1
openclaw 2026.5.12-beta.5
OpenClaw 新 beta 版本修复网关协议，优化 Copilot OAuth 交换与 Gemini 图像路由。
Fixes gateway: pass Talk session scope to resolver [AI]. ( #81379 ) Thanks @pgondhi987 . Gateway protocol: require v4 clients and stream explicit chat…
2
Observable Adversarial Behavior, Not Portable Adversarial Procedure
不依赖红队和攻击载荷，用SHENRON模拟对抗性遥测，安全验证蓝队检测能力。
How I built SHENRON as a defensive telemetry simulation lab for blue-team validation without shipping the attack. Repo: https://github.com/GnomeMan420…
3
How GBase 8a Detects and Responds to a GNode Process Crash
GBase 8a多级监控自动检测GNode进程崩溃并执行重启、隔离、数据重同步，无需人工干预。
When a data node (gnode) process exits unexpectedly, GBase 8a's multi‑layer monitoring kicks in automatically. The cluster will try to restart the ser…
4
The offline desk gadget that actually got me to sit up straight
离线无摄像头追踪姿势，这款桌面小工具专治久坐腰痛
Deep Care's $350 device is pricy, but it runs offline and helps you improve your posture and movement habits
5
A Pragmatic Beginner's Guide to Introducing AI to Your Engineering Workflow
面向工程师的AI入门实用指南，教你如何平衡工具使用与代码质量控制，适合想安全引入AI的开发者。
Article URL: https://jeffammons.com/2026/05/05/a-pragmatic-beginners-guide-to-introducing-ai-to-your-engineering-workflow/ Comments URL: https://news.…
6
CodeSpectra the Illusion of Easy Coding: Why AI Still Demands Effort
AI让代码抄袭更隐蔽，CodeSpectra四阶段级联检测精准识别变异代码。
Article URL: https://blog.ptidej.net/codespectra-the-illusion-of-easy-coding-why-ai-still-demands-effort/ Comments URL: https://news.ycombinator.com/i…
7
Why I Stopped Building Features and Started Shipping Experiments
从完美主义到快速实验的转变，教你用最小可行产品打破项目烂尾魔咒。
An honest post about perfectionism, unfinished projects, and why my portfolio is named after a vegetable The worst advice I ever got about building pr…
8
How a Brazilian Rock Band Implemented llms.txt (And Why It Makes Sense)
巴西摇滚乐队竟完美实现llms.txt标准，跨界案例彰显AI文档规范的普适价值
How a Brazilian Rock Band Implemented llms.txt (And Why It Makes Sense) Most llms.txt implementations you'll find are SaaS products, developer tools, …
9
How to escape vendor lock-in in your Git collaboration workflow
Git 协作如何摆脱供应商锁定？从 Git 去中心化本质到实用替代方案，保护你的协作元数据。
Last March I watched a small open-source project I contributed to get nuked off a major hosting platform overnight. No warning. The maintainer's accou…
10
Curl maintainer: AI security reports are no longer slop
Curl维护者亲述AI垃圾安全报告消失，项目重新开放后迎来更高质量的“混沌时期”。
Article URL: https://daniel.haxx.se/blog/2026/04/22/high-quality-chaos/ Comments URL: https://news.ycombinator.com/item?id=48164849 Points: 5 # Commen…
11
We built a zero-telemetry Native Rust AI engine. (Ghost Lock included)
告别SaaS依赖，开源原生Rust AI引擎，零遥测保护隐私，本地运行掌控智能。
Article URL: https://github.com/jrabbass/-esai-community-edition Comments URL: https://news.ycombinator.com/item?id=48164600 Points: 1 # Comments: 0
12
AI's eyes to help with component inspections
美国国家实验室用AI替代人工检测核威慑陶瓷组件，提升效率与准确性。
Article URL: https://newsreleases.sandia.gov/ai-inspections/ Comments URL: https://news.ycombinator.com/item?id=48164584 Points: 1 # Comments: 0
13
AI Is Technology, Not a Product
深度剖析：AI是底层技术而非成品，苹果高管观点引发行业思考。
Article URL: https://daringfireball.net/2026/05/ai_is_technology_not_a_product Comments URL: https://news.ycombinator.com/item?id=48163810 Points: 2 #…
14
Do Job Postings Show Early Labor‑Market Effects of AI?
纽约联储用招聘数据揭示AI对劳动力市场的早期实际影响，实证分析值得关注。
Article URL: https://libertystreeteconomics.newyorkfed.org/2026/05/do-job-postings-show-early-labor-market-effects-of-ai/ Comments URL: https://news.y…
15
Orthrus-Qwen3: up to 7.8×tokens/forward on Qwen3, identical output distribution
开源项目Orthrus-Qwen3实现高达7.8倍前向推理加速，且保证输出分布完全一致，Qwen3模型效率飞跃。
Article URL: https://github.com/chiennv2000/orthrus Comments URL: https://news.ycombinator.com/item?id=48154865 Points: 217 # Comments: 43
16
How Claude Code works in large codebases
官方揭秘Claude Code在百万行级代码库中的实战经验与最佳实践，企业团队值得一读。
Article URL: https://claude.com/blog/how-claude-code-works-in-large-codebases-best-practices-and-where-to-start Comments URL: https://news.ycombinator…
17
Show HN: Built a verifiable, open-source SoC 2 readiness scanner
开源可验证的SOC 2就绪扫描器，5分钟内生成可提交审计的AWS合规报告，每个发现带有SHA-256哈希供审计员独立复验。
After speaking with over 50+ CISOs, DevOps, & pre-series A founders for months, I realized a problem in the GRC industry. SOC 2 automation exists, but…
18
Show HN: nbpipe – A lightweight workflow runner for Jupyter notebooks
轻量工作流运行器，助你从命令行或JupyterLab串联运行笔记本序列
Article URL: https://github.com/ngafar/nbpipe Comments URL: https://news.ycombinator.com/item?id=48163664 Points: 1 # Comments: 0
19
微软承认个性化是 Windows 基因，承诺为 Win11 推出更多控制功能
微软终低头！Win11任务栏可移动，开始菜单自定义即将回归
IT之家 5 月 17 日消息，据科技媒体 Windows Latest 今天报道，微软表示，个性化与自定义永远根植于 Windows 的 DNA，并计划未来几个月推出更多新功能，让用户能够自定义 Win11 的开始菜单、任务栏。 据报道，Windows 曾是微软最核心的产品，但最近几年微软大力押注…
20
No-signup link unfurl for AI agents (an agent can't do a signup)
无需注册、无需API密钥，一条GET请求即可获取链接元数据，专为无法完成注册的AI智能体设计。
If you write code that calls links — a bot, a crawler, a RAG ingest job, an autonomous agent — you eventually need the metadata behind a URL: title, d…