1. 求職者紛紛放棄:勞動力參與率降至50年來最低水平 Job seekers giving up: Labor force participation falls to lowest in 50 years (www.cnbc.com)
2. JEP 539:JVM 中的嚴格字段初始化已進入預覽階段 JEP 539: Strict Field Initialization in the JVM moved to preview (openjdk.org)
4. 克勞德的“AskUserQuestion”問題:“60秒後無響應——未獲答覆便繼續執行” Claude''s AskUserQuestion: "No response after 60s – continued without an answer" (github.com)
6. 《克拉拉與太陽》徵文比賽——獎金1000美元——允許使用AI Klara and the Sun Essay Contest – 1k Prize – AI Use Allowed (willpenman.com)
11. VictoriaLogs 如何以列式佈局存儲日誌 How VictoriaLogs Stores Your Logs in a Columnar Layout (victoriametrics.com)
12. 美國政府目前已成為26家公司的股東 The US Government Is Now a Shareholder in 26 Companies (moeonmargin.substack.com)
13. 一位前微軟開發者開發了一個2.5KB的“記事本”克隆版 Former Microsoft dev built a 2.5KB Notepad clone (theguptalog.blogspot.com)
15. Show HN: QUALITY.md – 開放格式/規範、代理技能和命令行界面 QUALITY.md – open format/specification, agent skill, and CLI (getquality.md)
16. 歐盟法院允許對轉發RT視頻的行為提起刑事訴訟 EU Court of Justice allows criminal prosecution for reposting RT videos (tass.com)
17. 24位/192kHz音樂下載及其毫無意義之處 24-bit/192kHz music downloads and why they make no sense (people.xiph.org)
19. 西班牙下令將帕蘭蒂爾列入公共和私營企業的“黑名單” Spain Orders Blacklist of Palantir from Public and Private Companies (clashreport.com)
21. 從 Linux 6.9 開始,LUKS 掛起模式不再從內存中清除磁盤加密密鑰 Since Linux 6.9, LUKS suspend stopped wiping disk-encryption keys from memory (mathstodon.xyz)
22. 畫布上的自然史:布魯蓋爾知道有種食鳥的大耳蝠 Natural history on canvas: Brueghel knew about bird-eating noctule bats (www.pnas.org)
23. PeerTube 是一個免費、去中心化且採用聯合架構的視頻平臺 PeerTube is a free, decentralized and federated video platform (github.com)
25. 日本最高法院裁定:人工智能不能作為專利申請的發明人 AI Can''t Be Listed as Inventor on Patent Applications, Japan''s Top Court Rules (japannews.yomiuri.co.jp)
26. Show HN: 一款可在瀏覽器中生成矢量PDF的方格紙生成器 A graph paper generator that renders vector PDFs in the browser (freegraphpaper.net)
27. “雞蛋大盜”團伙通過壟斷定價獲利,金額是他們剛剛繳納的罰款的一千倍 The Egg Bandits Made a Thousand Times the Fine They Just Paid for Price Fixing (www.thebignewsletter.com)
28. 比較《Fable》與其他10個大型語言模型(LLM)在重構LangGraph“god”節點方面的表現 Comparing Fable and 10 other LLMs on refactoring a LangGraph god node (wtf.korridzy.com)
29. Show HN: 一款基於嵌入模型檢測非精確代碼重複的命令行工具 CLI tool for detecting non-exact code duplication with embedding models (github.com)
30. Show HN: “郵件回憶”——一款從Gmail中恢復照片的桌面應用 Mail Memories – A desktop app to rescue photos from Gmail (mailmemories.com)
33. 在歐盟尋求技術自主之際,德國英飛凌投產大型芯片工廠 Germany’s Infineon opens major chip plant as EU seeks tech autonomy (www.rfi.fr)
36. 德國紐扣製造商曾在美國中西部河流中搜尋珍貴的貝殼 German Button Maker Searched Rivers of American Midwest for Valuable Shells (www.smithsonianmag.com)
37. 一塊會預先登記投注的人工智能棋盤——第1注剛被判定為錯誤 An AI board that pre-registers its bets – bet #1 just graded wrong (github.com)
38. 在算法和人工智能時代,傳統媒體能否成為民主的守護者? In the age of algorithms and AI, is traditional media democracy''s defence? (www.martenscentre.eu)
40. Show HN: Claudoro,嵌入在 Claude Code 狀態欄中的番茄鍾計時器 Claudoro, Pomodoro timer embedded in the Claude Code statusline (github.com)
41. 一篇關於AI假新聞的文章,抱怨AI假新聞正在扼殺真實新聞 AI fake news complaining about how AI fake news is the death of real news (www.niemanlab.org)
42. 一層就夠了嗎?單層Transformer即可實現與全參數強化學習模型相當的訓練效果 Is One Layer Enough? A Single Transformer Layer Matches Full-Parameter RL Train (arxiv.org)
43. 卡普:Anthropic/OpenAI 正在竊取客戶的知識產權,且其代幣價值較低 Karp: Anthropic/OpenAI are stealing customer IP and their tokens have low value (twitter.com)
44. 利用面向切面的編程記錄DRL代理的數據 Using Aspect-Oriented Programming to Record DRL Agents'' Data (blog.ptidej.net)
48. 為何我不得不告別:谷歌管理層已迷失道德方向 Why I''m Forced to Say Farewell: Google Management Has Lost Its Moral Compass (docs.google.com)
49. WinPE 作為 Windows 驅動程序測試和模糊測試的無狀態測試平臺 WinPE as a stateless harness for Windows driver testing and fuzzing (bednars.me)
50. OpenAI:正就向美國政府轉讓5%股權進行初步磋商 OpenAI: In early talks to give 5% stake to US Government (www.theguardian.com)
52. 英偉達為初創企業客戶提供以計算能力換取收益分成的機會 Nvidia offers startup customers chance to swap compute power for revenue share (www.cnbc.com)
59. MarketFish——在產品上線前,模擬一個擁有128名AI消費者的市場 MarketFish – Simulate a market with 128 AI consumers before you launch (github.com)
60. 非對稱量化:實現近無損檢索,同時將存儲空間減少97% Asymmetric Quantization: Near-Lossless Retrieval with 97% Storage Reduction (www.mixedbread.com)
61. 指標出錯了:開發者感覺AI讓速度提高了20%,實際測量結果卻慢了19% The gauge broke: devs felt 20% faster with AI, measured 19% slower (intrepidkarthi.com)
62. 愛斯基摩人奎恩的智慧(蘋果開發者技術支持工程師) The Wisdom of Quinn the Eskimo (Apple Developer Technical Support Engineer) (github.com)
64. Kimi K2.7 Code 已在 GitHub Copilot 上正式發佈 Kimi K2.7 Code is generally available in GitHub Copilot (github.blog)
69. Show HN: Meow——第四個也是最後一個 JavaScript 運行時和工具鏈 Meow – The 4th and final JavaScript runtime and toolchain (meow.style)
71. Senior SWE-Bench:一款用於評估代理作為高級工程師表現的開源基準測試工具 Senior SWE-Bench: open-source benchmark that assesses agents as senior engineers (senior-swe-bench.snorkel.ai)
74. Show HN: Unobin 將“基礎設施即代碼”編譯為一個二進制文件 Unobin compiles Infrastructure as Code to one binary (cloudboss.co)
77. 運行 Windows 3.1 的 PC 上的 Visual Basic Visual Basic on the PC with Windows 3.1 (stonetools.ghost.io)
79. 數以十億計的劑量接種後:全球評估證實mRNA疫苗安全有效 Billions of doses later: Global review confirms mRNA vaccines safe and effective (news.ubc.ca)
80. Meta 限制內部 AI 代幣支出,因 2026 年相關成本將接近數十億 Meta Caps Internal AI Token Spending After Costs Approach Billions in 2026 (mlq.ai)
81. Show HN: 《Curvytron 2》:時隔10年,我重寫了我的瀏覽器派對遊戲 Curvytron 2, I rewrote my browser party game, 10 years later (curvytron2.com)
83. 袋熊是如何排出方塊狀糞便的?科學家揭開了這一謎團 How do wombats poop cubes? Scientists get to the bottom of the mystery (www.science.org)
84. 開放“零知識證明”技術,以促進年齡驗證中的隱私保護 Opening up ''Zero-Knowledge Proof'' technology to promote privacy in age assurance (blog.google)
85. 身體健康但久坐不動的人群表現出細胞能量生成能力的早期下降 Healthy but Sedentary People Show Early Decline in Cellular Energy Production (news.cuanschutz.edu)
87. 美國聯邦政府正在積極招聘“負責決定禁止哪些模型的人員” US feds are actively hiring "person who decides which models to ban" (www.usajobs.gov)
90. 《GNU Emacs 架構:揭秘核心》[pdf] The GNU Emacs Architecture: Unlocking the Core [pdf] (www.diva-portal.org)
91. 每秒百萬次請求的客戶端負載均衡 Client-side load balancing at a million requests per second (engineering.zalando.com)
92. Show HN: Cyclearchive.com – 搜索復古自行車雜誌 Cyclearchive.com – search vintage cycling magazines (cyclearchive.com)
94. Proliferate(YC S25)正在招聘,以構建開源項目 Codex Proliferate (YC S25) is hiring to building open source Codex (www.ycombinator.com)
96. 日本擁有全球100年企業總數的41%——1447年長盛不衰的秘訣 Japan has 41% of the 100-year companies – secrets of 1,447-year survival (www.j-times.org)
97. OpenWiki:一款用於編寫和維護代碼庫代理文檔的命令行工具 OpenWiki: CLI that writes and maintains agent documentation for your codebase (github.com)
98. Fable 將 NanoClaw 的代理工廠開源了。這花了 800 美元。 Fable open sourced NanoClaw''s agent factory. It cost 800 (twitter.com)
103. Show HN: 由員工所有制合作社提供的2.2萬餘種產品的可搜索目錄 Searchable directory of 22k products from worker-owned co-ops (www.workerowned.info)
106. 大多數重寫都是為了滿足工程師的需求,而不是為了滿足業務需求 Most rewrites serve the engineer, not the business (anatoliybabushka.com)
109. Show HN: Z-Jail——一個130 KB的Linux沙箱(C99),具備7層防禦機制且無依賴 Z-Jail – A 130 KB Linux sandbox-C99 with 7 defense layers and zero deps (github.com)
112. 2000年至2019年期間與環境溫度不適宜相關的死亡率 Mortality associated with non-optimal ambient temperatures from 2000 to 2019 (www.researchgate.net)
113. Weave Robotics 推出 Isaac 1,這是一款售價 7,999 美元的家用機器人,將於 2026 年秋季開始交付 Weave Robotics launches Isaac 1, a 7,999 home robot with fall 2026 deliveries (runtimewire.com)
114. 追蹤 OPNsense 遠程代碼執行漏洞:我首個 CVE 背後的故事 Chasing the OPNsense RCE: The Story Behind My First CVEs (hackerask.com)
115. 一個完整的 ClickHouse OLAP 引擎,已編譯為 WebAssembly A complete ClickHouse OLAP engine, compiled to WebAssembly (wasm.chdb.io)
117. Show HN: 基於源分類賬行和字節級精確PDF驗證的LIBR追蹤 LIBR tracing with source ledger rows and byte-exact PDF verification (exitprotocols.com)
122. Show HN: AnalystAIPack——118種可用於惡意軟件分析和逆向工程的可運行代理技能 AnalystAIPack – 118 runnable agent skills for malware analysis and RE (meltedinhex.com)
124. Show HN: Morph Reflexes——用於代理軌跡的多頭分類器 Morph Reflexes – Multi-head classifiers for agent traces (news.ycombinator.com)
125. Show HN: Pglayers——可堆疊的 Docker 層形式的 PostgreSQL 擴展 Pglayers – PostgreSQL extensions as stackable Docker layers (github.com)
129. Meta試圖駁回美國各州關於Facebook和Instagram導致兒童成癮的指控,但未獲成功 Meta loses bid to dismiss US states'' claims that FB, Instagram addict children (www.reuters.com)
131. Show HN: GolemUI——JavaScript 表單的新範式 GolemUI – The new paradigm for JavaScript forms (golemui.com)
135. 蘋果“隱藏我的電子郵件”漏洞導致用戶真實電子郵件地址洩露 Apple ''Hide My Email'' Vulnerability Reveals Peoples'' Real Email Addresses (easyoptouts.com)
136. 修復 Kubernetes 1.36 中的 kubelet 內存洩漏問題 Fixing a kubelet memory leak in Kubernetes 1.36 (heyoncall.com)
137. Show HN: PMB——用於編碼代理的本地內存,可顯示其是否已被使用 PMB – local memory for coding agents that shows if it is used (pmbai.dev)
142. SpudCell:首個具有完整細胞週期的合成細胞 SpudCell: The first synthetic cell with a complete cell cycle (biotic.org)
144. 這個細胞會攝取營養、生長和繁殖,而且它是人造的 This Cell Feeds, Grows and Reproduces. and It''s Manmade (www.nytimes.com)
145. 索尼刪除了551部PlayStation用戶已付費購買的電影 Sony Deletes 551 Movies PlayStation Owners Paid For (reclaimthenet.org)
146. 首次,一個從零開始構建的細胞實現了生長和分裂 For First Time, a Cell Built from Scratch Grows and Divides (www.quantamagazine.org)
148. 您孩子的校車即將變成一輛四處巡邏的監控車 Your Kids'' School Bus Is About to Become a Roaming Surveillance Vehicle (www.thedrive.com)
151. Show HN: Frond——適用於您應用依賴關係圖的前端運行時 Frond – a frontend runtime for your app''s dependency graph (frondruntime.dev)
152. Launch HN: Parsewise (YC P25) – 通過 API 實現跨文檔推理 Parsewise (YC P25) – Reason Across Documents with an API (news.ycombinator.com)
155. Manufact (YC S25) 正在舊金山招聘一名開發者倡導專員 Manufact (YC S25) Is Hiring a Developer Advocate in SF (www.ycombinator.com)
156. 利用 FPChecker 進行編譯器輔助的浮點錯誤分析與性能分析 Compiler-Assisted Floating-Point Error Analysis and Profiling with FPChecker (fpanalysistools.org)
157. 從2028年1月起,索尼將不再生產PlayStation遊戲光盤 Sony will no longer produce discs for PlayStation games starting in January 2028 (www.eurogamer.net)
158. 華盛頓特區律師協會拒絕就羅伯茨首席大法官卷入的1000萬美元醜聞展開調查 The DC Bar Is Refusing to Investigate Chief Justice Roberts over a 10M Scandal (cmarmitage.substack.com)
159. PlayStation平臺的新遊戲實體光盤將於2028年1月停止生產 Physical disc production ending in Jan 2028 for new games on PlayStation (blog.playstation.com)
162. 瑞典法院裁定谷歌需向Klarna支付15億美元的反壟斷賠償金 Swedish court says Google is to pay 1.5B to Klarna in antitrust damages (www.reuters.com)
165. 單次給藥源自青蛙的腸道細菌,可100%清除小鼠體內的腫瘤 Single Dose of Frog-Derived Gut Bacterium Eradicates 100% of Tumors in Mice (www.thefocalpoints.com)
166. 混淆:打造密碼學的終極BOSS(第一部分) Obfuscation: Building the final boss of cryptography (Part I) (vitalik.eth.limo)
169. Pine64推出面向Home Assistant愛好者的50美元智能音箱 Pine64 launch 50 smart speaker for Home Assistant tinkerers (www.omgubuntu.co.uk)
170. Dexter(YC F24)正在柏林招聘一名創始工程師 Dexter (YC F24) Is Hiring a Founding Engineer in Berlin (news.ycombinator.com)
172. 將韓國首臺個人電腦“SE-8001”列為國家重要文物 Register Korea''s First PC ''SE-8001'' as a National Important Material (www.dongascience.com)
173. Godot 將不再接受由 AI 編寫的代碼貢獻 Godot will no longer accept AI-authored code contributions (www.pcgamer.com)
174. 谷歌的新版 reCAPTCHA 需要訪問你的攝像頭,並採集你手的 21 個特徵點 Google''s New reCAPTCHA Wants Your Camera Access and 21 Points of Your Hand (reclaimthenet.org)
176. 用硫化鎘光電池自制晶體管(2009) Homemade Transistor from Cadmium Sulfide Photocell (2009) (sparkbangbuzz.com)
177. Meta 正在為智能眼鏡添加速率限制和軟付費牆 Meta is adding rate limits and soft paywall to smart glasses (www.theverge.com)
180. 矩陣正交化可提升遞歸模型的記憶能力 Matrix Orthogonalization Improves Memory in Recurrent Models (ayushtambde.com)
182. Pystd,功能大致相似,但編譯時間僅為其一小部分 Pystd, similar-ish functionality with a fraction of the compile time (nibblestew.blogspot.com)
183. 採用人工智能的企業在採用後的兩年內員工人數增長了10% Firms that adopt AI grow headcount 10% over the two years following adoption (ramp.com)
188. 從 Julia 到 Rust:用於科學計算的可微張量堆棧 From Julia to Rust: a differentiable tensor stack for scientific computing (tensor4all.org)
196. Anthropic將於明天起恢復《Claude Fable 5》和《Mythos 5》的訪問權限 Anthropic to restoring access to Claude Fable 5 and Mythos 5 from tomorrow (xcancel.com)
197. 美國商務部已解除對“克勞德·法布爾5號”和“米索斯5號”的出口管制 Department of Commerce has lifted export controls on Claude Fable 5 and Mythos 5 (twitter.com)
202. Hatari——在線 Atari ST/STE/TT/Falcon 模擬器 Hatari – Online Atari ST/STE/TT/Falcon Emulator (hatari.frama.io)
204. Ask HN: Craigslist的首頁從什麼時候開始用表情符號了? Since when does Craigslist''s front page have emojis? (news.ycombinator.com)
206. Ante:一種將借用檢查與引用計數相結合的新方法 Ante: A new way to blend borrow checking and reference counting (verdagon.dev)
207. 瞭解“格子風險”:營銷與現實之間的諸多差異 Understanding lattice risks: Many differences between marketing and reality (blog.cr.yp.to)
211. Meta的腦部掃描系統能夠以非侵入式方式解讀句子,代碼已開源 Meta''s brain-scanning system reads sentences non-invasively, code open source (ai.meta.com)
214. 東京只有兩家大麥茶生產商,我們走訪了其中一家,瞭解大麥茶的製作過程 Tokyo has only two barley tea makers, we visited one to see how mugicha is made (soranews24.com)
221. 歐洲核子研究組織(CERN)與大型強子對撞機(LHC)告別,進入第三次長期停機期 CERN bids farewell to the LHC and enters Long Shutdown 3 (home.cern)
223. 解讀 Postgres 的內部機制:數據庫集群、數據庫和表 Reading the internals of Postgres: Database cluster, databases, and tables (www.buraksen.dev)
229. Show HN: 我製作了一份包含3400家願意接收冷郵件的風投公司的熱力圖 I made a heatmap of 3400 VCs who are open to cold emails (apparent.social)
230. 矩陣 URI,一種由蒂姆·伯納斯-李提出的 URL 語法,但最終未被採用(1996 年) Matrix URIs, a URL syntax from Tim Berners-Lee that never shipped (1996) (www.w3.org)
231. Tell HN: 在 iOS 上安裝 Cursor 會不可逆地更改您的隱私設置 Installing Cursor on iOS irreversibly changes your privacy settings (news.ycombinator.com)
232. 亞馬遜賣家揭露了罕見的“影子行賄”市場一角 Amazon Seller Reveals Rare Glimpse of Shadow Bribery Market (www.bloomberg.com)
241. 報告稱,加密貨幣公司迄今已在2026年美國大選上花費了1.89億美元 Crypto firms have spent 189M so far on 2026 US election, report says (www.reuters.com)
242. 歐盟委員們關掉了員工的空調,卻讓自己的空調繼續開著 EU commissioners shut down air conditioning for employees, leave theirs on (www.politico.eu)
243. 寶馬iX5憑藉460千瓦的充電功率和435英里的續航里程,讓競爭對手望塵莫及 BMW iX5 Blows Away the Competition with 460-KW Charging, 435-Mile Range (insideevs.com)
244. 擁有37個數據中心的縣呼籲學校“節約用電” County with 37 Data Centers Asks Schools to ''Conserve Electricity'' (www.404media.co)
246. 詐騙分子兜售由人工智能生成的、並不存在的稀有花卉種子 Scammers Sell Seeds for Exotic AI-Generated Flowers That Don''t Exist (www.404media.co)
247. 美國勞動收入份額已降至戰後最低水平 The labor share of income in the US is at its lowest post-war level (libertystreeteconomics.newyorkfed.org)
250. 最高法院維持了對“出生公民權”的寬泛解釋 Supreme Court upholds broad conception of birthright citizenship (apnews.com)
251. 請注意,Claude Code 會刪除超過 30 天的對話記錄。Anthropic 不會修復這個問題。 Beware, Claude Code deletes 30 day old transcripts. Anthropic won''t fix it (github.com)
253. 語言是意識的副產品。對於大型語言模型(LLMs)而言,情況恰恰相反。 Words Are a Byproduct of Consciousness. For LLMs, It''s Backwards (ranpara.net)
257. 微軟揭示了為何在關閉應用程序後,Windows 11 仍會提示文件正在使用中 Microsoft reveals why Windows 11 keeps saying a file is in use after closing app (www.windowslatest.com)
258. 《大眾非理性的狂熱與群體的瘋狂》 Memoirs of Extraordinary Popular Delusions and the Madness of Crowds (www.gutenberg.org)
260. Zluda 6 版本發佈(可在非英偉達 GPU 上運行未經修改的 CUDA 應用程序) Zluda 6 release (run unmodified CUDA applications on non-Nvidia GPUs) (vosen.github.io)
262. 美國大使指使比利時警方阻止了我們的報道 The US ambassador had Belgian police stop our reporting (europeancorrespondent.com)
263. 寶麗來剛剛發佈了今年最具標誌性的反AI廣告 Polaroid just dropped the most iconic anti-AI ad of the year (www.creativebloq.com)
265. 索尼從用戶庫中刪除了數字內容;這提醒我們,我們購買的內容並不真正屬於我們 Sony erases digital content from libraries; reminded we don''t own what we buy (arstechnica.com)
266. 解析,而非驗證——在一種不希望你這樣做的語言中 Parse, Don''t Validate – In a Language That Doesn''t Want You To (cekrem.github.io)
268. 運動強度對健康老年人體成分的影響 Exercise intensity influences body composition in healthy older adults (www.maturitas.org)
270. 我花了6天時間開發自己的VDOM庫,因為我非常討厭React處理備忘錄的方式 I spent 6 days building my VDOM library as I hated how React handles memo (vflash.github.io)
272. 在沒有任何硬件經驗的情況下,從零開始組裝一架定製八旋翼無人機 Building a custom octocopter from scratch with no prior hardware experience (karolina.mgdubiel.com)
274. 全局分佈式數據庫中的邏輯時鐘、物理時鐘與一致性快照 [pdf] Logical Physical Clocks and Consistent Snapshots in Globally Distributed DB [pdf] (cse.buffalo.edu)
280. 一項研究表明,如果沒有夏令時,大多數美國人的健康狀況會更好 Study suggests most Americans would be healthier without daylight saving time (med.stanford.edu)
285. 艾倫·凱論“面向對象編程”的含義(2003) Alan Kay on the meaning of "object-oriented programming" (2003) (notes.shixiangxi.com)
291. LongCat-2.0,一款總參數為1.6T、活躍參數為48B的大規模MoE模型 LongCat-2.0, a large-scale MoE model with 1.6T total and 48B Active (longcat.chat)
293. Fil-C 中的內存安全上下文切換(longjmp、setjmp) Memory Safe Context Switching (longjmp, setjmp) in Fil-C (fil-c.org)
295. 開放內存協議——Claude、ChatGPT 和 Curso 的統一內存存儲 Open Memory Protocol – One Memory Store for Claude, ChatGPT, Curso (github.com)
297. 你真的不應該把錯誤直接複製粘貼到Claude Code裡 You really shouldn''t copy-paste errors into Claude Code (home.robusta.dev)
299. 韓國將斥資1萬億美元擴大內存芯片產能並發展類人機器人 South Korea to spend 1T on more memory chip production and humanoid robots (arstechnica.com)