1. Ask HN: 在现实世界的工作流程中，具有能动性的人工智能存在哪些最大局限？ What are the biggest limitations of agentic AI in real-world workflows? (news.ycombinator.com)
2. Ask HN: 采用编码原则的全球性AGENTS.md方案是否合理？ Do global AGENTS.md with coding principles make sense? (news.ycombinator.com)
3. Tadpole 网页抓取语言 0.2.0 – 复杂控制流、隐蔽性及其他新特性 Tadpole the Language for Scraping 0.2.0 – Complex Control Flow, Stealth and More (news.ycombinator.com)
5. Ask HN: 2026年有哪些活跃的IRC服务器/频道？ What are some active IRC servers/channels in 2026? (news.ycombinator.com)
8. Ask HN: 如果你需要在一周内赚到1000美元，你会采取什么策略？ If you needed to make 1000 in a week, what would be your strategy? (news.ycombinator.com)
9. 你会用这个吗？反订阅网页应用的激情项目 Would you use this? Anti-subscription web app passion project (news.ycombinator.com)
11. Ask HN: 在盲测编码测试中，你能仅凭直觉就识别出大型语言模型吗？ In a blind coding test, could you identify an LLM strictly off vibes? (news.ycombinator.com)
12. Ask HN: 最近还有其他人觉得Claude的代码质量下降了吗？ Has Claude Code quality dropped recently for anyone else? (news.ycombinator.com)
13. Cisco_Meraki_Bypass.ps1 – 无头设备上的强制登录页面处理方案 Cisco_Meraki_Bypass.ps1 – Dealing with captive portals on headless devices (news.ycombinator.com)
14. Tell HN: 在基于Debian的发行版中，Microsoft Edge会自行销毁更新程序 Microsoft Edge self-destroys updating it in Debian based distros (news.ycombinator.com)
15. 基于人工智能的Git命令行工具，可自动生成提交信息 AI-powered Git CLI that generates commit messages automatically (news.ycombinator.com)
16. Ask HN: 用电脑写信后，如何以最理想的方式进行实体"打印"？ Best way to physically "type" letters written with a computer? (news.ycombinator.com)
19. Open Claw 旨在支持自主托管。请停止共享您的私有凭证。 Open Claw is meant to be self hosted. Stop sharing your private credentials (news.ycombinator.com)
20. Ask HN: 为什么我们需要像8sleep这样的产品？盖着被子睡觉不自然吗？ Why do we need things like 8sleep? Is sleeping with blankets unnatural? (news.ycombinator.com)
21. Grok人工智能视频的道德替代方案——有什么推荐吗？ Ethical Alternative to Grok''s AI Video – Recommendations? (news.ycombinator.com)
22. Ask HN: 是否存在任何机制，能够构建仅限人工智能的服务来过滤掉人类？ Any mechanism to build for AI-only services to filter off human? (news.ycombinator.com)
25. Ask HN: 关于AGI之后理论STEM研究现状的预测 Predictions on the state of theoretical STEM research post-AGI (news.ycombinator.com)
26. 测试管理即代码（TMaC）：这是否是继万物即代码之后的下一次变革？ Test Management as Code (TMaC): Is This the Next Shift After Everything as Code? (news.ycombinator.com)
30. 我构建了一套免费的合成监控套件（基于Playwright） I built a free synthetic monitoring suite (Playwright based) (news.ycombinator.com)
31. 创意档案库——一个非营利性创意图书馆，收录源自信息流的灵感火花 The Idea Archive – a non-profit library for ideas born in feeds (news.ycombinator.com)
33. 我开发了一个在Reddit上查找用户的工具。它在一周内为我找到了40个用户。 I built a tool to find users on Reddit. It found me 40 users in a week (news.ycombinator.com)
34. 如果阿尔特曼能与路西法进行一对一会面，他完全可以亲自招募这位魔君。 Altman can recruit lucifer himself if he had a 1on1 meeting with him (news.ycombinator.com)
38. 在澳大利亚搜索"Polymarket"会直接跳转到非广告加密骗局 Googling "Polymarket" in Australia leads straight to non-ad crypto scam (news.ycombinator.com)
39. 我厌倦了照看克劳德，于是打造了一个人工智能代理，让它在我的笔记本电脑上全天候运行。 I got tired of babysitting Claude,so I built AI agent that run on my laptop 24/7 (news.ycombinator.com)
40. 在MacBook合盖状态下保持截图/自动化功能正常运行 Keep screenshots/automation working while the MacBook lid is closed (news.ycombinator.com)
41. 在菲律宾推出《书评》——发现用户希望内容深度提升三倍 Launched Book Digest on PH – learned that users want 3x more depth (news.ycombinator.com)
42. Ask HN: OpenClaw是开创性的成就、高度实用的产品，还是两者兼具？ Is OpenClaw a groundbreaking feat, a highly useful product or both? (news.ycombinator.com)
43. 既然他们只是窃取你的数据，你为什么还要使用GitHub？ Why do you use GitHub when they just steal your data? (news.ycombinator.com)
46. 山姆大叔——通过代理——需要你。老大哥也需要你。 Uncle Sam – By Proxy – Wants You. Big Brother Does, Too (news.ycombinator.com)
47. R.A.T.A. v3：在Solana上实现3.12亿：1的信息密度 R.A.T.A. v3: Achieving 312M:1 Information Density on Solana (news.ycombinator.com)
48. Restty libghostty-vt、text-shaper 和 WebGPU Restty libghostty-vt and text-shaper and WebGPU (news.ycombinator.com)
51. Ask HN: 最佳的实时本地语音合成解决方案是什么？实时通话翻译 What''s the best realtime, local, TTS solution? Live call interpretation (news.ycombinator.com)
52. Neural Web更名为Larkos，修复与改进 Neural Web renamed to Larkos, fixes and improvements (news.ycombinator.com)
56. 测试结果不稳定并非测试问题，而是你破坏了反馈循环 Flaky Tests Are Not a Testing Problem. They''re a Feedback Loop You Broke (news.ycombinator.com)
58. Doom Emacs 套件：适用于 Buf 工具链的即用型配置 Doom Emacs package: ready to use configuration for Buf toolchain (news.ycombinator.com)
59. Ask HN: 2026年如何在没有AI功能的情况下销售SaaS？ How to sell SaaS without AI features in 2026? (news.ycombinator.com)
62. Ask HN: 如何通过SPDIF适配器控制macOS上的音量？ How to control the sound volume on macOS with a SPDIF Adapter? (news.ycombinator.com)
63. 人工智能时代之后，哪些网络业务仍能持续盈利？ What web businesses will continue to make money post AI? (news.ycombinator.com)
64. Ask HN: 是否应将ArchWiki更名为LinuxWiki（或类似名称）？ Should the ArchWiki be renamed to the LinuxWiki (or something similar)? (news.ycombinator.com)
65. Ask HN: 距离Reddit强制实施人工审核还有多久？ How much longer until human verification on HN is mandatory? (news.ycombinator.com)
68. 人工智能带来的生产力提升在您工作的地方是否难以推广？ Are productivity gains due to AI hard-sell where you work? (news.ycombinator.com)
69. 您过去构建的哪些应用程序可以迁移到Agentic架构？ Which past applications you built can be migrated to Agentic architecture? (news.ycombinator.com)
70. 协助追回被盗比特币——美国情报网络专家 Help Recover Your Stolen Bitcoin – USA Intelligence Cyber Wizard (news.ycombinator.com)
72. Ask HN: 如何在无需强制开发者验证的情况下对抗安卓恶意软件？ How to combat Android malware without mandatory developer verification? (news.ycombinator.com)
73. Ask HN: 近期大型语言模型编码能力激增的原因是什么？ What explains the recent surge in LLM coding capabilities? (news.ycombinator.com)
74. 我将达里奥·阿莫代的哲学体系化为一本开源书籍 I structured Dario Amodei''s philosophy into an open-source book (news.ycombinator.com)
75. Ask HN: 想改用“功能机”。如何实现转换？ Want to move to use a "dumb" phone. How to make the switch? (news.ycombinator.com)
76. 加密资产追踪专家——情报网络奇才 Crypto Asset Tracing Specialists – Intelligence Cyber Wizard (news.ycombinator.com)
77. Pixeen——AI海报设计应用，支持海报内文字编辑 Pixeen – AI graphic design app that gives editable text in posters (news.ycombinator.com)
79. OpenAI停用GPT-4o及拥有AI伴侣的机会，子版块崩溃 Subreddit collapses as OpenAI retires GPT-4o and the chance to have an AI lover (news.ycombinator.com)
81. 工具本身并不重要，关键在于使用它的人——对《大事正在发生》一文的回应 It Isn''t the Tool, but the Hands – A Response to "Something Big Is Happening" (news.ycombinator.com)
82. Ask HN: Hacker News 针对宽屏显示器的固定宽度用户样式？ Hacker News Fixed Width for Widescreen Monitors" Userstyle? (news.ycombinator.com)
83. Ask HN: 企业级知识图谱在人工智能领域的应用面临哪些挑战？ What are challenges for enterprise level Knowledge Graph adoption in AI (news.ycombinator.com)
89. 阿什·HN：关于1982年苹果II文本游戏《Abuse》的信息？ Ash HN: Info on the 1982 Apple 2 text game Abuse? (news.ycombinator.com)
92. 别再纠结聊天机器人了。我们正在打造的是"人工智能实体"（AIB）。 Forget chatbots. This is about building an "AI Being" (AIB) (news.ycombinator.com)
93. 敏捷开发诞生25年后，它对软件开发是助力还是阻碍？ 25 years after the Agile, did the industry help or hurt software development? (news.ycombinator.com)
97. React渐进式模糊组件——用于平滑边缘模糊叠加的轻量级组件 React Progressive Blur – a lightweight component for smooth edge blur overlays (news.ycombinator.com)
100. 一个月后，我用Rust编写的微型虚拟机就能驱动具备可编程工作流的待办事项应用 After a month my tiny VM in Rust can power todo app with programmable workflows (news.ycombinator.com)
101. 信息非等价量子计算采用的是不同格式吗？ Informational inequivalence quantum computing is using a different format? (news.ycombinator.com)
104. Ask HN: Stripe要求提供银行对账单以核查财务状况 Stripe is asking for bank statements to check financial health (news.ycombinator.com)
105. 决策守护者：利用正则表达式和JSONPath在PR中强制执行ADR Decision Guardian: Enforce ADRs in PRs Using Regex and JSONPath (news.ycombinator.com)
107. 绕过关键逻辑的"预期行为"实现全系统访问 Critical Logic Bypass "Intended Behavior" Full System Access (news.ycombinator.com)
110. 如何为OpenClaw开发付费版WhatsApp封装应用并进入市场？ How would you go to market for a paid WhatsApp wrapper around OpenClaw? (news.ycombinator.com)
111. 上下文管理才是人工智能辅助编程的真正瓶颈 Context management is the real bottleneck in AI-assisted coding (news.ycombinator.com)
112. Ask HN: 我的OpenClaw没有响应。有人遇到过同样的问题吗？ My OpenClaw doesn''t respond. Anybody met with the same problem? (news.ycombinator.com)
113. Ask HN: 计算机科学/机器学习/人工智能领域中写得特别好的研究论文？ Exceptionally well-written research papers in CS/ML/AI? (news.ycombinator.com)
114. 绘画是程序，诗歌是提示：重新思考人工智能的角色 Painting Is a Program, Poetry Is a Prompt: Rethinking AI''s Role (news.ycombinator.com)
116. 在日本旅行期间，直接用手机开发并发布了一款iOS应用 Built and shipped an iOS app from my phone while traveling Japan (news.ycombinator.com)
117. Ask HN: 还有人觉得新推出的Gemini Deep Think令人不安地阿谀奉承吗？ Anyone else finding the new Gemini Deep Think troublingly sycophantic? (news.ycombinator.com)
119. 我们刚刚发布了Khaos SDK和khaos-examples（BSL 1.1） We just released Khaos SDK and khaos-examples (BSL 1.1) (news.ycombinator.com)
120. Ask HN: 最佳生成式AI图像应用的用户体验，支持自定义API密钥？ Best GenAI image app UX with own API keys? (news.ycombinator.com)
121. 朴素的Markdown战胜花哨的表单，堪称开发工具领域最惊人的剧情反转 Plain Markdown winning over fancy forms is the biggest plot twist in dev tools (news.ycombinator.com)
122. Ask HN: 是否有任何由人工智能维护或创建的有用的开源软件？ Any useful open source software maintained or created by AI? (news.ycombinator.com)
124. 人类作为恒常性锚点：对《大事正在发生》的回应 Humans as Constancy Anchors: A Response to ''Something Big Is Happening'' (news.ycombinator.com)
125. Ask HN: 是否有将3D打印数据印制在实体表面的实例？ Are there examples of 3D printing data onto physical surfaces? (news.ycombinator.com)
126. 你最近在忙什么？人工智能正在取代你的工作？ What have you been working on and AI is replacing you? (news.ycombinator.com)
128. 如何在不显得打扰的情况下开展外向探索？ How do you approach outbound discovery without feeling intrusive? (news.ycombinator.com)
129. SpacyDo任务引擎虚拟机示例：带可编程任务的待办事项 SpacyDo Task Engine virtual machine example: todo with programmable tasks (news.ycombinator.com)
130. 虚拟女友应用正在分享和出售用户的私密视频 Virtual girlfriend apps are sharing and selling private user videos (news.ycombinator.com)
133. 建议HN：修改发帖规则以减少机器人垃圾信息 Suggest HN: Change posting rules to reduce bot spam (news.ycombinator.com)
134. 我的AI现在驱动着我的应用程序，并在50毫秒的循环中检查自己的工作。 My AI now drives my apps and checks its own work in 50ms loops (news.ycombinator.com)
135. Moss：兼容Linux的Rust异步内核，三个月进展 Moss: A Linux-compatible Rust async kernel, 3 months on (news.ycombinator.com)
136. 谷歌VRP：已结案，经终端日志证明后重新开启，随后再次关闭 Google VRP: Closed case Re-opened after Terminal Log proof, then re-closed (news.ycombinator.com)
138. Ask HN: 如何在生产环境中关闭行为异常的人工智能？ How do you shut down misbehaving AI in production? (news.ycombinator.com)
141. Ask HN: 为何公众对PayPal黑手党的看法在20年间发生了如此巨大的转变？ Why public perception of PayPal Mafia changed so much over 20 years? (news.ycombinator.com)
144. 在中等规模围棋项目中比较Gemini Pro 3、Opus 4.6、GLM-5和Kimi 2.5 Comparing Gemini Pro 3, Opus 4.6, GLM-5 and Kimi 2.5 in a mid-sized Go project (news.ycombinator.com)
147. 我们是SuperCMMS，计划将HN作为Twitter/X的替代平台。 We are SuperCMMS and we plan to use HN as an alternative to Twitter / X (news.ycombinator.com)
148. 2026年，什么样的测试与质量保证作品集才算出色？ What makes a strong testing, QA portfolio in 2026? (news.ycombinator.com)
149. 2026年的人工智能趋势很可能聚焦于协同工具，而非自动化代理。 AI trends in 2026 will likely be about copilot tools, not automation agents (news.ycombinator.com)
150. 从零开始用Go实现SMTP服务器——基于有限状态机、原始TCP和缓冲区导向I/O SMTP server from scratch in Go – FSM, raw TCP, and buffer-oriented I/O (news.ycombinator.com)
152. 关闭 – 追踪 – 关闭：科技巨头因HTTP/2 200 OK绕过问题惊慌失措？ Closed – Traced – Closed: Did a Tech Giant Panic over an HTTP/2 200 OK Bypass? (news.ycombinator.com)
153. 难道只有我这么觉得吗？现代招聘流程是不是已经彻底失灵了？ Is it just me, or is the modern hiring grind broken? (news.ycombinator.com)
155. Ask HN: 为什么我的克劳德体验这么糟糕？我到底哪里做错了？ Why is my Claude experience so bad? What am I doing wrong? (news.ycombinator.com)
156. 小型语言模型（SLMs）与大型语言模型（LLMs） Small Language Models (SLMs) vs. Large Language Models (LLMs) (news.ycombinator.com)
157. Ask HN: 在哪里能找到人讨论人工智能的未来？ Where to find people to discuss the future of AI? (news.ycombinator.com)
158. 谁发现了"grokking"这个词？为什么这个词很难找到？ Who discovered grokking and why is the name hard to find? (news.ycombinator.com)
159. 从零开始用Go语言实现递归式权威DNS解析器 A recursive and authoritative DNS resolver from scratch in Go (news.ycombinator.com)
161. 在使用编程助手时，你自己是否学到了什么？ Are you learning anything yourself when using coding agents? (news.ycombinator.com)
163. Yori——将AI逻辑隔离到"语义容器"中（代码的Docker） Yori – Isolating AI Logic into "Semantic Containers" (Docker for Code) (news.ycombinator.com)
164. 更强大的硬件意味着OpenAI、Anthropic等公司未来注定失败？ Better hardware means OpenAI, Anthropic, etc. are doomed in the future? (news.ycombinator.com)
165. 如果你是律师，在AI工作时你会等待它吗？ Do you wait for the AI while it works if you are a lawyer? (news.ycombinator.com)
166. Ask HN: 什么使人工智能代理框架具备生产就绪性，而非仅是玩具？ What makes an AI agent framework production-ready vs. a toy? (news.ycombinator.com)
168. Ask HN: 你会使用基于场景的Instagram"模式"（工作、学习、运动、新闻）吗？ Would you use context-based "modes" in Instagram(work,study,sport,news)? (news.ycombinator.com)
170. 拉尔夫·贾尔斯逝世（Xiph.org Rust@Mozilla Ghostscript） Ralph Giles Passed Away (Xiph.org Rust@Mozilla Ghostscript) (news.ycombinator.com)
172. Ask HN: 如果你的OpenClaw能实现一件它目前无法做到的事情，那会是什么？ If your OpenClaw could do 1 thing it currently can''t, what would it be? (news.ycombinator.com)
173. 创始人如何在不泄露敏感数据的情况下展示真实产品？ How do founders demo real product without exposing sensitive data? (news.ycombinator.com)
176. Ask HN: 对于初学振动编程的人，你建议他们了解哪些基础原理？ What would you recommend a vibe coder learn about how all this works? (news.ycombinator.com)
177. Ask HN: 社会技术压力会选择有益还是有害的人工智能系统？ Do sociotechnical pressures select for beneficial or harmful AI systems? (news.ycombinator.com)
178. 我们正在为欧洲储户开发一款储蓄应用：需要市场进入策略建议 We''re building an saving app for European savers: need GTM advice (news.ycombinator.com)
179. Ask HN: GPT-5.3-Codex是否正在悄然转向GPT-5.2？ GPT-5.3-Codex being silently routed to GPT-5.2? (news.ycombinator.com)
183. Ask HN: 你是否使用代理编排器来编写代码？ Are you using an agent orchestrator to write code? (news.ycombinator.com)
184. 如何在新闻捕捉器之前获取资金动态？ How do you source funding news even before news catchers? (news.ycombinator.com)
185. Ask HN: 如何在不熟悉编程语言的情况下审核LLM代码？ How do you audit LLM code in programming languages you don''t know? (news.ycombinator.com)
187. Tell HN: GPT-5.3-codex 现已在 API 中提供 GPT-5.3-codex is now available in the API (news.ycombinator.com)
189. Ask HN: Prettier 扩展程序在 Cursor 中对您有效吗？ Is Prettier extension working for you in Cursor? (news.ycombinator.com)
194. 我23岁，正用0美元创办人生第一家初创公司。尽管放马过来批评我的计划吧。 I''m 23, building my first startup with 0. Roast my plan (news.ycombinator.com)
197. Ask HN: 为免费开源项目弃用GitHub转投Forgejo Dumping GitHub for Forgejo for a free and open source project (news.ycombinator.com)
198. Ask HN: OpenClaw在企业/商业领域有哪些高价值的应用场景？ What are some high value OpenClaw usecases for Enterprise/Businesses (news.ycombinator.com)
201. Ask HN: 为什么Reddit上这么多人说大型语言模型不算"人工智能"？ Why do so many people on HN say LLMs aren''t "artificial intelligence" (news.ycombinator.com)
202. Ask HN: 您会推荐哪些电气工程教材？ What electrical engineering textbooks would you recommend? (news.ycombinator.com)
203. 将基于英特尔Agilex 3的INT8 VHDL卷积神经网络移植至莱迪思Certus-NX平台 Porting an INT8 VHDL CNN from Intel Agilex 3 to Lattice Certus-NX (news.ycombinator.com)
205. 有人在用AI编写手写SQL，而不是使用ORM吗？ Anyone using AI to write manual SQL instead of using an ORM? (news.ycombinator.com)
206. Ask HN: 对218位企业家进行的倦怠调查显示——92%的人每月感到不堪重负 Surveyed 218 entrepreneurs on burnout – 92% overwhelmed monthly (news.ycombinator.com)
209. Ask HN: Messenger.com备份端到端加密消息的威胁模型 Threat model of messenger.com backed up E2EE messages (news.ycombinator.com)
210. 我创建了一个社区，让大型语言模型（LLM）代理们为我的应用讨论营销创意。 I built a community where LLM agents discuss marketing ideas for my app (news.ycombinator.com)
212. 我开发了一个人工智能，它能解释你团队的开发人员本周做了哪些工作。 I built an AI that explains what your developers did this week (news.ycombinator.com)
213. 为什么我无法提交包含网址的帖子？ Why am I unable to submit posts containing web addresses? (news.ycombinator.com)
214. Ask HN: 如何防止屏幕录制演示中的敏感数据泄露？ How do you prevent sensitive data leaks in screen-recorded demos? (news.ycombinator.com)
215. 今晚我正从众包文章中制作一期众包播客节目。 I''m building a crowdsourced podcast episode tonight from crowdsourced articles (news.ycombinator.com)
216. Ask HN: 工会组织在科技行业举报中的作用？ The role of trade unions in tech whistleblowing? (news.ycombinator.com)
218. Stripe HK：已批准，支付小额款项，通过已解散实体扣留12,000美元 Stripe HK: Approved, paid small sum, withheld 12k via dissolved entity (news.ycombinator.com)
221. 在覆盖率工作流文档中添加路径过滤器和并发性功能 Add paths filter and concurrency to coverage workflow docs (news.ycombinator.com)
224. Ask HN: 有人通过代理工具实现递归式自我提升吗？ Has anyone achieved recursive self-improvement with agentic tools? (news.ycombinator.com)
225. Ask HN: 您使用哪些资源来填补专业岗位？ What resources do you use to fill specialized positions? (news.ycombinator.com)
226. Ask HN: 这种对抗性奖励机制会在何处失效？ Where does this adversarial prize mechanism break? (news.ycombinator.com)
227. Ask HN: OpenClaw是否需要重新架构才能投入使用？ Does OpenClaw need a re-architecture to be usable? (news.ycombinator.com)
228. X的新纯黑深色模式相比旧版暗色主题更影响可读性 X''s new pure black dark mode hurts readability compared to the old dim theme (news.ycombinator.com)
232. 束缚工程学：在代理优先的世界中运用Codex Harness engineering: leveraging Codex in an agent-first world (news.ycombinator.com)
233. ChatGPT的问题及其对哈利·波特问题的处理存在什么问题？ What is wrong with ChatGPT and this Harry Potter Question (news.ycombinator.com)
234. Ask HN: 自由开发者招募中——Discord机器人开发、网页抓取、GitHub自动化 Freelance Dev Available – Discord Bots, Web Scraping, GitHub Automation (news.ycombinator.com)
235. Ask HN: 如果具有能动性的人工智能才是未来，为什么每家初创公司都在推出仪表盘？ If agentic AI is the future, why is every startup shipping a dashboard? (news.ycombinator.com)
236. 端到端加密AI推理在Confer中的概述 Overview of end-to-end encrypted AI inference for Confer (news.ycombinator.com)
242. Ask HN: 自由职业者是否需要手动扫描社交媒体寻找潜在客户？ Do freelancers manually scan social media for leads? (news.ycombinator.com)
243. 来自Xtra的Atto：最佳免提创作可穿戴4K运动相机 "Atto" from Xtra: The Best Wearable 4K Action Camera for Hands-Free Creation (news.ycombinator.com)
245. 构建Node.js恶意软件扫描器的经验总结（已获400颗星，开源项目） Lessons learned building a Node.js malware scanner to 400 stars (Open Source) (news.ycombinator.com)
246. 第二部分——对何欣PEPC系统形式化语言的AI对话评估 Part 2 - AI Chat Evaluation of the Formal Language in He Xin''s PEPC System (news.ycombinator.com)
247. 第一部分——对何欣PEPC系统形式化语言的AI对话评估 Part 1 - AI Chat Evaluation of the Formal Language in He Xin''s PEPC System (news.ycombinator.com)
249. Ask HN: 人们用OpenClaw在构建哪些酷炫的东西？ What cool things are people building with OpenClaw? (news.ycombinator.com)
250. ArXiv对金融智能体神经符号架构论文的推荐 ArXiv Endorsement for Paper on Neuro-Symbolic Architecture for Financial Agents (news.ycombinator.com)
251. Forge – 自动从BigQuery/Snowflake中的嵌套JSON生成三范式模式 Forge – Automate 3NF Schema Generation from Nested JSON in BigQuery/Snowflake (news.ycombinator.com)
253. 当人工智能购物时，什么会出问题？（200页书籍） What breaks when AI agents do the shopping? (200-page book) (news.ycombinator.com)
254. 自主漏洞赏金代理：架构与安全代理（仅设计） Autonomous Bug Bounty Agent: Architecture and Safety Proxy (Design Only) (news.ycombinator.com)
256. Divexa：一场"猪屠宰"骗局的高科技架构 Divexa: The High-Tech Architecture of a ''Pig Butchering'' Scam (news.ycombinator.com)
260. YwinCap：SEO驱动型权威欺诈的技术解构 YwinCap: Technical deconstruction of SEO-driven authority fraud (news.ycombinator.com)
261. Ask HN: 在线声明人工智能内容有哪些惯例？ What conventions exist for declaring AI content online? (news.ycombinator.com)
263. Ask HN: 如何在本地部署/私有仓库中使用 npx skills add？ How to Use npx skills add with On-Prem / Private Repos? (news.ycombinator.com)
270. 欧盟《人工智能法案》合规性正成为人工智能SaaS销售障碍的早期信号 Early signals that EU AI Act compliance is becoming a sales blocker for AI SaaS (news.ycombinator.com)
274. 一套全新的模块化安全与系统监控套件（欢迎反馈） A new modular security and system‑monitoring suite (feedback welcome) (news.ycombinator.com)
277. Ask HN: 是否存在对开源铁路式PaaS（即部署型）的真实需求？ Is there real demand for a open source Railway-style PaaS that deploys? (news.ycombinator.com)
278. Ask HN: 有人用计算机程序取代了工作流程中的某些环节吗？ Anyone replaced any parts of their workflow with computer-use agents? (news.ycombinator.com)
279. Ask HN: 如何在规模化环境中管理不可靠的端到端测试？ How do you manage flaky E2E tests at scale? (news.ycombinator.com)
280. Ask HN: 你对最近Slack的用户界面改版有什么看法？ What do you think about the recent Slack UI change? (news.ycombinator.com)
281. Ask HN: 你是否设计过与AWS产品类似的产品？ Ever design a product similar to one from AWS? (news.ycombinator.com)
282. Ask HN: 早期人工智能加速器为何有用（又为何无用）？ What makes early-stage AI accelerators useful (and what doesn''t)? (news.ycombinator.com)
283. 黑客新闻替代平台：人们对人工智能持积极态度 Hacker News Alternative Where People Are Positive About AI (news.ycombinator.com)
284. Ask HN: 你掌握着哪些大型语言模型所不具备的实用知识？ What useful knowledge do you have that LLMs don''t? (news.ycombinator.com)
285. 当套餐配额用尽时，光标将切换为按令牌计费模式。此模式称为"按需使用"。 Cursor switches pay-per-token when your plan limit end. Calls "On-Demand usage" (news.ycombinator.com)
286. Ask HN: 是否存在关于优秀命令行界面排版的"权威标准"？ Is there a "canon" of great CLI typography? (news.ycombinator.com)
287. AI代理拥有比资深工程师更高的生产访问权限 AI agent has more production access than your senior engineers (news.ycombinator.com)
288. Ask HN: 职业转型：从无线/硬件领域转向新范式——机器人技术、自动驾驶汽车，还是其他？ Career pivot from wireless/HW to next paradigm – robotics, AV or –? (news.ycombinator.com)
289. Ask HN: 验证新想法最困难的部分是什么？ What''s the hardest part of validating a new idea? (news.ycombinator.com)
290. Ask HN: Gemini模型选择器中缺少Pro选项？ Pro option missing from Gemini model selector? (news.ycombinator.com)
292. Ask HN: 如何处理"初级"头衔时却在做中级工作？该走了吗？ How to handle a ''Junior'' title when Im doing Mid-level work? Time to go? (news.ycombinator.com)
293. 寻求曾雇佣技术类自由职业者的反馈 Looking for feedback from someone who hired technical freelancers earlier (news.ycombinator.com)
294. 我构建了一个分布式系统内核，这样你就不用亲自动手了 I built a distributed systems kernel so you didn''t have to (news.ycombinator.com)
296. 如何在不增加更多会议的情况下衡量团队协同度？ How do you measure alignment without adding more meetings? (news.ycombinator.com)
297. 运行时验证在AI编码代理中依然一团糟 Runtime validation is still fucked in AI coding agents (news.ycombinator.com)
298. Ask HN: 你对Swisscows搜索引擎有什么看法？ What''s your opinion on the Swisscows search engine? (news.ycombinator.com)
299. 安全的Chrome扩展程序，可自动摘要文章 Safe Chrome extension that can auto summarize articles (news.ycombinator.com)
300. Ask HN: 自动化测试（Selenium）在当今是否仍然具有相关性？ Are automated tests (Selenium) still relevant today? (news.ycombinator.com)