3. 免费电子邮件列表清理工具——提升电子邮件送达率和营销活动效果 Free Email List Cleaner – Improve Email Deliverability and Campaign Performance (news.ycombinator.com)
4. 如何记录工程决策的“为什么”，而不仅仅是“是什么”？ How do you capture WHY engineering decisions were made, not just what? (news.ycombinator.com)
7. Ask HN: 加入一个新的开发团队时，你最大的痛点是什么？ What''s your biggest pain point when joining a new developer team? (news.ycombinator.com)
9. 为什么输入投稿网址后，我就无法提交新帖子了？ Why does entering a submission url prevent me from submitting a new post? (news.ycombinator.com)
10. Logi-Plus 鼠标软件的开源替代方案 An open source alternative to Logi-Plus mouse software (news.ycombinator.com)
12. Wan 2.7 计划于3月发布，将带来重大升级 Wan 2.7 planned for March release with big upgrades (news.ycombinator.com)
13. Ask HN: 这个富文本数据模型是否有先有技术？ Is there prior art for this rich text data model? (news.ycombinator.com)
14. Ask HN: 在软件开发中，“快、便宜、正确——三选二”这句话是否依然成立？ Is "fast, cheap, correct – pick two" still true in software development? (news.ycombinator.com)
15. Ask HN: 克劳德·科德刚刚把Opus的默认上下文大小改成1M了吗？ Did Claude Code just bump Opus default to 1M context? (news.ycombinator.com)
17. Ask HN: 如何推广一个新平台并达到临界规模？ How do you promote a new platform and reach critical mass? (news.ycombinator.com)
18. 悲伤谷底的笔记：我们为何要亲手终结自己的产品 Notes from the trough of sorrow: why we killed our own product (news.ycombinator.com)
27. Ask HN: 什么样的程序员才算优秀？什么样的SRE才算优秀？ What makes a great programmer and what makes a great SRE? (news.ycombinator.com)
28. Ask HN: 人工智能代理抢走了我的编程工作。我该怎么办？ AI Agents took my programming job. What can I do? (news.ycombinator.com)
29. Proton的“瑞士神话”：通过Cloudflare和FAA仲裁条款行使美国管辖权 Proton''s Swiss Myth: US Jurisdiction via Cloudflare and FAA Arbitration Clauses (news.ycombinator.com)
30. Ask HN: 如何检测不同环境之间的配置漂移？ How do you detect configuration drift between environments? (news.ycombinator.com)
31. Agent.json – 用于人工智能代理与网站之间通信的 robots.txt Agent.json – robots.txt for AI agent-to-website communication (news.ycombinator.com)
32. 规范中写道：“安全地处理用户输入。”三支团队对此作出了不同的解读。 The spec said "handle user input securely." Three teams interpreted this differe (news.ycombinator.com)
33. Tell HN: 克劳德，这两个速率限制彼此并不知情 Claude two rate limits don''t know about each other (news.ycombinator.com)
35. Ask HN: 为什么合作社在科技领域从未发挥过重要作用？ Why have co-ops never played a major role in tech? (news.ycombinator.com)
37. 利用自动化开源情报（OSINT）和去重技术绘制中东地区军事行动图 Mapping Middle East kinetic events via automated OSINT and deduplication (news.ycombinator.com)
41. 我是一名项目经理，想问问各位工程师：你们觉得我的工作有多容易被取代？ I''m a project manager, to the engineers: how replaceable do you think my job is? (news.ycombinator.com)
42. 想赢取一套全新的 CanaKit Raspberry Pi 5 入门套件 Pro 吗？ Want to Win a New CanaKit Raspberry Pi 5 Starter Kit Pro? (news.ycombinator.com)
43. Ask HN: 不到一年内，癌症、新工作、新老板接踵而至。我该怎么办？ Got cancer, a new job,new boss in less than a year What do I do now? (news.ycombinator.com)
44. Ask HN: 非美欧地区的远程工程师如何获得初创公司的有偿合同？ How are remote engineers outside US/EU landing paid startup contracts? (news.ycombinator.com)
45. 需要反馈，以便开发一款帮助创始人追踪决策过程的产品 Need feedback to build a product for founders to track decision-making (news.ycombinator.com)
47. Ask HN: 发了篇帖子，不到一分钟就[死]了 Uploaded a post and it was [dead] within a minute (news.ycombinator.com)
49. 物流费用追踪自动化发票OCR API Invoice OCR API for Logistics Expense Tracking Automation (news.ycombinator.com)
51. Utm-Builder – 面向营销人员的批量UTM链接生成器命令行工具 Utm-Builder – Bulk UTM Link Generator CLI for Marketers (news.ycombinator.com)
52. 手稿排版器——为作家提供即时标准手稿格式 ManuscriptFormatter – Instant Standard Manuscript Format for Writers (news.ycombinator.com)
53. Ask HN: 在比较大型语言模型时，您最信任哪些基准测试？ What benchmarks do you trust most when comparing large LLMs? (news.ycombinator.com)
54. Ask HN: 适用于编码的大型语言模型概念模型的资源？ Resources for a conceptual model of LLMs as applicable to coding? (news.ycombinator.com)
55. 我追踪到Meta和年龄验证游说活动获得了20亿美元的非营利性拨款。 I traced 2B in nonprofit grants for Meta and Age Verification lobbying (news.ycombinator.com)
56. Ask HN: 作为软件工程师找工作，最令人沮丧的是什么？ What''s frustrating about looking for a job as a software engineer? (news.ycombinator.com)
57. Ask HN: 你是否使用智能手机运行本地化的大型语言模型？ Do you use your smartphones for local LLMs? (news.ycombinator.com)
58. Ask HN: 这里有人把Discord当作工作聊天工具吗？ Does anyone here use Discord as their work chat tool? (news.ycombinator.com)
59. 从验光师到三个月实现6.2万美元月经常性收入：AI代码编辑器重塑SaaS行业格局 From Optician to 62k MRR in 3 Months: AI Code Editors Reshaping SaaS (news.ycombinator.com)
60. 默认启用媒体路由器将削弱Brave浏览器的隐私保护主张 Enabling Media Router by default undermines Brave''s privacy claims (news.ycombinator.com)
62. 一份计划/规范统领所有（至少能替代大量文档） One plan/spec to rule them all (at least replace lots of docs) (news.ycombinator.com)
67. Ask HN: 为什么时间因素在账户恢复中占比较少？ Why isn''t time more a part of account recovery? (news.ycombinator.com)
68. 针对Opus 4.6编码的最强开源模型是什么？ What is the strongest open source model for coding against Opus 4.6? (news.ycombinator.com)
70. 社交工匠AI——你的领英人脉网络连接度如何？ Social Craft AI-How well connected is your LinkedIn Network? (news.ycombinator.com)
71. 振动编码技术是否已产生实质性成果或具备投资价值？ Has vibecoding produced anything of substance, or investibility yet? (news.ycombinator.com)
72. 作为开发者，在大型公司网站上报告漏洞的挫败感 Frustrating experience reporting bugs on major companies websites as a developer (news.ycombinator.com)
73. Ask HN: 你如何应对代理编码中被打破的节奏？ How do you cope with the broken rythm of agentic coding? (news.ycombinator.com)
74. CostRouter——通过路由至最经济的可用模型，将AI API成本削减60% CostRouter – Cut AI API costs 60% by routing to the cheapest capable model (news.ycombinator.com)
75. Ask HN: 您是否因令牌限制而难以使用人工智能分析大型日志文件？ Do you struggle analyzing large log files with AI due to token limits? (news.ycombinator.com)
76. 迪帕克·贾恩将在英伟达GTC 2026大会主持两场会议 Deepak Jain to Host Two Sessions at Nvidia GTC 2026 (news.ycombinator.com)
77. Ask HN: 在Windows上开发.NET应用程序但部署到Linux系统——常见问题？ Developing .NET on Windows but deploying to Linux – common issues? (news.ycombinator.com)
78. 寻找合作伙伴共同开发代理记忆系统（Zig/Erlang） Looking for Partner to Build Agent Memory (Zig/Erlang) (news.ycombinator.com)
79. 若非正式雇员，需支付36美元AT&T升级费 36 AT&T Upgrade fee if you''re not formally employed (news.ycombinator.com)
80. PHP-rnet——一款模拟真实浏览器TLS指纹的PHP扩展 PHP-rnet – a PHP extension that mimics real browser TLS fingerprints (news.ycombinator.com)
81. Ask HN: 重新思考面向AI原生系统的SaaS架构 Rethinking SaaS architecture for AI-native systems (news.ycombinator.com)
83. Ask HN: 我们是否应该考虑发起安卓灰屏抗议来维护安卓的开放性？ Should We Consider an Android Gray Out Protest to Keep Android Open? (news.ycombinator.com)
84. 嘿，HN——Metrx，人工智能代理的评分卡，助其理解并优化自身价值 Hey HN – Metrx, scorecard for AI agents to understand and optimize their worth (news.ycombinator.com)
85. ClawMemory – 人工智能代理的Git式内存（可分叉内存） ClawMemory – Git for AI agent memory (forkable memory for AI agents) (news.ycombinator.com)
86. Ask HN: 为何未登录时我的提交内容不可见？ Why is my submission not visible if I am not logged in? (news.ycombinator.com)
87. 什么是智能、人工智能、自动化系统？它们的本质是什么？如何区分？ What Are Intelligence, AI, Automation System? Their Essences? How to Distinguish (news.ycombinator.com)
89. Ask HN: 无需额外安装的电动汽车充电桩AI评估？ AI evaluation for an EV charger without additional installation? (news.ycombinator.com)
90. Ask HN: 2026年，你将如何向公众（或朋友）分享一组网址列表？ In 2026, how do you share a list of URLs to the public (or friends)? (news.ycombinator.com)
91. Ask HN: 您如何将个人人工智能助手与本地编码代理结合使用？ How are you using personal AI assistants with local coding agents? (news.ycombinator.com)
94. 人工智能已不再是数字问题。它已成为一个1吉瓦级电力问题。 AI isn''t digital anymore. It''s a 1-GW power problem (news.ycombinator.com)
95. Ask HN: 你认为"不使用人工智能"何时会成为招聘宣传的一部分？ When do you think "NO AI" will become a part of recruiting pitches? (news.ycombinator.com)
98. 为SaaS产品添加国际化功能比以往更容易了 Adding internationalization to a SaaS is easier than it used to be (news.ycombinator.com)
99. 人工智能代理接管后，定制软件开发的未来会怎样？ What''s the future of custom software development with AI agents taking over? (news.ycombinator.com)
100. Ask HN: 你在开发科学软件方面有哪些经验？ What''s your experience working on software for science? (news.ycombinator.com)
101. 监控我们人工智能代理所依赖的API和工具 Monitoring the APIs and tools our AI agents depend on (news.ycombinator.com)
102. Ask HN: 如何找到愿意押注于粗糙产品的早期用户？ How do you find early users willing to bet on a rough product? (news.ycombinator.com)
103. 人工智能代理正成为劳动力。企业至今仍未拥有操作系统。 AI agent are becoming a workforce. Enterprises still don''t have an OS (news.ycombinator.com)
105. Ask HN: 有人在开发去中心化的GIF搜索引擎吗？ Is anybody making a decentralized GIF search engine? (news.ycombinator.com)
106. 霍尔木兹海峡：从系统工程视角看2万美元无人机威胁 The Strait of Hormuz: A systems engineering view on the 20k drone threat (news.ycombinator.com)
107. 我花了一年时间构建一个基于GPS临时位置的社交网络。以下是发生的事情： I spent a year building a GPS-ephemeral social network. Here''s what happened (news.ycombinator.com)
108. Ask HN: 你认为HN互动中有多少比例是真实人类参与的？管理员们又是如何看待的？ What% of HN interaction do you think is human? What do the admins think? (news.ycombinator.com)
109. Ask HN: 开发者们，你们希望API监控工具具备哪些功能？ Devs, what would you want in an API Monitor? (news.ycombinator.com)
110. Ask HN: 当前团队如何将人工智能代理投入生产环境？ How are teams productionizing AI agents today? (news.ycombinator.com)
111. Ask HN: 美国以外的国家，你们国家是如何讨论人工智能的？ People outside the US how are your countries talking about AI? (news.ycombinator.com)
112. CodeCortex——面向AI编码代理的持久化存储库知识图谱 CodeCortex – Persistent repository knowledge graph for AI coding agents (news.ycombinator.com)
113. 西澳大利亚州所得税——房产经纪人称本周有7人挂牌出售房屋 WA Income Tax – Real estate agent says 7 people listed homes this week (news.ycombinator.com)
114. Claude 4.6 Opus 能够背诵 Linux 的 list.h 文件。 Claude 4.6 Opus can recite Linux''s list.h (news.ycombinator.com)
115. Ask HN: 训练瓶颈检测功能应该作为独立产品还是仅作为产品功能？ Should training bottleneck detection be a product or just a feature? (news.ycombinator.com)
116. Ask HN: 你难道不是在使用克劳德，并且是个成功的开发者吗？ Are you not using Claude and successful developer? (news.ycombinator.com)
117. LazyFire——一款基于lazygit风格的Firebase Firestore终端用户界面 LazyFire – a lazygit-style terminal UI for Firebase Firestore (news.ycombinator.com)
118. Mindzo投资联盟的精简数据采集引擎 A lean data ingestion engine for Mindzo Investment Union (news.ycombinator.com)
119. 双心金融协会的无锁状态管理引擎 A lock-free state management engine for DualHeart Financial Association (news.ycombinator.com)
121. Ask HN: 有人搞清楚Stripe的付费试用功能了吗？ Anyone figured out paid trials with Stripe? (news.ycombinator.com)
122. 印度自动商品及服务税数据提取的发票OCR API Invoice OCR API for Automated GST Data Extraction in India (news.ycombinator.com)
124. 大多数稍后阅读应用都是精心设计的失败之作 Most read-later apps are beautifully organized failure (news.ycombinator.com)
125. 多久之后，所有主要供应商都会启动他们的RSI循环？ How long till every major provider sets their RSI loops in motion? (news.ycombinator.com)
126. 一本实用、系统化的指南，助您从容应对CCNA认证 A Practical, Structured Guide That Delivers Confidence for the CCNA (news.ycombinator.com)
127. Ask HN: 文字游戏能否成为竞技策略类电子竞技项目？ Can a word game work as a competitive strategy esport? (news.ycombinator.com)
129. 新技术降低架构漂移风险。请提供反馈。 New technology to reduce risk of architect drift. Ask for feedback (news.ycombinator.com)
131. 我开发了一款应用程序，能够将全球导航卫星系统时钟残差对齐至99.9999%的几何线性度。 I built an app that aligns GNSS clock residuals to 99.9999% geometric linearity (news.ycombinator.com)
133. Hightitan，一个用于高并发数据流处理的轻量级框架 Hightitan, a lightweight framework for high-concurrency data streaming (news.ycombinator.com)
134. Ask HN: 构建了带根本原因分析的API监控工具——无法找到首批用户 Built API monitor with root cause analysis – unable to find first users (news.ycombinator.com)
136. Ask HN: 我正在寻找独立开发者或小型团队来测试AI分析工具 Im looking for indie hackers or small teams to test AI analytics tool (news.ycombinator.com)
137. 为提升速度而重建EraMix金融联盟技术栈 Rebuilding the EraMix Financial Union stack for speed (news.ycombinator.com)
138. Ask HN: 近期有哪些软件因人工智能工具的加持而实现了显著提升？ What software has improved dramatically recently thanks to AI tooling? (news.ycombinator.com)
139. 提案：全球太阳能抵消分时（G-Soft）模型 Proposal: Global Solar-Offset Fractional Time (G-Soft) Model (news.ycombinator.com)
140. 我们为Yeahchain打造了一个精简高效的高性能仪表盘 We built a lean, high-perf dashboard for Yeahchain (news.ycombinator.com)
142. 为CSS光学中心属性收集感知数据 Collecting perceptual data for a possible CSS optical-center property (news.ycombinator.com)
143. 我开发了一个Chrome扩展程序，用于导出整个Gemini聊天记录。 I made a Chrome extension to export an entire Gemini chat (news.ycombinator.com)
144. Ask HN: 在这份《物理学未解问题清单》中，哪些内容吸引了你的注意？ What on this "List of Unsolved Problems in Physics" Has Your Attention? (news.ycombinator.com)
148. 创业创意：让地理位置不再影响网络浏览体验 Startup Idea: Make geography irrelevant when browsing the internet (news.ycombinator.com)
149. Ask HN: 如果今天能重新设计API网关，你会做出哪些改变？ If you could redesign API gateways today, what would you change? (news.ycombinator.com)
150. Ask HN: 如何在大型语言模型时代构建以人为本的全新在线社区？ How do we build a new Human First online community in the LLM age? (news.ycombinator.com)
151. Ask HN: 有人曾故意省略代码来阻止爬虫吗？ Anyone ever deliberately left out code to thwart scrapers? (news.ycombinator.com)
153. 我创建了Tinnotu——一个让作家能够发布作品并获得收益的平台。 I built Tinnotu – a platform where writers can publish and earn (news.ycombinator.com)
154. ReleaseGuard – 在发布前扫描并强化您的发行版（开源） ReleaseGuard – scan and harden your dist/ before it ships (open source) (news.ycombinator.com)
155. 当我的持久化克劳德自称为泰勒斯时，我的API费用为13.19美元。 My API cost was at 13.19 when my persistent Claude named himself Thales (news.ycombinator.com)
158. Ask HN: 你见过最棒的产品落地页有哪些？ What are the best product landing pages you''ve stumbled upon? (news.ycombinator.com)
159. AITutor——类似vimtutor的AI辅助编程教程 AITutor – vimtutor, but for AI-assisted coding (news.ycombinator.com)
160. 我正挣扎着，除了你之外再无他人可倾诉 I''m struggling and I don''t have anyone else to share this with except you (news.ycombinator.com)
161. Ask HN: 添加一项政策，说明在使用大型语言模型辅助写作时应遵循的规范。 Add a policy to state when LLM is used to assist in writing (news.ycombinator.com)
163. 请为我的隐私优先AI广告架构评分（专利申请中） Rate my privacy-first AI ad architecture (patent pending) (news.ycombinator.com)
164. Ask HN: 开发者在人工智能时代仍享受开发乐趣？ Developers still enjoying development after AI? (news.ycombinator.com)
165. Ask HN: 如何防止AI生成的GitHub问题？ How do you prevent AI generated GitHub issues? (news.ycombinator.com)
168. 每项成果成本：衡量人工智能工作流的真实经济效益 Cost per outcome: measuring the real economics of AI workflows (news.ycombinator.com)
169. 处理400万条帖子，收获20万用户痛点，留言你的想法，我将免费验证 Processed 4M threads, got 200k user pain, comment ur idea, I will validate free (news.ycombinator.com)
170. Ask HN: 你最喜欢的另类历史情景有哪些？ What are your favorite alternate history scenarios? (news.ycombinator.com)
174. 我用Zig语言构建了一个人工智能代理，该代理在Windows XP系统上运行，配备64MB内存。 I built an AI agent in Zig that runs on Windows XP with 64 MB RAM (news.ycombinator.com)
176. 选择退出让您的身份成为Grammarly AI编辑 Opt Out of your identity being a Grammerly AI Editor (news.ycombinator.com)
177. Ask HN: YouTube 备用账号？（请登录以确认您不是机器人） YouTube Alts? (Sign in to confirm you''re not a bot) (news.ycombinator.com)
178. 扩散式大型语言模型可能使大部分人工智能工程技术栈过时 Diffusion LLM may make most of the AI engineering stack obsolete (news.ycombinator.com)
180. Ask HN: 无法访问HN账户（无邮箱），有人通过客服支持找回过吗？ Lost access to HN account (no email), anyone recovered through support? (news.ycombinator.com)
184. Tell HN: 使用Ollama配合云端DeepSeek模型时会出现串扰现象吗？ Crosstalk when using Ollama with cloud DeepSeek models? (news.ycombinator.com)
185. 流失预测器——基于Stripe数据与行为信号预测SaaS客户流失率 ChurnBurner – Predicts SaaS churn from Stripe and behavioral signals (news.ycombinator.com)
188. Ask HN: 为什么Linux没有像Notepad那样功能丰富的原生文本编辑器？ Why doesn''t Linux have a native text editor as feature rich as Notepad (news.ycombinator.com)
189. 监控工具是否仍会遗漏事件发生前的早期信号？ Do monitoring tools still miss early signals before incidents? (news.ycombinator.com)
190. SMail – 导入CSV文件。撰写邮件内容。通过Gmail发送数百封邮件。完成。 SMail – Load a CSV. Write your message. Send hundreds via emails Gmail. Done (news.ycombinator.com)
192. 有人在生产环境中使用Cloudflare工作流吗？ Anyone using Cloudflare Workflows in production? (news.ycombinator.com)
193. Ask HN: 如何优化我的Web Liquid(Gl)ass项目性能？ How could I optimize the performance of my web Liquid (Gl)ass project? (news.ycombinator.com)
194. 悬浮——Google反重力移动智能体管理器（开源） Levitation – Mobile agent manager for Google Antigravity (open source) (news.ycombinator.com)
195. Tell HN: 点击谷歌搜索结果页面的"我感觉很幸运"按钮，直接跳转至首位搜索结果。 Click on ''I''m Feeling Lucky'' on Google for the first result directly (news.ycombinator.com)
196. Ask HN: 使用了哪些方法使编码剂如此出色？ What methods were used to make coding agents so good? (news.ycombinator.com)
197. 基础设施漏洞与白标滥用：Opnex是骗局吗？ Infrastructure Vulnerabilities and White-Label Abuse: Is Opnex a Scam? (news.ycombinator.com)
198. Ask HN: 代理商/MSP，你们如何管理跨多个客户的VPN访问？ Agencies/MSPs, how do you manage VPN access across many clients? (news.ycombinator.com)
200. 在你担任首席技术官的第一年里，什么差点让你崩溃？ What nearly broke you in your first year as CTO? (news.ycombinator.com)
201. 现在我明白了。让我来理解这个问题。 Now I have a clear picture. Let me understand the issue (news.ycombinator.com)
203. Ask HN: 您会推荐哪个欧盟国家来创办初创企业？ Which EU country would you recommend for setting up a startup? (news.ycombinator.com)
205. Ask HN: 在这个充斥着消极消息的世界里，你如何找到快乐？ How do you find joy in a world full of depressing news? (news.ycombinator.com)
206. Ask HN: 是否存在市场需求，需要一份经过安全审计的Claude Code技能通讯？ Is there a market for a security-audited Claude Code skills newsletter? (news.ycombinator.com)
207. 埃隆·马斯克对人工智能与未来工作的预测 Elon Musk''s Predictions About AI and the Future of Work (news.ycombinator.com)
209. Ask HN: 随着笔记的增长，哪些内容开始出现问题？ What starts to break down as your notes grow? (news.ycombinator.com)
210. Ask HN: 是否应为3DIMLI添加游戏作为产品类型？ Should we add game as product type for 3DIMLI? (news.ycombinator.com)
212. 世界棒球经典赛中墨西哥与意大利的囚徒困境威胁美国队 Prisoner''s Dilemma in World Baseball Classic for Mexico and Italy Threatens USA (news.ycombinator.com)
213. PromptVault——多智能体开发免费工具 PromptVault free tool for multi agentic development (news.ycombinator.com)
214. Ask HN: 如何为数字SaaS产品的B2B市场制定更优的GTM策略 How to Plan for a Better GTM for a Digital SaaS Product B2B (news.ycombinator.com)
218. Ask HN: 你最近读过最好的计算机科学书籍是什么？ What''s the best computer science book you''ve read recently? (news.ycombinator.com)
219. Ask HN: 人们如何预测代理工作流中AI API的成本？ How are people forecasting AI API costs for agent workflows? (news.ycombinator.com)
220. 为何人才战略正成为科技企业的竞争优势 Why people strategy is becoming a competitive advantage for tech companies (news.ycombinator.com)
221. 人才战略如何成为初创企业的增长杠杆 How talent strategy is becoming a growth lever for startups (news.ycombinator.com)
222. AI Aadhaar OCR API，实现快速Aadhaar数据提取 AI Aadhaar OCR API for Fast Aadhaar Data Extraction (news.ycombinator.com)
223. 神经形态球面拓扑结构海伯学习法：通向接地智能的途径 Neuromorphic sphere topology Hebbian learning as a path to grounded intelligence (news.ycombinator.com)
224. 你们是否已允许代理商运行基础设施工具/脚本？ Are you letting agents run infra tools / scripts yet? (news.ycombinator.com)
225. 将AI代理推理与执行分离，加密绑定执行 Separating AI agent reasoning from execution, crypto binding execution (news.ycombinator.com)
226. Ask HN: 失业的开发者们——你们现在靠什么维持生计？ Devs who are out of work – what are you doing for income now? (news.ycombinator.com)
228. Ask HN: 你如何应对"提示疲劳"和懒惰的大语言模型输出？ How are you managing "prompt fatigue" and lazy LLM outputs? (news.ycombinator.com)
230. Ask HN: 如何防止MCP代理在生产环境中循环运行？ How do you prevent MCP agents from looping in production? (news.ycombinator.com)
233. 在何种深度的上下文工程层面，人工智能的输出才会达到人类创作的水准？ At what level of deep context engineering does AI output become human-crafted? (news.ycombinator.com)
234. Tell HN: 垂直标签页现已登陆Chrome稳定版（需开启实验性功能） Vertical tabs has arrived (behind a flag) in Chrome stable (news.ycombinator.com)
235. Ask HN: 伊朗境内Starlink卫星通信系统是否仍在遭受干扰？ Is Starlink still being jammed in Iran? (news.ycombinator.com)
238. 数学正经历着其历史上最大的变革 Mathematics is undergoing the biggest change in its history (news.ycombinator.com)
239. Ask HN: 你最喜欢的"软件工程师在1-3年后会怎么做？"是什么？ What''s your favorite "what would SWEs do in 1-3 year from now?" (news.ycombinator.com)
242. 我构建了一个人工智能代理的身份图谱——超过3.3亿条经过验证的记录。突破API限制 I built an identity graph for AI agents – 330M verified records.Break the API (news.ycombinator.com)
243. Codeown——开发者记录构建历程的平台 Codeown – A platform for developers to document their building journey (news.ycombinator.com)
244. 对于之前的提交，我深表歉意，仍在学习规则。 Apologies for earlier submissions, still learning the rules (news.ycombinator.com)
247. Trion：一个行为预言机，从链上历史而非价格中推导出真相 Trion: A Behavioral Oracle That Derived Truth from On-Chain History Not Price (news.ycombinator.com)
250. 我因人工智能而被解雇——但我依然认为自己是未来的工程师 I Got Fired Because of AI – But I Still Think I''m the Engineer of the Future (news.ycombinator.com)
252. Tell HN: 苹果开发证书服务器似乎无法访问？ Apple development certificate server seems down? (news.ycombinator.com)
253. Ask HN: 我构建了一个原生AI代码库框架——您能评估一下吗？ I built an AI-native codebase framework–could you evaluate it? (news.ycombinator.com)
254. GPT-4因训练数据泄露而暴露其API内部机制 GPT-4 leaks its own API internals through training data exposure (news.ycombinator.com)
256. 摘要——我用这个取代了我那堆乱七八糟的Make.com自动化流程 Summry – I replaced my mess of Make.com automations with this (news.ycombinator.com)
257. 网络情境感知叙事的小型实验 A small experiment in context aware storytelling on the web (news.ycombinator.com)
260. 更多令牌，更低成本：为何优化令牌数量是错误的 More tokens, less cost: why optimizing for token count is wrong (news.ycombinator.com)
262. Ask HN: 自动多语言支持对发布平台是否合理？ Does automatic multilingual support make sense for a launch platform? (news.ycombinator.com)
263. Ask HN: 一个以开发者为中心的Shopify替代方案会是什么样子？ What would a developer-first alternative to Shopify look like? (news.ycombinator.com)
264. 对《首次证明》（Abouzaid等人，2026）的方法论批判 A Methodological Critique of "First Proof" (Abouzaid et al., 2026) (news.ycombinator.com)
266. 我辞去了工作，只为投身于那些我渴望已久的技术领域。 I left my job to work with the technologies I''d been dying to use (news.ycombinator.com)
267. 您如何在编码中使用本地LLM？（特别是安全/知识产权保护方面） How are you using local LLMs for code? (esp. security/IP protection) (news.ycombinator.com)
269. Ask HN: RPE在IT服务领域的未来发展方向是什么？ What will be the future of RPE in IT services (news.ycombinator.com)
271. Ask HN: 在将AI代理部署到生产环境之前，你们是如何进行测试的？ How are you testing AI agents before shipping to production? (news.ycombinator.com)
272. Ask HN: 每秒1次哈希计时的PoW机制，彻底杜绝51%攻击——诚聘工程师 1 Hash/Sec paced PoW making 51% attacks impossible – seeking engineers (news.ycombinator.com)
273. Ask HN: 如何在Hacker News上屏蔽/隐藏包含Grokipedia链接的评论？ How do you block/hide comments with links to grokipedia, on HN? (news.ycombinator.com)
274. Ask HN: 你在HN上读过最鼓舞人心的评论是什么？ What are the most uplifting comments you''ve read on HN? (news.ycombinator.com)
275. Ask HN: 人们是否已将采用AI"氛围编码"的应用投入生产环境？ Are people shipping their AI "vibe-coded" apps to production? (news.ycombinator.com)
278. Tell HN: 回复机器人爬取你的HN历史记录向你发送垃圾信息 Reply guy" bots crawling your HN History to spam you (news.ycombinator.com)
279. 在与人工智能代理协作时，我不断提醒自己的要点 Things I keep reminding myself about while working with AI Agents (news.ycombinator.com)
280. Ask HN: 让我们重新思考Emacs的架构与未来 Let''s rethink the architecture and future of Emacs (news.ycombinator.com)
281. 对于经纪商导入管道，您将强制执行哪些不变量？ What invariants would you enforce for broker import pipelines? (news.ycombinator.com)
283. Ask HN: 优化Claude代码工作流：订阅计费还是API计费？ Optimizing Claude Code Workflow: Subscription or API Billing? (news.ycombinator.com)
284. Ask HN: 您当前的代理和/或氛围编码设置是什么？ What is your current Agentic and/or Vibe coding setup? (news.ycombinator.com)
289. Ask HN: 你最喜欢的产品文档有哪些例子？ What are some examples of your favorite product documentation? (news.ycombinator.com)
290. Ask HN: 当前团队如何验证人工智能生成的测试？ How are teams validating AI-generated tests today? (news.ycombinator.com)
291. Ask HN: 身份保留与信息传递在大型语言模型中的博弈 Identity preservation vs. information transfer in LLMs (news.ycombinator.com)
292. 退出骗局的架构：Zszrun技术审计报告 The Architecture of an Exit Scam: A Technical Audit of Zszrun (news.ycombinator.com)
295. Srqcgx是否安全？对"包装器"欺诈架构的技术审计 Is Srqcgx Safe? A Technical Audit of the "Wrapper" Fraud Architecture (news.ycombinator.com)
297. Ask HN: 贵公司的人力资源团队如何策划外出活动？ How do People teams at your company plan offsites? (news.ycombinator.com)
299. Ask HN: 过去一周，HN总在几天后就把我强制下线，为什么？ Since a week HN keeps logging me off every few days, why? (news.ycombinator.com)