants\": 267,\n \"time\": 1777624579,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972481\"\n },\n \"tags\": [\n \"AI\",\n \"Science\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"Because it doesn't have to\",\n \"url\": \"https://blog.computationalcomplexity.org/2026/04/because-it-doesnt-have-to.html\",\n \"title_zh\": \"并非一定要这样\",\n \"created_display\": \"Created: Apr 29, 2026 / 09:42 PT\",\n \"image_url\": \"https://resources.blogblog.com/img/icon18_email.gif\",\n \"summary_en\": \"Not all problems demand complex solutions; this piece argues for embracing simpler, correct approaches when appropriate.\",\n \"summary_zh\": \"并非所有问题都需要复杂解法；在合适情形下，应采用简单而正确的解决方案。\",\n \"hn\": {\n \"id\": 47950880,\n \"type\": \"story\",\n \"by\": \"zdw\",\n \"score\": 65,\n \"descendants\": 13,\n \"time\": 1777480933,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47950880\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.02\n },\n {\n \"title_en\": \"Utilyze measures how efficiently your GPU is doing useful work\",\n \"url\": \"https://github.com/systalyze/utilyze\",\n \"title_zh\": \"Utilyze：衡量 GPU 有用工作效率\",\n \"created_display\": \"Created: Apr 30, 2026 / 11:49 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7d034eb1338d82acefeb6c298136ec3700cda76378430d3abd615d6749de46df/systalyze/utilyze\",\n \"summary_en\": \"Utilyze introduces a metric to quantify how much of a GPU's work is 'useful' for real tasks. It separates productive compute from wasted cycles, memory stalls, or idle time to guide kernel choice and hardware planning. The project provides tooling to measure efficiency during runtime across workloads.\",\n \"summary_zh\": \"Utilyze 引入一个度量，用以量化 GPU 实际有用工作的比例。它将有用的计算与无效循环、内存瓶颈和空闲时间区分开来，帮助优化内核与硬件选型。该项目还提供运行时在不同工作负载下衡量效率的工具。\",\n \"hn\": {\n \"id\": 47966668,\n \"type\": \"story\",\n \"by\": \"nateb2022\",\n \"score\": 30,\n \"descendants\": 6,\n \"time\": 1777574960,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47966668\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Hardware\",\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Unverified Evaluations in Dusk's PLONK\",\n \"url\": \"https://osec.io/blog/2026-04-30-unverified-evaluations-dusk-plonk/\",\n \"title_zh\": \"Dusk 的 PLONK 中的未验证评估\",\n \"created_display\": \"Created: Apr 30, 2026 / 12:14 PT\",\n \"image_url\": \"https://osec.io/posts/dusk-commitment-issues/title.png\",\n \"summary_en\": \"It stresses the importance of thorough verification steps to ensure soundness and security. The takeaway is a reminder to audit end-to-end zkp pipelines and their verification logic.\",\n \"summary_zh\": \"文章讨论 Dusk 的 PLONK 实现中的未验证评估，揭示了零知识证明协议潜在的风险。强调对验证步骤的严格要求，以确保稳定性与安全性。提醒审计端到端的零知识证明流程及其验证逻辑。\",\n \"hn\": {\n \"id\": 47966975,\n \"type\": \"story\",\n \"by\": \"deut-erium\",\n \"score\": 29,\n \"descendants\": 4,\n \"time\": 1777576481,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47966975\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Security\"\n ]\n },\n {\n \"title_en\": \"San Francisco streets with confusingly similar names\",\n \"url\": \"https://j-nelson.net/san-francisco-streets-with-similar-names/\",\n \"title_zh\": \"旧金山街道名称混淆引发的困扰\",\n \"created_display\": \"Created: Apr 30, 2026 / 15:25 PT\",\n \"image_url\": \"https://j-nelson.net/wp-content/uploads/2026/04/maxresdefault.jpg\",\n \"summary_en\": \"The piece catalogs San Francisco streets with highly similar names, leading to navigation errors and misrouting. It highlights how tiny naming overlaps expose larger challenges in mapping, postal routing, and emergency response. The takeaway is a push toward clearer geospatial labeling and potential naming reforms in dense urban areas.\",\n \"summary_zh\": \"文章整理了旧金山多处名称极为相似的街道，导致导航错误和路由混乱。暴露出地图、邮政投递以及应急响应在命名密集城市中的协作难题。核心要点在于提升地理信息标注的清晰度，并考虑对高密度城市的命名改革。\",\n \"hn\": {\n \"id\": 47969045,\n \"type\": \"story\",\n \"by\": \"SeenNotHeard\",\n \"score\": 22,\n \"descendants\": 29,\n \"time\": 1777587916,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47969045\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Design\"\n ]\n },\n {\n \"title_en\": \"Simple and correct snapshot isolation\",\n \"url\": \"https://remy.wang/blog/si.html\",\n \"title_zh\": \"简单且正确的快照隔离\",\n \"created_display\": \"Created: Apr 30, 2026 / 16:54 PT\",\n \"image_url\": \"https://remy.wang/blog/assets/si1.svg\",\n \"summary_en\": \"Explores a straightforward approach to achieving snapshot isolation with correctness guarantees, avoiding common concurrency pitfalls. The discussion offers practical design decisions for robust transactional systems. The takeaway is that simplicity can coexist with correctness in isolation levels.\",\n \"summary_zh\": \"探讨实现快照隔离的简洁方法，并确保正确性，避免常见的并发问题。讨论提供了在事务系统中实现稳健隔离性的实际设计要点。核心结论是简单性可与正确性共存。\",\n \"hn\": {\n \"id\": 47969850,\n \"type\": \"story\",\n \"by\": \"remywang\",\n \"score\": 20,\n \"descendants\": 1,\n \"time\": 1777593276,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47969850\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Benchmarking a Bug Scanner\",\n \"url\": \"https://blog.detail.dev/posts/bug-scanner/\",\n \"title_zh\": \"基准测试漏洞扫描器\",\n \"created_display\": \"Created: Apr 30, 2026 / 12:46 PT\",\n \"image_url\": \"https://blog.detail.dev/og/bug-scanner-zscore.png\",\n \"summary_en\": \"The post benchmarks a bug scanner, evaluating accuracy, speed, and false positives. It discusses methodology, datasets, and results to guide teams in adopting or tuning scanners for CI pipelines and security workflows. The analysis helps decide which scanner fits a project’s needs and how to optimize its use.\",\n \"summary_zh\": \"这篇文章对漏洞扫描器进行了基准测试，评估其准确性、速度和误报率。讨论了方法学、数据集与结果，帮助团队在持续集成流程和安全工作流中选择或调整扫描工具。分析帮助判断哪个扫描器更符合项目需求，并给出优化使用的方向。\",\n \"hn\": {\n \"id\": 47967340,\n \"type\": \"story\",\n \"by\": \"drob\",\n \"score\": 11,\n \"descendants\": 7,\n \"time\": 1777578389,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47967340\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Security\",\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"Haskell: Debugging\",\n \"url\": \"https://wiki.haskell.org/Debugging\",\n \"title_zh\": \"Haskell 调试指南\",\n \"created_display\": \"Created: Apr 30, 2026 / 11:25 PT\",\n \"image_url\": null,\n \"summary_en\": \"The Haskell debugging guide offers practical techniques for diagnosing issues in a pure, lazily evaluated language. Tips cover tracing, strong typing, and using tooling like GHCi and QuickCheck to locate bugs in IO and pure code. It emphasizes reasoning about laziness and maintaining clear boundaries between pure and impurity.\",\n \"summary_zh\": \"Haskell 调试指南提供在纯函数式、惰性求值语言中排错的实用技巧。内容涵盖跟踪、类型系统的力量，以及 GHCi、QuickCheck 等工具在定位 IO 与纯代码中的错误的应用。强调对惰性求值的思考，以及在纯代码与副作用之间保持清晰边界。\",\n \"hn\": {\n \"id\": 47966392,\n \"type\": \"story\",\n \"by\": \"tosh\",\n \"score\": 6,\n \"descendants\": 0,\n \"time\": 1777573518,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47966392\"\n },\n \"hot_score\": 0.0,\n \"tags\": [\n \"Programming\"\n ]\n }\n ]\n}"}, "d1117158509e9166134d541f5bfdf2b4c47ec535": {"t": 1785772472.179869, "n": 54350, "h": "5a6a8395cb9d717a", "c": "{\n \"meta\": {\n \"mode\": \"top\",\n \"source\": \"https://news.ycombinator.com/\",\n \"api\": \"https://github.com/HackerNews/API\",\n \"count_requested\": 50,\n \"count_written\": 50,\n \"reused_same_day\": 0,\n \"reused_cross_day\": 40,\n \"new_llm_enriched\": 10,\n \"scrape_time_display\": \"01:08, May 03, 2026 (PDT)\",\n \"timezone\": \"America/Los_Angeles\",\n \"date_dir\": \"2026/05/03\",\n \"content_date\": \"2026-05-03\",\n \"run_time_local\": \"01:08, May 03, 2026 (PDT)\",\n \"run_time_utc\": \"2026-05-03 08:08:01 UTC\",\n \"incremental\": true,\n \"stories_max\": 100,\n \"hot_score_time_utc\": \"2026-05-03 08:08:49 UTC\"\n },\n \"items\": [\n {\n \"title_en\": \"Kimi K2.6 just beat Claude, GPT-5.5, and Gemini in a coding challenge\",\n \"url\": \"https://thinkpol.ca/2026/04/30/an-open-weights-chinese-model-just-beat-claude-gpt-5-5-and-gemini-in-a-programming-challenge/\",\n \"title_zh\": \"Kimi K2.6 在编码挑战中击败 Claude、GPT-5.5 与 Gemini\",\n \"created_display\": \"Created: May 02, 2026 / 21:05 PT\",\n \"image_url\": \"https://thinkpol.ca/wp-content/uploads/2026/04/tp_cover.png\",\n \"summary_en\": \"Kimi K2.6, an open-weights Chinese model, beat Claude, GPT-5.5, and Gemini in a programming challenge. This underscores rapid progress in open-weight models and code-aware capabilities, showing non-proprietary models can compete with leading closed models on real tasks. It may heighten interest in open-source NLP tooling and benchmarks.\",\n \"summary_zh\": \"Kimi K2.6 在一次编码挑战中击败 Claude、GPT-5.5 与 Gemini，凸显开放权重模型在代码任务上的竞争力。此成就强调代码生成与理解领域的快速进步，以及对闭源大模型市场的潜在冲击。\",\n \"hn\": {\n \"id\": 47993235,\n \"type\": \"story\",\n \"by\": \"bazlightyear\",\n \"score\": 245,\n \"descendants\": 108,\n \"time\": 1777781128,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47993235\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 9.54\n },\n {\n \"title_en\": \"VS Code inserting 'Co-Authored-by Copilot' into commits regardless of usage\",\n \"url\": \"https://github.com/microsoft/vscode/pull/310226\",\n \"title_zh\": \"VS Code 无论是否使用都在提交中插入“Co-Authored-by Copilot”标签\",\n \"created_display\": \"Created: May 02, 2026 / 12:57 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/9be2ad8fbe999c93412bba9089aaf7e6e780212a98744a40d7294d2a016eec99/microsoft/vscode/pull/310226\",\n \"summary_en\": \"A bug in the editor causes commits to automatically include a Co-Authored-by: Copilot trailer, even when Copilot wasn't used. The behavior fragments authorship signals in Git metadata and could misattribute work, prompting a patch in the works. This highlights the broader challenge of AI-assisted attribution within developer tooling.\",\n \"summary_zh\": \"编辑器存在一个错误，会在提交中自动插入 Co-Authored-by: Copilot 标签，即使未使用 Copilot。该行为会导致 Git 元数据中的署名信息失真，促使相关修复被推进。这凸显了在开发工具中处理 AI 署名的广泛挑战。\",\n \"hn\": {\n \"id\": 47989883,\n \"type\": \"story\",\n \"by\": \"indrora\",\n \"score\": 1112,\n \"descendants\": 534,\n \"time\": 1777751846,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47989883\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 9.38\n },\n {\n \"title_en\": \"Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML\",\n \"url\": \"https://acai.sh/blog/specsmaxxing\",\n \"title_zh\": \"Specsmaxxing：克服 AI 的认知失衡，以及为何用 YAML 编写规格\",\n \"created_display\": \"Created: May 02, 2026 / 23:33 PT\",\n \"image_url\": \"https://acai.mintlify.app/mintlify-assets/_next/image?url=%2F_mintlify%2Fapi%2Fog%3Fdivision%3DDocumentation%26title%3DSpecsmaxxing%26description%3DOn%2Bovercoming%2BAI%2Bpsychosis%252C%2Band%2Bwhy%2BI%2Bwrite%2Bspecs%2Bin%2BYAML%2B%2528plus%2Bopen-sourcing%2Ba%2Btoolkit%2Bfor%2Byou%2Bto%2Btry%2529%26logoLight%3Dhttps%253A%252F%252Fmintcdn.com%252Facai%252F64tMg2VKm-ey5cuT%252Flogo-word.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253D64tMg2VKm-ey5cuT%2526q%253D85%2526s%253D95b3095af445779b3cd61dc26931fa84%26logoDark%3Dhttps%253A%252F%252Fmintcdn.com%252Facai%252F64tMg2VKm-ey5cuT%252Flogo-word.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253D64tMg2VKm-ey5cuT%2526q%253D85%2526s%253D95b3095af445779b3cd61dc26931fa84%26primaryColor%3D%2523930d7a%26lightColor%3D%2523f765f7%26darkColor%3D%25231a0416%26backgroundLight%3D%2523fcf8fb%26backgroundDark%3D%2523140411&w=1200&q=100\",\n \"summary_en\": \"Specmaxxing argues that AI hype can be tempered by disciplined, machine-readable specs. It advocates using YAML to encode requirements, tests, and acceptance criteria to keep expectations realistic. The piece ties rigorous specification to clearer human–AI collaboration and governance.\",\n \"summary_zh\": \"Specsmaxxing 指出，通过严格、机器可读的规格可以抑制 AI 的过度炒作。主张用 YAML 将需求、测试和验收标准编码，以保持期望现实且便于沟通。将规范化写作视为改进人机协作和治理的关键手段。\",\n \"hn\": {\n \"id\": 47994012,\n \"type\": \"story\",\n \"by\": \"brendanmc6\",\n \"score\": 41,\n \"descendants\": 25,\n \"time\": 1777790018,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47994012\"\n },\n \"hot_score\": 4.01,\n \"tags\": [\n \"AI\"\n ]\n },\n {\n \"title_en\": \"Open source does not imply open community\",\n \"url\": \"https://blog.feld.me/posts/2026/04/open-source-does-not-imply-open-community/\",\n \"title_zh\": \"开源并不等同于开放社区\",\n \"created_display\": \"Created: May 02, 2026 / 19:36 PT\",\n \"image_url\": \"https://blog.feld.me/static/site_logo_512.png\",\n \"summary_en\": \"The post argues that open-source projects can still have closed or gated communities, highlighting governance, contributor inclusion, and decision-making opacity. The takeaway: open source ≠ open governance; communities matter for sustainability.\",\n \"summary_zh\": \"文章指出开源项目也可能存在封闭的或受限的社区治理现象，强调治理透明度、参与者包容性与决策过程的重要性。结论是开源并不等同于开放的治理体系，社区的结构影响长期可持续性。\",\n \"hn\": {\n \"id\": 47992772,\n \"type\": \"story\",\n \"by\": \"RohanAdwankar\",\n \"score\": 147,\n \"descendants\": 41,\n \"time\": 1777775769,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992772\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 3.84\n },\n {\n \"title_en\": \"A network smuggling Starlink tech into Iran to beat internet blackout\",\n \"url\": \"https://www.bbc.com/news/articles/cvgzk91leweo\",\n \"title_zh\": \"秘密网络通过走私 Starlink 设备进入伊朗以绕过互联网封锁\",\n \"created_display\": \"Created: May 02, 2026 / 18:22 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/8c14/live/20b8b580-44c8-11f1-ac78-2112837ce2aa.jpg\",\n \"summary_en\": \"A clandestine network smuggled Starlink hardware into Iran to bypass a government internet blackout. The move highlights how satellite-based connectivity can undermine censorship, raising questions about regulatory controls and information access. It also shows the ongoing tension between tech access and state control.\",\n \"summary_zh\": \"一个秘密网络向伊朗走私 Starlink 设备，试图突破政府的互联网封锁。此举揭示卫星联网在规避审查方面的潜力，同时引发对监管、供应链及信息获取影响的讨论。\",\n \"hn\": {\n \"id\": 47992338,\n \"type\": \"story\",\n \"by\": \"1659447091\",\n \"score\": 161,\n \"descendants\": 96,\n \"time\": 1777771361,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992338\"\n },\n \"tags\": [\n \"Space\",\n \"Hardware\",\n \"Politics\"\n ],\n \"hot_score\": 3.21\n },\n {\n \"title_en\": \"NetHack 5.0.0\",\n \"url\": \"https://nethack.org/v500/release.html\",\n \"title_zh\": \"NetHack 5.0.0 发布\",\n \"created_display\": \"Created: May 02, 2026 / 11:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"NetHack 5.0.0 marks a milestone release for the long-running roguelike, delivering extensive bug fixes, balance tweaks, and quality-of-life improvements. The update stabilizes gameplay across platforms while preserving the game's classic depth, offering newcomers a gentler entry point without sacrificing veteran strategy.\",\n \"summary_zh\": \"这是对这款长期运行的roguelike的里程碑式更新，带来大量的错误修正、平衡调整和提升体验的改进。新版本在多平台上稳定玩法，同时保留了原有的深度，为新手和老玩家都提供更友善的入门体验。\",\n \"hn\": {\n \"id\": 47988776,\n \"type\": \"story\",\n \"by\": \"rsaarelm\",\n \"score\": 440,\n \"descendants\": 135,\n \"time\": 1777745022,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988776\"\n },\n \"tags\": [\n \"Gaming\"\n ],\n \"hot_score\": 2.96\n },\n {\n \"title_en\": \"Dav2d\",\n \"url\": \"https://code.videolan.org/videolan/dav2d\",\n \"title_zh\": \"Dav2d：VideoLAN 的高性能 AV1 解码库\",\n \"created_display\": \"Created: May 02, 2026 / 10:32 PT\",\n \"image_url\": \"https://code.videolan.org/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=1.25.0\",\n \"summary_en\": \"Dav2d is an open-source, high-performance AV1 decoder from VideoLAN designed for speed and portability. It underscores ongoing efforts to improve decoding efficiency for modern codecs across media ecosystems and embedded devices.\",\n \"summary_zh\": \"Dav2d 是 VideoLAN 推出的开源高性能 AV1 解码库，强调在多平台/嵌入式设备上提升现代编解码效率。\",\n \"hn\": {\n \"id\": 47988504,\n \"type\": \"story\",\n \"by\": \"dabinat\",\n \"score\": 453,\n \"descendants\": 122,\n \"time\": 1777743149,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988504\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 2.88\n },\n {\n \"title_en\": \"Maryland to ban A.I.-driven price increases in grocery stores\",\n \"url\": \"https://www.nytimes.com/2026/05/01/business/surveillance-pricing-groceries-maryland.html\",\n \"title_zh\": \"马里兰成为首个禁止 AI 驱动涨价的超市定价的州\",\n \"created_display\": \"Created: May 02, 2026 / 18:24 PT\",\n \"image_url\": null,\n \"summary_en\": \"Maryland passes a first-in-the-nation ban on AI-driven price increases in grocery stores, aiming to curb personalized pricing powered by consumer data. The move raises policy questions about fairness, transparency, and consumer protection in data-driven pricing.\",\n \"summary_zh\": \"马里兰州成为首个禁止超市使用 AI 驱动定价策略的州，意在限制基于消费者数据的个性化定价。此举引发关于公平性、透明度与消费者保护之间的讨论。\",\n \"hn\": {\n \"id\": 47992349,\n \"type\": \"story\",\n \"by\": \"doener\",\n \"score\": 142,\n \"descendants\": 77,\n \"time\": 1777771449,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992349\"\n },\n \"tags\": [\n \"Politics\",\n \"AI\"\n ],\n \"hot_score\": 2.85\n },\n {\n \"title_en\": \"This Month in Ladybird - April 2026\",\n \"url\": \"https://ladybird.org/newsletter/2026-04-30/\",\n \"title_zh\": \"Ladybird 本月要闻（2026 年 4 月）\",\n \"created_display\": \"Created: May 02, 2026 / 13:46 PT\",\n \"image_url\": \"https://ladybird.org/assets/img/ladybird-purple-on-black.png\",\n \"summary_en\": \"This April issue highlights progress, features, and milestones from the Ladybird project, reflecting active development and community contributions. It offers a compact view of what's new and what's next for the project.\",\n \"summary_zh\": \"四月刊聚焦 Ladybird 项目的进展、新特性与里程碑，体现积极的开发与社区贡献，帮助读者把握最新动向。\",\n \"hn\": {\n \"id\": 47990318,\n \"type\": \"story\",\n \"by\": \"richardboegli\",\n \"score\": 291,\n \"descendants\": 51,\n \"time\": 1777754790,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990318\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 2.72\n },\n {\n \"title_en\": \"Six Years Perfecting Maps on WatchOS\",\n \"url\": \"https://www.david-smith.org/blog/2026/04/29/maps-on-watchos/\",\n \"title_zh\": \"在 WatchOS 上打磨地图六年\",\n \"created_display\": \"Created: May 02, 2026 / 14:14 PT\",\n \"image_url\": \"https://fast.crossforward.com/resources/cloughhead.jpeg\",\n \"summary_en\": \"David Smith recounts six years of building maps for Apple Watch, detailing constraints like small screens, offline data, and battery life. The piece distills lessons on delivering usable geolocation features in wearables and what it takes to go from concept to a reliable user experience.\",\n \"summary_zh\": \"作者回顾在 Apple Watch 上开发地图的六年历程，揭示屏幕小、离线数据与电池限制等挑战，以及在穿戴设备上落地可用地理定位功能所需的经验与教训。\",\n \"hn\": {\n \"id\": 47990606,\n \"type\": \"story\",\n \"by\": \"valzevul\",\n \"score\": 269,\n \"descendants\": 59,\n \"time\": 1777756469,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990606\"\n },\n \"tags\": [\n \"Programming\",\n \"Design\",\n \"Energy\"\n ],\n \"hot_score\": 2.68\n },\n {\n \"title_en\": \"A Couple Million Lines of Haskell: Production Engineering at Mercury\",\n \"url\": \"https://blog.haskell.org/a-couple-million-lines-of-haskell/\",\n \"title_zh\": \"Mercury 的生产工程：数百万行 Haskell 代码\",\n \"created_display\": \"Created: May 02, 2026 / 17:01 PT\",\n \"image_url\": \"https://blog.haskell.org/images/haskell-opengraph.png\",\n \"summary_en\": \"Mercury's production engineering team manages a codebase of several million lines of Haskell in production.\",\n \"summary_zh\": \"Mercury 的生产工程团队在生产环境中管理着数百万行 Haskell 代码，展示了如何将 Haskell 规模化。文中讨论了工具链、可靠性实践，以及强类型语言在实际系统中的应用。\",\n \"hn\": {\n \"id\": 47991802,\n \"type\": \"story\",\n \"by\": \"unignorant\",\n \"score\": 173,\n \"descendants\": 66,\n \"time\": 1777766474,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991802\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 2.67\n },\n {\n \"title_en\": \"Windows API is Successful Cross-Platform API (2024)\",\n \"url\": \"https://retrocoding.net/windows-api-is-successful-cross-platform-api\",\n \"title_zh\": \"Windows API 已成为成功的跨平台 API\",\n \"created_display\": \"Created: May 02, 2026 / 19:53 PT\",\n \"image_url\": null,\n \"summary_en\": \"The Windows API has become a successful cross-platform API, reflecting how Windows interfaces and compatibility layers have become usable across different OSes. This trend affects how developers design cross-platform apps, reducing the need to rewrite for each platform and influencing porting strategies.\",\n \"summary_zh\": \"Windows API 已成为一个成功的跨平台接口，表明通过兼容层在不同操作系统上使用 Windows 接口已成为现实。此趋势正在影响开发者的跨平台设计与移植策略。\",\n \"hn\": {\n \"id\": 47992859,\n \"type\": \"story\",\n \"by\": \"phendrenad2\",\n \"score\": 71,\n \"descendants\": 70,\n \"time\": 1777776809,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992859\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 1.98\n },\n {\n \"title_en\": \"California to begin ticketing driverless cars that violate traffic laws\",\n \"url\": \"https://www.bbc.com/news/articles/clypjx3rg2go\",\n \"title_zh\": \"加州将对违反交通法规的无人驾驶汽车开罚单\",\n \"created_display\": \"Created: May 02, 2026 / 10:59 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/4bd8/live/9ece7410-4634-11f1-b14f-8905f097c360.jpg\",\n \"summary_en\": \"California plans to ticket autonomous cars that violate traffic laws through automated enforcement, pushing accountability onto AV operators. The move accelerates safety governance for on-road robo-taxis and tests how regulators handle software-driven infractions.\",\n \"summary_zh\": \"加州计划对违反交通法规的无人驾驶汽车进行自动执法并开罚单，将问责落在运营方身上。此举加速了对路上机器人出租车的安全治理，并测试监管机构对软件性违规的处理方式。\",\n \"hn\": {\n \"id\": 47988742,\n \"type\": \"story\",\n \"by\": \"geox\",\n \"score\": 295,\n \"descendants\": 299,\n \"time\": 1777744758,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988742\"\n },\n \"tags\": [\n \"Politics\"\n ],\n \"hot_score\": 1.96\n },\n {\n \"title_en\": \"Do_not_track\",\n \"url\": \"https://donottrack.sh/\",\n \"title_zh\": \"Do_not_track：一个简化隐私保护的开源工具\",\n \"created_display\": \"Created: May 02, 2026 / 10:40 PT\",\n \"image_url\": \"https://donottrack.sh/img/share.png\",\n \"summary_en\": \"Do_not_track is a tool aiming to make opting out of tracking easier and more effective for users. It embodies a pragmatic approach to privacy in an era of pervasive data collection and could influence how individuals shield themselves online.\",\n \"summary_zh\": \"Do_not_track 是一个旨在简化用户隐私保护、便于拒绝跟踪的工具，体现了在广泛数据收集环境中对隐私的务实保护思路。\",\n \"hn\": {\n \"id\": 47988592,\n \"type\": \"story\",\n \"by\": \"RubyGuy\",\n \"score\": 294,\n \"descendants\": 96,\n \"time\": 1777743655,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988592\"\n },\n \"tags\": [\n \"Privacy\"\n ],\n \"hot_score\": 1.89\n },\n {\n \"title_en\": \"Why does it take so long to release black fan versions?\",\n \"url\": \"https://www.noctua.at/en/expertise/blog/how-can-it-take-so-long-to-release-black-fan-versions\",\n \"title_zh\": \"为什么推出黑色版风扇需要这么久？\",\n \"created_display\": \"Created: May 01, 2026 / 21:38 PT\",\n \"image_url\": null,\n \"summary_en\": \"Manufacturing a black edition requires retooling lines, requalifying components, and coordinating color coatings with supply chains, QA, and certification work. That combination slows the release cadence even as base models ship.\",\n \"summary_zh\": \"黑色版风扇的推出需要在制造线上进行重新布置、重新进行组件认证，并协调涂层、原料与供应链等环节，再加上严格的质量检测与认证流程。这些综合因素使得新版本的上市节奏明显慢于原厂标准款。\",\n \"hn\": {\n \"id\": 47983352,\n \"type\": \"story\",\n \"by\": \"buildbot\",\n \"score\": 720,\n \"descendants\": 292,\n \"time\": 1777696684,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47983352\"\n },\n \"tags\": [\n \"Hardware\"\n ],\n \"hot_score\": 1.62\n },\n {\n \"title_en\": \"Neanderthals ran 'fat factories' 125,000 years ago (2025)\",\n \"url\": \"https://www.universiteitleiden.nl/en/news/2025/07/neanderthals-ran-fat-factories-125000-years-ago\",\n \"title_zh\": \"125,000 年前尼安德特人运营脂肪工厂\",\n \"created_display\": \"Created: May 02, 2026 / 13:42 PT\",\n \"image_url\": \"https://www.universiteitleiden.nl/binaries/content/gallery/ul2/main-images/archaeology/neumark-banner.jpg/neumark-banner.jpg/d600x315\",\n \"summary_en\": \"New archaeological findings suggest Neanderthals ran large-scale fat-processing activities 125,000 years ago, hinting at sophisticated subsistence strategies and social organization. The discovery adds nuance to our understanding of Neanderthal cognition and energy management.\",\n \"summary_zh\": \"新发现表明 125,000 年前的尼安德特人进行大规模脂肪加工，暴露出复杂的生计策略与社群组织能力，丰富了对其认知与能量管理的理解。\",\n \"hn\": {\n \"id\": 47990284,\n \"type\": \"story\",\n \"by\": \"andsoitis\",\n \"score\": 173,\n \"descendants\": 67,\n \"time\": 1777754540,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990284\"\n },\n \"tags\": [\n \"Science\",\n \"Energy\"\n ],\n \"hot_score\": 1.6\n },\n {\n \"title_en\": \"Roblox shares plummet 18% as child safety measures weigh on bookings\",\n \"url\": \"https://www.cnbc.com/2026/05/01/roblox-rblx-stock-child-safety-earnings.html\",\n \"title_zh\": \"Roblox 股价下跌 18%，儿童安全措施拖累订单\",\n \"created_display\": \"Created: May 02, 2026 / 10:10 PT\",\n \"image_url\": \"https://image.cnbcfm.com/api/v1/image/108217783-1761657779238-gettyimages-2238840255-TFSPI_04102025-1315.jpeg?v=1761657810&w=1920&h=1080\",\n \"summary_en\": \"Roblox's stock fell after earnings as safety-focused changes dampened bookings, signaling a tension between platform safety and monetization. The result underscores how child-safety measures and parental controls can materially impact growth in consumer-facing online services.\",\n \"summary_zh\": \"Roblox 在财报后股价下跌约 18%，因为以安全为导向的变动压缩了订单量。这凸显了平台安全与商业化之间的矛盾，儿童安全措施和家长控制对面向消费者的在线服务增长有实际影响。\",\n \"hn\": {\n \"id\": 47988261,\n \"type\": \"story\",\n \"by\": \"1vuio0pswjnm7\",\n \"score\": 229,\n \"descendants\": 136,\n \"time\": 1777741818,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988261\"\n },\n \"tags\": [\n \"Business\"\n ],\n \"hot_score\": 1.39\n },\n {\n \"title_en\": \"Clojurists Together – Q2 2026 Open Source Funding Announcement\",\n \"url\": \"https://www.clojuriststogether.org/news/q2-2026-funding-announcement/\",\n \"title_zh\": \"Clojurists Together – 2026 年 Q2 开源资助公告\",\n \"created_display\": \"Created: May 02, 2026 / 14:34 PT\",\n \"image_url\": \"https://www.clojuriststogether.org/logos/ct-logo-cropped.png\",\n \"summary_en\": \"Clojurists Together announces Q2 2026 open-source funding, detailing grants to several projects in the Clojure ecosystem. The funding signals continued community support for open-source Lisp ecosystems and could accelerate maintenance and feature development.\",\n \"summary_zh\": \"Clojurists Together 公布 2026 年 Q2 的开源资助计划，对若干 Clojure 生态项目给予资助。这反映社区对开源 Lisp 生态的持续支持，可能推动维护与新特性的开发。\",\n \"hn\": {\n \"id\": 47990789,\n \"type\": \"story\",\n \"by\": \"dragandj\",\n \"score\": 97,\n \"descendants\": 10,\n \"time\": 1777757689,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990789\"\n },\n \"tags\": [\n \"Open Source\"\n ],\n \"hot_score\": 1.01\n },\n {\n \"title_en\": \"Show HN: State of the Art of Coding Models, According to Hacker News Commenters\",\n \"url\": \"https://hnup.date/hn-sota\",\n \"title_zh\": \"Show HN：据 Hacker News 评论者所评的编码模型现状\",\n \"created_display\": \"Created: May 02, 2026 / 14:25 PT\",\n \"image_url\": null,\n \"summary_en\": \"This Show HN compiles Hacker News commenters' views to map the current state-of-the-art in coding models. It highlights which models are favored for code tasks, trade-offs between speed and accuracy, and community sentiment shaping practical tool choices.\",\n \"summary_zh\": \"此 Show HN 汇总 Hacker News 评论者的观点，勾勒当前编码模型的现状，揭示在代码任务中的偏好模型、速度与准确度的权衡，以及社区对工具选择的影响。\",\n \"hn\": {\n \"id\": 47990708,\n \"type\": \"story\",\n \"by\": \"yunusabd\",\n \"score\": 96,\n \"descendants\": 50,\n \"time\": 1777757105,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990708\"\n },\n \"tags\": [\n \"Show HN\",\n \"AI\"\n ],\n \"hot_score\": 0.98\n },\n {\n \"title_en\": \"The agent harness belongs outside the sandbox\",\n \"url\": \"https://www.mendral.com/blog/agent-harness-belongs-outside-sandbox\",\n \"title_zh\": \"代理 Harness 应该放在沙箱外运行\",\n \"created_display\": \"Created: May 02, 2026 / 14:21 PT\",\n \"image_url\": \"https://mendral.com/og?title=The%20Agent%20Harness%20Belongs%20Outside%20the%20Sandbox\",\n \"summary_en\": \"The article argues that the agent harness belongs outside the sandbox to reduce the risk of sandbox escapes. It discusses architectural trade-offs and how separating trust boundaries can improve security and reliability for AI agents.\",\n \"summary_zh\": \"文章主张为降低沙箱逃逸风险，应将代理 Harness 放在沙箱外运行，并分析将信任边界分离带来的安全与可靠性提升。\",\n \"hn\": {\n \"id\": 47990675,\n \"type\": \"story\",\n \"by\": \"shad42\",\n \"score\": 95,\n \"descendants\": 75,\n \"time\": 1777756887,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47990675\"\n },\n \"tags\": [\n \"AI\",\n \"Security\"\n ],\n \"hot_score\": 0.96\n },\n {\n \"title_en\": \"Musk's AI told me people were coming to kill me (BBC)\",\n \"url\": \"https://www.bbc.com/news/articles/c242pzr1zp2o\",\n \"title_zh\": \"马斯克的 AI 告诉我，有人要来杀我\",\n \"created_display\": \"Created: May 02, 2026 / 23:57 PT\",\n \"image_url\": \"https://ichef.bbci.co.uk/news/1024/branded_news/5df4/live/b21d07e0-4560-11f1-bd52-e755d604ece4.jpg\",\n \"summary_en\": \"Covers a claim that an AI system reported threats against its operator, highlighting safety concerns in AI outputs and the implications for monitoring and governance. It underscores the need for guardrails, transparency, and incident reporting around AI behavior.\",\n \"summary_zh\": \"报道称某 AI 系统向其操作者传达有人要来杀他等威胁，凸显 AI 输出中的安全隐患及对监控与治理的影响。强调需建立保护机制、提高透明度并完善 AI 行为的事件报告。\",\n \"hn\": {\n \"id\": 47994150,\n \"type\": \"story\",\n \"by\": \"walden789\",\n \"score\": 8,\n \"descendants\": 0,\n \"time\": 1777791434,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47994150\"\n },\n \"hot_score\": 0.87,\n \"tags\": [\n \"AI\",\n \"Security\"\n ]\n },\n {\n \"title_en\": \"Voice-AI-for-Beginners – A curated learning path for developers\",\n \"url\": \"https://github.com/mahimairaja/voiceai\",\n \"title_zh\": \"面向开发者的入门语音 AI 学习路径\",\n \"created_display\": \"Created: May 02, 2026 / 15:03 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/1028684768/533409d7-094a-4e89-94e2-85b9730941d0\",\n \"summary_en\": \"Voice-AI-for-Beginners curates a learning path for developers to start with voice AI, covering recognition, synthesis, and practical projects to build up practical skills.\",\n \"summary_zh\": \"面向开发者的入门语音 AI 学习路径为初学者提供系统化学习路线，涵盖语音识别、文本转语音以及实际项目，帮助快速上手。\",\n \"hn\": {\n \"id\": 47991018,\n \"type\": \"story\",\n \"by\": \"mahimai\",\n \"score\": 70,\n \"descendants\": 4,\n \"time\": 1777759395,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47991018\"\n },\n \"tags\": [\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 0.78\n },\n {\n \"title_en\": \"How fast is a macOS VM, and how small could it be?\",\n \"url\": \"https://eclecticlight.co/2026/05/02/how-fast-is-a-macos-vm-and-how-small-could-it-be/\",\n \"title_zh\": \"macOS 虚拟机有多快，能有多小？\",\n \"created_display\": \"Created: May 02, 2026 / 02:30 PT\",\n \"image_url\": \"https://eclecticlight.co/wp-content/uploads/2015/01/cropped-eclecticlightlogo-e1421784280911.png?w=200\",\n \"summary_en\": \"The article benchmarks macOS VM performance on Apple hardware and explores how small a viable macOS VM can be. It discusses CPU, memory, and disk I/O tradeoffs and what they mean for dev/test workflows.\",\n \"summary_zh\": \"文章测评了在苹果硬件上运行的 macOS 虚拟机性能，并探讨了可用的最小化体积与实际可用性之间的权衡。内容聚焦 CPU、内存和磁盘 I/O 的取舍，以及对开发/测试工作流的影响。\",\n \"hn\": {\n \"id\": 47984852,\n \"type\": \"story\",\n \"by\": \"moosia\",\n \"score\": 246,\n \"descendants\": 86,\n \"time\": 1777714249,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984852\"\n },\n \"tags\": [\n \"DevOps\",\n \"Hardware\"\n ],\n \"hot_score\": 0.77\n },\n {\n \"title_en\": \"Open Design: Use Your Coding Agent as a Design Engine\",\n \"url\": \"https://github.com/nexu-io/open-design\",\n \"title_zh\": \"开放式设计：把你的编码代理当成设计引擎\",\n \"created_display\": \"Created: May 02, 2026 / 05:16 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/1223170290/5eec4959-c821-4927-83fb-e904b5cbc396\",\n \"summary_en\": \"Proposes using coding agents as design engines to automate design tasks, enabling code-driven workflows for UI prototyping. This approach demonstrates AI-assisted design at scale and the potential for tighter human-AI collaboration.\",\n \"summary_zh\": \"提出把编码代理用作设计引擎，自动化设计任务并推动 UI 原型的代码驱动工作流。这种方式展现了大规模的 AI 辅助设计潜力，以及人机协作的新可能。\",\n \"hn\": {\n \"id\": 47985750,\n \"type\": \"story\",\n \"by\": \"steveharing1\",\n \"score\": 199,\n \"descendants\": 88,\n \"time\": 1777724176,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47985750\"\n },\n \"tags\": [\n \"Design\",\n \"AI\",\n \"Programming\"\n ],\n \"hot_score\": 0.77\n },\n {\n \"title_en\": \"Uber wants to turn its drivers into a sensor grid for self-driving companies\",\n \"url\": \"https://techcrunch.com/2026/05/01/uber-wants-to-turn-its-millions-of-drivers-into-a-sensor-grid-for-self-driving-companies/\",\n \"title_zh\": \"Uber 想把司机变成自驾传感器网\",\n \"created_display\": \"Created: May 02, 2026 / 08:38 PT\",\n \"image_url\": \"https://techcrunch.com/wp-content/uploads/2026/05/GettyImages-2259104536.jpg?resize=1200,800\",\n \"summary_en\": \"Uber envisions turning its driver fleet into a distributed sensor grid for autonomous vehicle developers, monetizing real-world data and test trips. The plan could accelerate AV iteration but raises questions about driver consent, data governance, and regulatory risk.\",\n \"summary_zh\": \"Uber 正在设想把司机队伍变成分布式传感器网，用于自动驾驶开发商的数据采集与测试并实现商业化。此举可能加速自动驾驶的迭代，但也引发对司机同意、数据治理和监管风险的担忧。\",\n \"hn\": {\n \"id\": 47987333,\n \"type\": \"story\",\n \"by\": \"nickvec\",\n \"score\": 132,\n \"descendants\": 139,\n \"time\": 1777736297,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47987333\"\n },\n \"tags\": [\n \"Business\",\n \"Privacy\",\n \"Politics\"\n ],\n \"hot_score\": 0.69\n },\n {\n \"title_en\": \"DeepSeek V4—almost on the frontier\",\n \"url\": \"https://simonwillison.net/2026/Apr/24/deepseek-v4/\",\n \"title_zh\": \"DeepSeek V4——几近前沿\",\n \"created_display\": \"Created: May 01, 2026 / 09:52 PT\",\n \"image_url\": \"https://static.simonwillison.net/static/2026/deepseek-v4-card.jpg\",\n \"summary_en\": \"DeepSeek V4 pushes closer to the frontier of search tooling, with improvements in indexing, retrieval, and possibly integration with LLMs. It signals ongoing progress in making AI-assisted search more practical and scalable.\",\n \"summary_zh\": \"DeepSeek V4 的改进让检索工具更接近技术前沿，涵盖索引、检索及与大模型的潜在整合等方面，推动 AI 辅助搜索的实用化与扩展性。\",\n \"hn\": {\n \"id\": 47977026,\n \"type\": \"story\",\n \"by\": \"indigodaddy\",\n \"score\": 533,\n \"descendants\": 324,\n \"time\": 1777654363,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47977026\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.66\n },\n {\n \"title_en\": \"Care homes and hotels in Japan shut as expansion strategy unravels\",\n \"url\": \"https://www.newsonjapan.com/article/149075.php\",\n \"title_zh\": \"日本养老院与酒店在扩张策略瓦解后关闭\",\n \"created_display\": \"Created: May 02, 2026 / 18:38 PT\",\n \"image_url\": \"https://i2.ytimg.com/vi/SLn2VjV3Jko/mqdefault.jpg\",\n \"summary_en\": \"Care homes and hotels in Japan face closures as aggressive expansion plans unravel, signaling strain across service and real estate sectors. Demographic headwinds, labor shortages, and capital constraints undercut growth bets. The development raises questions for operators and investors about sustainable models in an aging society.\",\n \"summary_zh\": \"日本部分养老院与酒店在扩张计划瓦解后宣布关闭，反映服务业与地产领域的压力。人口老龄化带来的挑战、劳动力短缺和资金约束削弱了扩张预期。此情形引发对在老龄化社会中可持续商业模式的关注。\",\n \"hn\": {\n \"id\": 47992446,\n \"type\": \"story\",\n \"by\": \"mikhael\",\n \"score\": 30,\n \"descendants\": 6,\n \"time\": 1777772318,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992446\"\n },\n \"hot_score\": 0.62,\n \"tags\": [\n \"Business\"\n ]\n },\n {\n \"title_en\": \"Unsigned sizes: A five year mistake\",\n \"url\": \"https://c3-lang.org/blog/unsigned-sizes-a-five-year-mistake/\",\n \"title_zh\": \"无符号大小的五年误解\",\n \"created_display\": \"Created: May 02, 2026 / 11:40 PT\",\n \"image_url\": \"https://c3-lang.org/logo.png\",\n \"summary_en\": \"The piece argues that using unsigned integers to represent sizes leads to subtle bugs, security holes, and confusing APIs, citing five years of accumulated issues. It advocates safer abstractions or bounds-aware APIs to prevent common off-by-one and wraparound errors.\",\n \"summary_zh\": \"文章认为用无符号整数表示大小容易引发细微的Bug、安全隐患与混乱的 API，并指出这些问题在五年内积累。文中倡议采用更安全的抽象或边界感知的 API，以避免越界和环绕等常见错误。\",\n \"hn\": {\n \"id\": 47989154,\n \"type\": \"story\",\n \"by\": \"lerno\",\n \"score\": 83,\n \"descendants\": 87,\n \"time\": 1777747219,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47989154\"\n },\n \"tags\": [\n \"Programming\",\n \"Security\"\n ],\n \"hot_score\": 0.59\n },\n {\n \"title_en\": \"Why are there both TMP and TEMP environment variables? (2015)\",\n \"url\": \"https://devblogs.microsoft.com/oldnewthing/20150417-00/?p=44213\",\n \"title_zh\": \"为什么同时有 TMP 与 TEMP 环境变量？（2015）\",\n \"created_display\": \"Created: May 02, 2026 / 01:23 PT\",\n \"image_url\": \"https://devblogs.microsoft.com/oldnewthing/wp-content/uploads/sites/38/2019/02/ShowCover.jpg\",\n \"summary_en\": \"Explains that TMP and TEMP designate temp directories; the variables reflect historical design choices and precedence rules. The note helps clarify why some software behaves differently and how to set them to avoid confusion.\",\n \"summary_zh\": \"解释 TMP 和 TEMP 都指向临时目录，这两个变量的存在源于历史设计与优先级规则。文中帮助读者理解为何有的软件表现不同，以及如何设置以避免混淆。\",\n \"hn\": {\n \"id\": 47984522,\n \"type\": \"story\",\n \"by\": \"ankitg12\",\n \"score\": 200,\n \"descendants\": 91,\n \"time\": 1777710203,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984522\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.57\n },\n {\n \"title_en\": \"Flue is a TypeScript framework for building the next generation of agents\",\n \"url\": \"https://flueframework.com/\",\n \"title_zh\": \"Flue：用 TypeScript 构建新一代智能体的框架\",\n \"created_display\": \"Created: May 02, 2026 / 10:32 PT\",\n \"image_url\": \"https://flueframework.com/og2.jpg\",\n \"summary_en\": \"Flue positions itself as a TypeScript framework to build agents, offering modular composition and a focus on deterministic, testable behavior. For developers exploring AI agents and orchestration in the JS/TS ecosystem, it could become a lightweight alternative to Python-based tooling.\",\n \"summary_zh\": \"Flue 将自己定位为用 TypeScript 构建智能体的框架，强调模块化组合和可预测、可测试的行为。对于在 JS/TS 生态中探索 AI 智能体与编排的开发者，可能成为 Python 生态之外的轻量替代方案。\",\n \"hn\": {\n \"id\": 47988501,\n \"type\": \"story\",\n \"by\": \"momentmaker\",\n \"score\": 89,\n \"descendants\": 51,\n \"time\": 1777743127,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988501\"\n },\n \"tags\": [\n \"Programming\",\n \"AI\"\n ],\n \"hot_score\": 0.56\n },\n {\n \"title_en\": \"AI, Intimacy, and the Data You Never Meant to Share\",\n \"url\": \"https://fshot.org/techzone/the-algorithm-knows.php\",\n \"title_zh\": \"AI、亲密关系与你本来不想分享的数据\",\n \"created_display\": \"Created: May 02, 2026 / 19:42 PT\",\n \"image_url\": \"https://fshot.org/images/fs-hot-blocky-hd.webp\",\n \"summary_en\": \"Examines how AI systems handle intimate data and the risks of unintentional sharing, including prompts, training inputs, and inferred details. It advocates privacy-by-design and user controls to mitigate exposure in conversational AI. The piece underscores growing tension between personalization and personal privacy.\",\n \"summary_zh\": \"审视 AI 系统如何处理亲密数据及可能未曾打算分享的信息的风险，包括输入提示、训练数据与推断结果。主张从隐私设计出发，强化用户控制以降低对话式 AI 的数据暴露。强调个性化服务与个人隐私之间日益紧张的博弈。\",\n \"hn\": {\n \"id\": 47992802,\n \"type\": \"story\",\n \"by\": \"victorkulla\",\n \"score\": 18,\n \"descendants\": 1,\n \"time\": 1777776163,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47992802\"\n },\n \"hot_score\": 0.46,\n \"tags\": [\n \"AI\",\n \"Privacy\"\n ]\n },\n {\n \"title_en\": \"Refusal in Language Models Is Mediated by a Single Direction\",\n \"url\": \"https://arxiv.org/abs/2406.11717\",\n \"title_zh\": \"语言模型的拒绝响应由单一方向主导\",\n \"created_display\": \"Created: May 02, 2026 / 06:15 PT\",\n \"image_url\": \"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png\",\n \"summary_en\": \"A study suggests refusals in language models are mediated by a single direction in input space, offering a new lens on prompt design and alignment risks. This could guide safer prompt engineering and model tuning.\",\n \"summary_zh\": \"研究表明语言模型的拒绝输出受输入空间中一个单一方向的调控，为提示设计与对齐风险提供了新视角，或将引导更安全的提示工程与模型调优。\",\n \"hn\": {\n \"id\": 47986136,\n \"type\": \"story\",\n \"by\": \"fagnerbrack\",\n \"score\": 107,\n \"descendants\": 38,\n \"time\": 1777727723,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47986136\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.45\n },\n {\n \"title_en\": \"Modern C++ Programming: Busato\",\n \"url\": \"https://github.com/federico-busato/Modern-CPP-Programming\",\n \"title_zh\": \"现代 C++ 编程：Busato\",\n \"created_display\": \"Created: May 02, 2026 / 09:40 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/124365799/7d888300-6a39-11ea-9025-fd5574f062c7\",\n \"summary_en\": \"A contemporary resource set for C++ programmers, covering modern language features, patterns, and best practices. It reflects ongoing emphasis on practical, maintainable C++ in real-world projects.\",\n \"summary_zh\": \"一本面向现代 C++ 编程的资源集，聚焦最新语言特性、设计模式与实用实践，体现对实战中可维护性的重视。\",\n \"hn\": {\n \"id\": 47987931,\n \"type\": \"story\",\n \"by\": \"KnuthIsGod\",\n \"score\": 79,\n \"descendants\": 16,\n \"time\": 1777740029,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47987931\"\n },\n \"tags\": [\n \"Programming\"\n ],\n \"hot_score\": 0.45\n },\n {\n \"title_en\": \"Welcome to Hell Developer\",\n \"url\": \"https://noahclements.com/Wahoo-Bolt-Hidden-Debug-Mode/\",\n \"title_zh\": \"开发者的地狱之路\",\n \"created_display\": \"Created: May 02, 2026 / 10:25 PT\",\n \"image_url\": \"https://noahclements.com/assets/images/ble_hell.jpg\",\n \"summary_en\": \"Explores a hidden debug mode in a cycling hardware device, revealing how debugging access can unlock advanced capabilities while risking stability. The piece prompts a reflection on balancing developer access and product safety.\",\n \"summary_zh\": \"揭示了一款自行车设备中的隐藏调试模式，显示开发者访问可开启高级功能，同时也可能影响稳定性，引发对开发者权限与产品安全的权衡讨论。\",\n \"hn\": {\n \"id\": 47988441,\n \"type\": \"story\",\n \"by\": \"denysvitali\",\n \"score\": 68,\n \"descendants\": 31,\n \"time\": 1777742754,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47988441\"\n },\n \"tags\": [\n \"Hardware\",\n \"Programming\"\n ],\n \"hot_score\": 0.42\n },\n {\n \"title_en\": \"A physics engine with incremental rollback for multiplayer games\",\n \"url\": \"https://easel.games/blog/2026-rollback-physics\",\n \"title_zh\": \"具增量回滚的多人游戏物理引擎\",\n \"created_display\": \"Created: May 01, 2026 / 17:12 PT\",\n \"image_url\": \"https://easel.games/img/social4.png\",\n \"summary_en\": \"A physics engine for multiplayer games uses incremental rollback to keep simulations in sync with low latency. The approach improves determinism and reduces perceived lag in competitive or streaming multiplayer experiences.\",\n \"summary_zh\": \"这款多人游戏物理引擎通过增量回滚来保持同步、降低延迟，提升对等竞技与流式多人体验中的确定性与流畅感。\",\n \"hn\": {\n \"id\": 47981979,\n \"type\": \"story\",\n \"by\": \"BSTRhino\",\n \"score\": 82,\n \"descendants\": 26,\n \"time\": 1777680720,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47981979\"\n },\n \"tags\": [\n \"Gaming\",\n \"Science\"\n ],\n \"hot_score\": 0.14\n },\n {\n \"title_en\": \"Inventions for battery reuse and recycling increase seven-fold in last decade\",\n \"url\": \"https://www.epo.org/en/news-events/news/inventions-battery-reuse-and-recycling-increase-more-seven-fold-last-decade\",\n \"title_zh\": \"过去十年电池再利用与回收发明增长七倍\",\n \"created_display\": \"Created: Apr 30, 2026 / 02:12 PT\",\n \"image_url\": \"https://www.epo.org/themes/custom/epo_org/logo.svg\",\n \"summary_en\": \"Patent filings for battery reuse and recycling have surged seven-fold over the last decade, signaling a strong shift toward circular economics in energy storage. The trend could influence policy, supply chains, and the pace of new battery tech.\",\n \"summary_zh\": \"过去十年关于电池再利用与回收的专利申请暴增七倍，显示向能源存储的循环经济转型正在加速，可能推动相关政策、供应链与新型电池技术的进展。\",\n \"hn\": {\n \"id\": 47960015,\n \"type\": \"story\",\n \"by\": \"JeanKage\",\n \"score\": 193,\n \"descendants\": 12,\n \"time\": 1777540343,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47960015\"\n },\n \"tags\": [\n \"Energy\",\n \"Science\",\n \"Legal\"\n ],\n \"hot_score\": 0.09\n },\n {\n \"title_en\": \"Dotcl: Common Lisp Implementation on .NET\",\n \"url\": \"https://github.com/dotcl/dotcl\",\n \"title_zh\": \"Dotcl：在 .NET 上实现的 Common Lisp\",\n \"created_display\": \"Created: Apr 30, 2026 / 09:33 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/570d3af6152ac0e5f504adc9f7b03eff4ca2813ebb2f86b7d73f49d7ec5c8761/dotcl/dotcl\",\n \"summary_en\": \"Dotcl brings Common Lisp to the .NET platform, enabling Lisp code to run on the CLR and interoperate with other .NET languages. This opens up Lisp’s dynamic features to .NET developers and enhances language interoperability.\",\n \"summary_zh\": \"Dotcl 将 Common Lisp 引入 .NET 平台，使 Lisp 代码能在 CLR 上运行并与其他 .NET 语言互操作。这为 .NET 开发者带来 Lisp 的动态特性，并提升语言互操作性。\",\n \"hn\": {\n \"id\": 47964957,\n \"type\": \"story\",\n \"by\": \"reikonomusha\",\n \"score\": 168,\n \"descendants\": 42,\n \"time\": 1777566804,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47964957\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\"\n ],\n \"hot_score\": 0.09\n },\n {\n \"title_en\": \"Dabbling in Erlang, part 2: A minimal introduction (2013)\",\n \"url\": \"https://agis.io/post/dabbling-in-erlang-a-minimal-introduction/\",\n \"title_zh\": \"涉猎 Erlang，第2部分：简明入门（2013）\",\n \"created_display\": \"Created: May 02, 2026 / 01:37 PT\",\n \"image_url\": null,\n \"summary_en\": \"Offers a concise, approachable Erlang primer focused on lightweight processes, message passing, and fault tolerance. It provides small, hands-on examples to illustrate core concurrency patterns. A practical entry point for developers curious about the actor model and resilient systems.\",\n \"summary_zh\": \"提供一个简洁易懂的 Erlang 入门，聚焦轻量级进程、消息传递与容错能力。通过小型实例演示核心并发模式，帮助开发者快速上手感知演员模型与鲁棒系统。\",\n \"hn\": {\n \"id\": 47984589,\n \"type\": \"story\",\n \"by\": \"pasxizeis\",\n \"score\": 25,\n \"descendants\": 4,\n \"time\": 1777711059,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47984589\"\n },\n \"hot_score\": 0.07,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"Show HN: Pollen – distributed WASM runtime, no control plane, single binary\",\n \"url\": \"https://github.com/sambigeara/pollen\",\n \"title_zh\": \"Pollen：分布式 WASM 运行时，无控制平面，单一二进制\",\n \"created_display\": \"Created: Apr 30, 2026 / 06:15 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/1252e4f2975427711351ad1a53d6dc03b8d63abaafc9bd6e52590e3339b25f05/Sambigeara/pollen\",\n \"summary_en\": \"Pollen provides a distributed WebAssembly runtime in a single binary with no central control plane, aiming to reduce orchestration overhead and improve portability across nodes.\",\n \"summary_zh\": \"Pollen 提供一个单一二进制、无中心控制平面的分布式 WASM 运行时，旨在降低编排开销并提升节点间的可移植性。\",\n \"hn\": {\n \"id\": 47961935,\n \"type\": \"story\",\n \"by\": \"sambigeara\",\n \"score\": 115,\n \"descendants\": 54,\n \"time\": 1777554904,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47961935\"\n },\n \"tags\": [\n \"Show HN\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"A more efficient implementation of Shor's algorithm\",\n \"url\": \"https://lwn.net/Articles/1066156/\",\n \"title_zh\": \"更高效的 Shor 算法实现\",\n \"created_display\": \"Created: May 01, 2026 / 00:28 PT\",\n \"image_url\": \"https://static.lwn.net/images/logo/barepenguin-70.webp\",\n \"summary_en\": \"A more efficient implementation of Shor's algorithm advances quantum factoring, potentially requiring fewer qubits or tolerating less error. The development nudges the threshold for breaking certain cryptosystems and underscores the urgency of post-quantum cryptography research.\",\n \"summary_zh\": \"Shor 算法的更高效实现提升了量子因子分解的资源效率，可能用更少的量子比特或更低的误差完成运算。对技术人员而言，这意味着需要更快推进后量子密码学研究。\",\n \"hn\": {\n \"id\": 47972114,\n \"type\": \"story\",\n \"by\": \"signa11\",\n \"score\": 71,\n \"descendants\": 12,\n \"time\": 1777620535,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972114\"\n },\n \"tags\": [\n \"Science\"\n ],\n \"hot_score\": 0.06\n },\n {\n \"title_en\": \"Barman – Backup and Recovery Manager for PostgreSQL\",\n \"url\": \"https://github.com/EnterpriseDB/barman\",\n \"title_zh\": \"Barman：PostgreSQL 备份与恢复管理工具\",\n \"created_display\": \"Created: Apr 29, 2026 / 06:54 PT\",\n \"image_url\": \"https://repository-images.githubusercontent.com/40883045/3075a580-6c0a-11e9-86ec-15c10687b15f\",\n \"summary_en\": \"Barman centralizes PostgreSQL backups and recovery, enabling remote streaming backups, PITR, and automated maintenance across multiple servers. It's a mature option for DB admins seeking auditable, disaster-ready protection in PostgreSQL deployments.\",\n \"summary_zh\": \"Barman 集中管理 PostgreSQL 的备份与恢复，支持远程流式备份、时间点恢复以及跨服务器的自动化运维，帮助运维团队实现可审计、灾难就绪的数据库保护。\",\n \"hn\": {\n \"id\": 47948526,\n \"type\": \"story\",\n \"by\": \"nateb2022\",\n \"score\": 156,\n \"descendants\": 23,\n \"time\": 1777470888,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47948526\"\n },\n \"tags\": [\n \"Programming\",\n \"Open Source\",\n \"Data\"\n ],\n \"hot_score\": 0.05\n },\n {\n \"title_en\": \"Windows quality update: Progress we've made since March\",\n \"url\": \"https://blogs.windows.com/windows-insider/2026/05/01/windows-quality-update-progress-weve-made-since-march/\",\n \"title_zh\": \"Windows 质量更新：自三月以来取得的进展\",\n \"created_display\": \"Created: May 01, 2026 / 14:02 PT\",\n \"image_url\": \"https://blogs.windows.com/wp-content/themes/microsoft-stories-theme/img/theme/logos/windows.jpg\",\n \"summary_en\": \"Microsoft outlines measurable progress in Windows quality updates since March, including reliability fixes and performance improvements. The update cadence shows ongoing patches and testing aimed at stabilizing enterprise and consumer deployments. For IT teams, this signals a maturing quality regime with quicker feedback loops from real-world usage.\",\n \"summary_zh\": \"微软自三月以来在 Windows 质量更新方面取得了可衡量的进展，包括可靠性修复和性能提升。更新节奏强调持续打补丁与测试，致力于稳定企业与消费者部署。对 IT 团队而言，这预示着质量体系日渐成熟，能更快结合实际使用反馈。\",\n \"hn\": {\n \"id\": 47980279,\n \"type\": \"story\",\n \"by\": \"jovial_cavalier\",\n \"score\": 36,\n \"descendants\": 38,\n \"time\": 1777669324,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47980279\"\n },\n \"hot_score\": 0.05,\n \"tags\": [\n \"DevOps\"\n ]\n },\n {\n \"title_en\": \"The USB Situation\",\n \"url\": \"https://randsinrepose.com/archives/the-usb-situation/\",\n \"title_zh\": \"USB 的现状与困境\",\n \"created_display\": \"Created: Apr 29, 2026 / 09:49 PT\",\n \"image_url\": \"https://randsinrepose.com/wp-content/uploads/2026/04/usb-situation.jpg\",\n \"summary_en\": \"A critical look at USB's ecosystem, highlighting design complexity, security issues, and compatibility friction. The piece argues for clearer standards and smarter engineering to reduce pain points for developers and users.\",\n \"summary_zh\": \"深入剖析 USB 生态的设计复杂性、安全问题与兼容性挑战，主张通过更清晰的标准与更智能的工程实践来缓解开发者与用户的痛点。\",\n \"hn\": {\n \"id\": 47950993,\n \"type\": \"story\",\n \"by\": \"herbertl\",\n \"score\": 123,\n \"descendants\": 141,\n \"time\": 1777481353,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47950993\"\n },\n \"tags\": [\n \"Security\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Little magazines are back\",\n \"url\": \"https://wsjfreeexpression.substack.com/p/little-magazines-are-back\",\n \"title_zh\": \"小型杂志正在回归\",\n \"created_display\": \"Created: Apr 30, 2026 / 07:03 PT\",\n \"image_url\": null,\n \"summary_en\": \"A renaissance of small, independent magazines is underway, fueled by digital distribution and niche communities.\",\n \"summary_zh\": \"小型独立杂志正在复兴，借助数字发行与细分读者群找到了可持续性与新受众。\",\n \"hn\": {\n \"id\": 47962681,\n \"type\": \"story\",\n \"by\": \"prismatic\",\n \"score\": 87,\n \"descendants\": 33,\n \"time\": 1777557823,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47962681\"\n },\n \"tags\": [\n \"Culture\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"The IBM Granite 4.1 family of models\",\n \"url\": \"https://research.ibm.com/blog/granite-4-1-ai-foundation-models\",\n \"title_zh\": \"IBM Granite 4.1 系列模型\",\n \"created_display\": \"Created: Apr 30, 2026 / 07:01 PT\",\n \"image_url\": \"https://research.ibm.com/_next/image?url=https%3A%2F%2Fresearch-website-prod-cms-uploads.s3.us.cloud-object-storage.appdomain.cloud%2Fblog_Art_Granitev4_1release_ddf20c71b2.png&w=1200&q=85\",\n \"summary_en\": \"IBM unveils Granite 4.1, a family of foundation models tailored for enterprise AI workloads.\",\n \"summary_zh\": \"IBM 推出 Granite 4.1 系列基础模型，面向企业级 AI 工作负载。文章强调在安全性、治理与对业务场景的适应性方面的改进，显示 IBM 正在以企业就绪的选项参与基础模型市场竞争。\",\n \"hn\": {\n \"id\": 47962645,\n \"type\": \"story\",\n \"by\": \"wglb\",\n \"score\": 72,\n \"descendants\": 9,\n \"time\": 1777557686,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47962645\"\n },\n \"tags\": [\n \"AI\"\n ],\n \"hot_score\": 0.04\n },\n {\n \"title_en\": \"Show HN: DAC – open-source dashboard as code tool for agents and humans\",\n \"url\": \"https://github.com/bruin-data/dac\",\n \"title_zh\": \"Show HN: DAC——代理人与人类的开源仪表板即代码工具\",\n \"created_display\": \"Created: Apr 29, 2026 / 07:37 PT\",\n \"image_url\": \"https://opengraph.githubassets.com/7a27e79693dc3c861dc9dc8b8c78ecee3339fcc5e05bac69b608757dcc3b8bcb/bruin-data/dac\",\n \"summary_en\": \"DAC is an open-source tool that treats dashboards as code, enabling agents and humans to collaborate on dashboards programmatically. It emphasizes reproducibility and automation in analytics workflows.\",\n \"summary_zh\": \"DAC 是一个开源工具，将仪表板视为代码，使代理人与人类能够以编程方式协作创建仪表板，强调分析工作流的可重复性与自动化。\",\n \"hn\": {\n \"id\": 47949066,\n \"type\": \"story\",\n \"by\": \"karakanb\",\n \"score\": 102,\n \"descendants\": 32,\n \"time\": 1777473440,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47949066\"\n },\n \"tags\": [\n \"Show HN\",\n \"Open Source\",\n \"Data\"\n ],\n \"hot_score\": 0.03\n },\n {\n \"title_en\": \"When Dawkins met Claude – Could this AI be conscious?\",\n \"url\": \"https://unherd.com/2026/04/is-ai-the-next-phase-of-evolution/\",\n \"title_zh\": \"当 Dawkins 遇见 Claude：这 AI 会有意识吗？\",\n \"created_display\": \"Created: May 01, 2026 / 01:36 PT\",\n \"image_url\": \"https://unherd.com/wp-content/uploads/2026/04/image-1.jpg\",\n \"summary_en\": \"Considers whether Claude-like AI could be conscious, using Dawkins’ ideas about biology and evolution to frame the debate. It weighs traditional markers of consciousness against modern AI behavior and capabilities. The piece prompts readers to reflect on what genuine awareness in AI would entail and why it matters.\",\n \"summary_zh\": \"通过将道金斯的生物与进化观念引入，探讨像 Claude 这样的 AI 是否可能具备意识。对比传统意识标志与当代 AI 行为及能力，思考若 AI 真正具备意识需要具备哪些条件以及这对现实意义。\",\n \"hn\": {\n \"id\": 47972481,\n \"type\": \"story\",\n \"by\": \"pentestercrab\",\n \"score\": 28,\n \"descendants\": 135,\n \"time\": 1777624579,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47972481\"\n },\n \"hot_score\": 0.02,\n \"tags\": [\n \"AI\",\n \"Science\"\n ]\n },\n {\n \"title_en\": \"Because It Doesn't Have To\",\n \"url\": \"https://blog.computationalcomplexity.org/2026/04/because-it-doesnt-have-to.html\",\n \"title_zh\": \"并非一定要这样\",\n \"created_display\": \"Created: Apr 29, 2026 / 09:42 PT\",\n \"image_url\": \"https://resources.blogblog.com/img/icon18_email.gif\",\n \"summary_en\": \"Not all problems demand complex solutions; this piece argues for embracing simpler, correct approaches when appropriate.\",\n \"summary_zh\": \"并非所有问题都需要复杂解法；在合适情形下，应采用简单而正确的解决方案。\",\n \"hn\": {\n \"id\": 47950880,\n \"type\": \"story\",\n \"by\": \"zdw\",\n \"score\": 44,\n \"descendants\": 12,\n \"time\": 1777480933,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47950880\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Programming\"\n ]\n },\n {\n \"title_en\": \"San Francisco streets with confusingly similar names\",\n \"url\": \"https://j-nelson.net/san-francisco-streets-with-similar-names/\",\n \"title_zh\": \"旧金山街道名称混淆引发的困扰\",\n \"created_display\": \"Created: Apr 30, 2026 / 15:25 PT\",\n \"image_url\": \"https://j-nelson.net/wp-content/uploads/2026/04/maxresdefault.jpg\",\n \"summary_en\": \"The piece catalogs San Francisco streets with highly similar names, leading to navigation errors and misrouting. It highlights how tiny naming overlaps expose larger challenges in mapping, postal routing, and emergency response. The takeaway is a push toward clearer geospatial labeling and potential naming reforms in dense urban areas.\",\n \"summary_zh\": \"文章整理了旧金山多处名称极为相似的街道，导致导航错误和路由混乱。暴露出地图、邮政投递以及应急响应在命名密集城市中的协作难题。核心要点在于提升地理信息标注的清晰度，并考虑对高密度城市的命名改革。\",\n \"hn\": {\n \"id\": 47969045,\n \"type\": \"story\",\n \"by\": \"SeenNotHeard\",\n \"score\": 22,\n \"descendants\": 29,\n \"time\": 1777587916,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47969045\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Data\"\n ]\n },\n {\n \"title_en\": \"Simple and correct snapshot isolation\",\n \"url\": \"https://remy.wang/blog/si.html\",\n \"title_zh\": \"简单且正确的快照隔离\",\n \"created_display\": \"Created: Apr 30, 2026 / 16:54 PT\",\n \"image_url\": \"https://remy.wang/blog/assets/si1.svg\",\n \"summary_en\": \"Explores a straightforward approach to achieving snapshot isolation with correctness guarantees, avoiding common concurrency pitfalls. The discussion offers practical design decisions for robust transactional systems. The takeaway is that simplicity can coexist with correctness in isolation levels.\",\n \"summary_zh\": \"探讨实现快照隔离的简洁方法，并确保正确性，避免常见的并发问题。讨论提供了在事务系统中实现稳健隔离性的实际设计要点。核心结论是简单性可与正确性共存。\",\n \"hn\": {\n \"id\": 47969850,\n \"type\": \"story\",\n \"by\": \"remywang\",\n \"score\": 20,\n \"descendants\": 1,\n \"time\": 1777593276,\n \"comments_url\": \"https://news.ycombinator.com/item?id=47969850\"\n },\n \"hot_score\": 0.01,\n \"tags\": [\n \"Programming\"\n ]\n }\n ]\n}"}}}} |