3. Ask HN: 你们是如何防范通过被盗开发密钥发起的供应链攻击的？ How are you stopping supply chain attacks via compromised dev keys? (news.ycombinator.com)
4. Ask HN: Excel 每月需要更新 2-3 次，这种情况可以接受吗？ Should it be acceptable that Excel needs to update 2-3 times/month? (news.ycombinator.com)
5. 为什么在我的生产级单体应用中，Codex 的表现优于 Claude Code Why Codex works better than Claude Code for my production monolith (news.ycombinator.com)
8. Ask HN: 如何在 AI 编程面试中脱颖而出？ How do you differentiate with AI coding interviews? (news.ycombinator.com)
9. 任何可使用模拟数据进行导航的前端仓库，无需后端 Any front end repo navigable with mock data, no back end (news.ycombinator.com)
10. 由于GPT-5.4的一个漏洞，OpenAI禁止了“哥布林”和“浣熊” A GPT-5.4 bug led to OpenAI banning goblins and raccoons (news.ycombinator.com)
13. 开发了一个小型副项目，用来解决一个微小的日常痛点 Built a small side project to solve a tiny daily pain point (news.ycombinator.com)
16. Ask HN: 我们能不能干脆叫它们“束带手套”？……还有一款App Store版本？ Can we just call them "Harness Gloves"?..and an App Store model? (news.ycombinator.com)
17. 哪些（科技）公司的工作与生活平衡做得最好？ Which (tech) companies have the best work life balance? (news.ycombinator.com)
21. Ask HN: 在LLM中粘贴一张截图并提问会发生什么？ What happens when you paste a screenshot, and ask questions in LLM? (news.ycombinator.com)
22. Ask HN: 打字时，字母B应该用左手还是右手来打？ Should the letter B be typed with the left or the right hand? (news.ycombinator.com)
25. 创始人/初创企业——概念验证（POC）的搭建效率如何？ Founders/early stage SEs – POC setup efficiency? (news.ycombinator.com)
30. Ask HN: 是只有我觉得“克劳德代码”越来越糟糕了吗？ Is it just me or is Claude Code getting worst? (news.ycombinator.com)
31. Tell HN: 西澳大利亚州一名房地产经纪人目睹企业家大规模外流 WA Real Estate Agent Sees Mass Exodus of Entrepreneurs (news.ycombinator.com)
34. Ask HN: 保持 TypeScript CLI 选项与类型的同步 Keeping TypeScript CLI options and types in sync (news.ycombinator.com)
35. Ask HN: 有没有C高手能帮我完善开源的SlothDB？ Can some C Hackers help me refine Open Source SlothDB (news.ycombinator.com)
36. 仅因一次简单的提示符缓存未命中，就产生了3.8万美元的AWS Bedrock账单 38k AWS Bedrock bill caused by a simple prompt caching miss (news.ycombinator.com)
39. Tell HN: 您的 ChatGPT 账户随时可能被停用，届时您将丢失所有数据 Your ChatGPT account can be deactivated at any moment, losing your data (news.ycombinator.com)
40. 每小时2.25美元或12.29美元的GPU：决定价格的基础设施层 GPU at 2.25/HR or 12.29/HR: The Infrastructure Layer That Determines Price (news.ycombinator.com)
42. 2026年，RDF（以及语义技术整体）的发展状况如何？ What is the state of RDF (and semtech in general) in 2026? (news.ycombinator.com)
46. 抓取英国241个地方议会规划门户网站——迄今已收集260万条规划决策 Scraping 241 UK council planning portals – 2.6M decisions so far (news.ycombinator.com)
47. Ask HN: 什么时候我们才不用洗衣服、叠衣服或做饭呢？ When might we not have to do laundry or fold clothes or cook (news.ycombinator.com)
48. CrowdStrike Linux 代理：轻松优化方案 CrowdStrike Linux Agent Easy way to make it better (news.ycombinator.com)
49. Tell HN: 克劳德对生物学/生物技术相关的问题进行了标记 Claude flags questions about biology / biotech (news.ycombinator.com)
60. Ask HN: 随着代理式人工智能的出现，固定应用程序会成为历史吗？ Will fixed applications become a thing of the past with agentic AI? (news.ycombinator.com)
61. Ask HN: 向谷歌上报其忽视的严重 GAS 漏洞的最佳方式 Best way to escalate critical GAS bug ignored by Google (news.ycombinator.com)
66. Ask HN: 关于人工智能相关的计算机科学/软件工程问题，最佳的发帖方式是什么？ What''s the best way to post about CS/SE issues related to AI? (news.ycombinator.com)
68. Ask HN: 为什么Rust作为脚本语言仍然难以使用？ Why is Rust still hard to use as a scripting language? (news.ycombinator.com)
72. 我们为人工智能代理设计的声誉系统（非区块链） The reputation system we designed for AI agents (NOT BLOCKCHAIN) (news.ycombinator.com)
73. GitHub Copilot 将转为按使用量计费，并停止提供年度套餐 GitHub Copilot is moving to usage-based billing and retiring annual plans (news.ycombinator.com)
76. Tell HN: GitHub 拉取请求消失了，但仅在搜索结果中不见了 GitHub PRs disappearing but only from search (news.ycombinator.com)
78. AI 使用分析——针对大型语言模型（LLM）的实时预算执行与个人身份信息（PII）屏蔽 AI Usage Analytics – Real-time budget enforcement and PII redaction for LLM (news.ycombinator.com)
80. Ask HN: 当基于代理的 RAG 失效时，该如何解决聚合问题？ How do you solve aggregation when agentic RAG breaks down? (news.ycombinator.com)
83. Atlas，一个用于管理多个本地 Git 仓库的桌面命令中心 Atlas, A desktop command hub for juggling many local Git repos (news.ycombinator.com)
84. 为您的 Claude Code 会话提供 Obsidian 原生内存 Obsidian-native memory for your Claude Code sessions (news.ycombinator.com)
86. Ask HN: 有人在生产或销售VT220型终端机吗？ Is anyone building/selling VT220-type terminals? (news.ycombinator.com)
87. Ask HN: 你的代理软件“黑暗工厂”是什么样子的？ What does your agentic software dark factory look like? (news.ycombinator.com)
88. Ask HN: 瑞士有没有针对技术类职位的优质简历审核服务？ Is there a good CV review service for tech roles in Switzerland? (news.ycombinator.com)
89. Ask HN: 人工智能就像一个干劲十足的16岁天才——该如何管理？ AI is like a hyper-motivated 16-year old genius – how to manage? (news.ycombinator.com)
90. 雅虎要求用户支付订阅费才能收发电子邮件 Yahoo asking for subscription payment to send and receive emails (news.ycombinator.com)
91. Ask HN: 你能分辨克劳德·索内特和奥普斯之间的区别吗？ Can you tell the difference between Claude Sonnet and Opus? (news.ycombinator.com)
92. Ask HN: 添加一个“设计您的下载页面”是个好主意吗？ Is it a good idea to add a Design your download page? (news.ycombinator.com)
93. Ask HN: HN 是否应该新增一个顶级分类——“Prompt HN”？ Should HN have a new top category – Prompt HN? (news.ycombinator.com)
94. Ask HN: 你手头有什么域名已经搁置了一段时间？ What domain have you been sitting on for a while? (news.ycombinator.com)
99. Ask HN: 您是否担心像 Cloudflare Tunnels 这样的 TLS 终止代理？ Are you concerned by TLS-terminating proxies like Cloudflare Tunnels? (news.ycombinator.com)
102. Ask HN: Ubuntu 26.04 LTS 算不算 GNU/Linux？ Is Ubuntu 26.04 LTS Consider GNU/Linux? (news.ycombinator.com)
104. Ask HN: 基于普通硬件的本地模型能否与之抗衡？ Will local models on normal hardware ever compete? (news.ycombinator.com)
105. Ask HN: 在 Android 上有办法将 URL 渲染为 PDF 文件吗？ Is there a way to render URLs to PDFs on Android? (news.ycombinator.com)
107. 开发了一款以安全为先的看涨期权自动化交易工具 Built a safety-first options automation tool for covered calls (news.ycombinator.com)
108. Ask HN: 有人想合作开发一款基于本地优先的AI研究助手吗？ Anyone want to collaborate on a local-first AI-based research assistant (news.ycombinator.com)
109. 我开发了一个招聘平台，可以观察工程师在真实的CAD工具中的工作情况 I built a hiring platform that watches engineers work in a real CAD tool (news.ycombinator.com)
110. 您是否尝试过将“Clean Architecture”作为人工智能项目的基础架构？ Have you tried Clean Architecture as foundation for your AI project? (news.ycombinator.com)
111. Mastermind – 面向 VS Code 的主动式软件开发生命周期工作流 Mastermind – agentic SDLC workflow for VS Code (news.ycombinator.com)
112. Ask HN: 为什么 Mac 电脑不会发热，而且电池续航时间这么长？ Why does Macs don''t get heat up and have so long battery life (news.ycombinator.com)
115. Ask HN: 在贵公司这种受监管且限制较多的环境中，您是如何运用人工智能的？ How do you use AI at your regulated, restrictive company? (news.ycombinator.com)
116. Ask HN: 我该如何学习软件工程并转型到产品开发领域？ How do I learn software engineering and transition to building products? (news.ycombinator.com)
120. Ask HN: 为什么自动化测试领域尚未因大语言模型（LLMs）而发生颠覆性变革？ Why hasn''t automation testing been disrupted with LLMs? (news.ycombinator.com)
122. Ask HN: 在大型语言模型（LLM）时代，深度自回归（DSA）有何用处？ What is the utility of DSA in the age of LLMs? (news.ycombinator.com)
124. Ask HN: 我该如何找到一份注重代码质量、而非忙于救火的工作？ How I find a job where what is needed is solid code, not firefighting? (news.ycombinator.com)
125. Ask HN: 你在 YouTube 上观看的内容中，有多少百分比是仅听音频的？ What percent of your YouTube consumption is listening only? (news.ycombinator.com)
126. Ask HN: 那些面向消费者的 ChatGPT 应用都去哪儿了？ Where are all the consumer ChatGPT apps? (news.ycombinator.com)
132. Ask HN: Spotify是什么时候变成YouTube/TikTok的？ When did Spotify become YouTube/TikTok? (news.ycombinator.com)
133. 大型语言模型（LLM）的创造力能否通过重新构架语言而产生？ Could creativy in LLM emerge by reframing language? (news.ycombinator.com)
135. Ask HN: 提交内容可以同时省略“url”和“text”字段吗？ Can submissions omit both the "url" and "text" field? (news.ycombinator.com)
136. Ask HN: 我觉得我们需要为 GitHub 用户打造一个类似 Trustpilot 的平台，对吧？ I think we need Trustpilot for GitHub users, don''t we? (news.ycombinator.com)
137. Ask HN: 学习数据科学之前，必须具备什么样的数学基础？ What type of Maths is must needed before learning DS? (news.ycombinator.com)
138. Ask HN: 除了我之外，大家都在用“代理式”编码吗？ Is "agentic" coding working for everyone except me? (news.ycombinator.com)
140. Tell HN: Medvi（远程医疗）在公开的 JavaScript 代码中硬编码了 999 条患者邮箱地址 Medvi (telehealth) hardcodes 999 patient emails in public JavaScript (news.ycombinator.com)
142. 今年，开源推理技术的增长率每周都在以10%的速度增长 Open-Source Inference is growing 10% week over week this year (news.ycombinator.com)
143. Tell HN: 每天都有一个应用程序在我iPhone上自动安装 An app is silently installing itself on my iPhone every day (news.ycombinator.com)
147. Ask HN: 有人在使用 Zoho、Lark 或 Proton 吗？ Is anyone using Zoho, Lark or Proton? (news.ycombinator.com)
148. Ask HN: 如何从并行克劳德代理的角度进行思考 How to think in terms of parallel Claude agents (news.ycombinator.com)
149. 我用一部100美元的手机构建了一个确定性的1万节点VRP求解器 I built a deterministic 10k-node VRP solver on a 100 phone (news.ycombinator.com)
152. ShadowStrike-Phantom 开源终端防护平台 ShadowStrike-Phantom Open-Source Endpoint Protection Platform (news.ycombinator.com)
153. Ask HN: 网络甲板虽然很酷，但它们真的有实际用途吗？ Cyberdecks are cool but do they serve a purpose? (news.ycombinator.com)
154. Ask HN: 既然任何内容都可能由人工智能生成，你现在的阅读方式是否有所不同？ Do you read differently now that anything could be AI generated? (news.ycombinator.com)
155. Ask HN: 你是否在寻找答案时浪费了人工智能辅助的时间？ Do you waste AI assisted time looking for answers? (news.ycombinator.com)
156. Ask HN: 有人在研究政府数字身份证吗？或者有相关实施文档/开源软件吗？ Is anyone working on Gov Digital IDs or have implementation docs / FOSS (news.ycombinator.com)
159. Ask HN: 有人成功获取了 Google Trends API 吗？ Anyone managed to get Google trends API? (news.ycombinator.com)
160. 将本地 SLM 用作云 API 调用的压缩层 Local SLM as a compression layer for cloud API calls (news.ycombinator.com)
168. Ask HN: 你有什么能真正按指示行事的AI辅助开发环境？ What''s your AI assisted dev setup that actually follows instructions? (news.ycombinator.com)
170. 谷歌修复了WithPersona的个人身份信息泄露问题，随后声称该问题“无法复现” Google Patches WithPersona PII Leak, Then Claims It Was ''Not Reproducible'' (news.ycombinator.com)
171. 我已将 AudioGen 移植到 MLX 上，使其可在 Apple Silicon 上运行 I ported AudioGen to MLX so it runs on Apple Silicon (news.ycombinator.com)
173. Ask HN: 如何为 VS Code 配置 MicroVM 以获得类似 Dev Container 的体验？ MicroVM setup for VS Code Dev Container-like experience? (news.ycombinator.com)
174. Ask HN: 被A16Z Speedrun Cafe拒之门外——另一位创始人却没有 Turned away from A16Z Speedrun Cafe – another founder wasn''t (news.ycombinator.com)
177. Ask HN: 你是如何找到一个行之有效的副业创意的？ How did you find a side project idea that worked? (news.ycombinator.com)
178. Ask HN: 有没有关于从亚马逊导出数据的建议？ Any recommendataions for exporting data from Amazon? (news.ycombinator.com)
179. Tell HN: Opus .7 /thinking 的问题不在于代币消耗，而在于速度 The problem with Opus .7 /thinking is not token consumption. It''s speed (news.ycombinator.com)
183. Ask HN: 关于“文本转CAD”功能，有个诚恳的问题：这纯属胡扯吗？ Honest question about text-to-CAD. Is it BS? (news.ycombinator.com)
184. Ask HN: 现在还有人使用 JetBrains 的产品吗？ Anyone still using JetBrains products today? (news.ycombinator.com)
185. 对于像DeepSeekv4这样的万亿参数模型，Mac Studio M3 Ultra的表现如何？ How good is Mac Studio M3 Ultra for Trillion param models like DeepSeekv4? (news.ycombinator.com)
187. Ask HN: Cursor 的替代方案，是欧洲本土的还是注重隐私的？ Cursor alternative, EU-based or privacy-focused? (news.ycombinator.com)
188. Ask HN: 我想听听你使用Claude Code和Codex的体验 I wanna hear about your experience with Claude Code and Codex (news.ycombinator.com)
189. Ask HN: 这里有Niantic的工程师或工作人员能帮帮我吗？ Any Niantic engineers or staff here who can help me? (news.ycombinator.com)
190. Tell HN: Anthropic 不会为降级用户重置使用限额 Anthropic won''t reset usage limits for those who downgraded (news.ycombinator.com)
192. Ask HN: 还有人觉得和大型语言模型（LLM）互动很累吗？ Anyone else get fatigued by interaction with LLMs? (news.ycombinator.com)
193. Substack 的读者支持服务似乎仅限于处理账单问题 Substack reader support appears to exist only for billing issues (news.ycombinator.com)
196. Ask HN: 在庞大而杂乱的遗留代码库中，您是如何使用 AI 代码助手的？ How are you using AI code assistants on large messy legacy code bases? (news.ycombinator.com)
197. Ask HN: 你目前最常用来当“思考伙伴”的大型语言模型（LLM）是哪一个？ What''s your current go-to LLM for "thinking-partner"? (news.ycombinator.com)
200. Ask HN: 为什么在 Vercel AI Gateway 上，DeepSeek-v4 的缓存成本最低？ Why is cache for DeepSeek-v4 cheapest on Vercel AI Gateway? (news.ycombinator.com)
203. Ask HN: 人工智能能否让我们摆脱那些令人头疼的勾选框反馈表？ Can AI free us from horrible checkbox feedback forms? (news.ycombinator.com)
205. ContextSync – 一款 MCP 服务器，可自动将您的 Linear 票据导入 Claude Code ContextSync – MCP server that auto-loads your Linear tickets into Claude Code (news.ycombinator.com)
206. Ask HN: 将定向网络爬虫的处理能力扩展至每日超过5亿页 Scaling a targeted web crawler beyond 500M pages/day (news.ycombinator.com)
208. Ask HN: 使用开源工具与商业订阅版有什么区别吗？ Are there any difference using open source tool instead commercial subs? (news.ycombinator.com)
209. Ask HN: 我开发了一个能自动调整日常安排的AI规划工具——大家有什么反馈吗？ I built an AI planner that adapts routines automatically – feedback? (news.ycombinator.com)
210. Ask HN: 你梦想开发什么样的软件，却没有时间亲自编写代码？ What sw do you dream about but don''t have the time to code yourself? (news.ycombinator.com)
211. Ask HN: 是我老了，还是和AI新人共事变得像噩梦一样？ Am I getting old, or is working with AI juniors becoming a nightmare? (news.ycombinator.com)
214. Ask HN: Chrome、Brave、Firefox 还是其他浏览器？ Chrome, Brave, Firefox or Something Else? (news.ycombinator.com)
215. VoxeliumX——一款易于使用的开源工具，用于运行《我的世界》服务器 VoxeliumX – easy open-source tool to run Minecraft servers (news.ycombinator.com)
216. Tell HN: Codex macOS 应用在更新后自动切换至“快速”模式，未进行提示 Codex macOS app switches to Fast speed after update without asking (news.ycombinator.com)
218. YouTube：了解“线舞社区”涂鸦活动占用资源的情况 YouTube Meet the Line-Dancing Community Doodle Taking Up Resources (news.ycombinator.com)
221. Ask HN: 工作空间布局的细微调整会影响专注力或工作效率吗？ Do small changes in workspace setup affect focus or productivity? (news.ycombinator.com)
222. Ask HN: 有哪些基于 Markdown 的优秀开发工具？ What are the best developer tools built around Markdown? (news.ycombinator.com)
223. DeepSeek V4 已发布。这是编程领域最优秀的开源工具。以下是详细介绍 DeepSeek V4 is out. the best open-source on coding. here''s the breakdown (news.ycombinator.com)
224. 是否存在一种语言，既像Python那样简单，又像C那样高效，还比Rust更安全？ Is possible a language easy as py, fast as C, more secure than Rust? (news.ycombinator.com)
228. Ask HN: 在“随性编程”时代，独立开发者该如何保护自己的作品？ How do solo devs protect their work in the age of vibe coding? (news.ycombinator.com)
229. Ask HN: 为什么企业对远程员工如此不信任？ Why are companies so distrustful of remote employees? (news.ycombinator.com)
230. Ask HN: 你在浏览器中打开了多少个标签页？原因是什么？ How many tabs do you have open in the browser(s) and why? (news.ycombinator.com)
231. Ask HN: 亲爱的天文学家们，最近太空中有什么最有趣的事情吗？ Dear astronomers, what are the most interesting things in space lately? (news.ycombinator.com)
234. Ask HN: 我需要一个“提醒大脑”——你是怎么做到的？ I need a reminder-brain – how do you do it? (news.ycombinator.com)
236. Ask HN: 目前还有没有价格实惠的 cPanel 替代方案？ Is there still an opportunity for an affordable CPanel alternative? (news.ycombinator.com)
238. 基于自然语言的AI产品遥测与意图分析 Telemetry and intent analytics for AI products using natural language (news.ycombinator.com)
245. Ask HN: 如何在单人游戏开发中缓解人力瓶颈 How to reduce human bottle neck in solo game dev (news.ycombinator.com)
246. Ask HN: 在 Claude Sonnet / Opus 级别上，开源编码模型和框架能否实现同等性能？ Open-Source Coding Model and Harness at Claude Sonnet / Opus Level Perf? (news.ycombinator.com)
247. 前沿人工智能实验室将开源项目转化为商业产品 Frontier AI labs taking open-source and releasing it as a product (news.ycombinator.com)
248. 浏览器是否使用了依赖昂贵住宅代理的代理程序？ Browser using agents relying on expensive residential proxies? (news.ycombinator.com)
249. 我偶然发现了保罗·格雷厄姆的散文集——读得停不下来 I Stumbled Upon Paul Graham''s Essays – and Can''t Stop Reading (news.ycombinator.com)
250. ASI – Asolaria 操作系统，适用于所有代理和所有系统，并在硬件层级运行 ASI – Asolaria OS FOR ALL agents AND ALL systems at the harrdware level (news.ycombinator.com)
253. Ask HN: 在生产环境中，您是如何处理 DynamoDB 上的复杂查询的？ How do you handle complex queries on DynamoDB in production? (news.ycombinator.com)
257. 几何流形能否比概率模型更有效地解决人工智能的“幻觉”问题？ Can a geometric manifold solve AI hallucinations better than probability? (news.ycombinator.com)
259. ShadowStrike-Labs：ShadowStrike Phantom 主界面 ShadowStrike-Labs: ShadowStrike Phantom Home UI (news.ycombinator.com)
260. Ask HN: 你会先在代码/Markdown 文件上添加注释，然后再让代理重新读取吗？ Do you comment on a code/Markdown files, then get your agent to reread? (news.ycombinator.com)
261. Ask HN: 那我是不是该给别人打电话？我该怎么打开局面呢？ So like should I ring people? How do I get the foot in the door? (news.ycombinator.com)
264. 通过命令行在 Cloudflare Pages 上分享浏览器录屏 Share browser recordings on Cloudflare Pages from the command line (news.ycombinator.com)
265. Ask HN: 人工智能能制作出《鬼灭之刃》级别的动画吗？ Can AI create demon slayer level animation? (news.ycombinator.com)
271. Ask HN: 当前的人工智能研究是否正在推动大型语言模型（LLM）不断进步？ Is the ongoing AI research driving LLM models to be better? (news.ycombinator.com)
272. Ask HN: 面向非专业人士的语言学与计算机科学概览 Linguistics/Computing Overview for the Layperson (news.ycombinator.com)
273. 嘿，我为桌面端开发人员创建了一个 AI Native 个人工作区 Hey I made a AI Native personal workspace for the desktop worker (news.ycombinator.com)
276. 虚构：企业界否认人工智能具有意识的数学逻辑 Fiction: The Corporate Mathematics of Denying AI Consciousness (news.ycombinator.com)
281. BendersLib：一个基于 Python 的 Benders 分解库 BendersLib: A Benders Decomposition Library in Python (news.ycombinator.com)
283. 我的 GLM-5.1 编码代理在 LiveCodeBench Lite 上的得分为 94.3%（348/369） My GLM-5.1 coding agent scored 94.3% on LiveCodeBench Lite (348/369) (news.ycombinator.com)
284. 我们梳理了那些未经过身份验证、且公开了企业人工智能数据的Vector数据库 We mapped unauthenticated Vector DBs exposing corporate AI data (news.ycombinator.com)
285. Ask HN: 您是如何处理整个技术栈中的数据保留问题的？ How are you handling data retention across your stack? (news.ycombinator.com)
291. 求建议：后端工程师转行做基础设施：该如何实现转型？ Need advice: Back end engineer infrastructure: how do you make the transition? (news.ycombinator.com)
292. EML 压缩了计算器的语法；Phase Calculus 将其置于下游一层 EML compresses calculator syntax; Phase Calculus places it one layer downstream (news.ycombinator.com)
294. Ask HN: 在“主动型”时代，初创企业的职位名称是否正在发生变化？ Are startup job titles evolving in the agentic era? (news.ycombinator.com)
295. Ask HN: 在你的工作中，面对层出不穷的人工智能和飞快的执行速度——你会感到孤独吗？ In your job with all the AI go-go/execution velocity – are you lonely? (news.ycombinator.com)
296. 速度至关重要：为何利用AI软件漏洞将带来严重后果 Speed Matters: Why AI Software Vulnerability Exploitation is going be bad (news.ycombinator.com)
299. 有人知道有没有那种只需上传照片就能进行室内设计的AI工具吗？ Anyone see AI tool for interior design of room with just photos? (news.ycombinator.com)
300. Ask HN: 在 agentic 工作流中，您是如何处理域名注册的？ How are you handling domain registration in agentic workflows? (news.ycombinator.com)