AI生成的“修复”竟埋下致命漏洞，Copilot误判安全放行，一场针对Snowflake Jira的供应链攻击实录**
Article URL: https://www.wiz.io/blog/red-agent-snowflake-copilot-cicd-bug Comments URL: https://news.ycombinator.com/item?id=49331423 Points: 292 # Co…
10分钟排查npm包恶意代码，守住环境变量和CI管道不被陌生代码偷走凭据的实用审计流程。
You are about to run npm install some-package and hand a stranger's code full access to your machine, your environment variables, and your CI pipeline…
Node.js后端必看：7个易踩的安全坑，从密码存储到密钥泄露，逐一拆解避坑要点。
7 Backend Security Mistakes Node.js Developers Should Avoid 🔐 Building a Node.js backend that works is one thing. Building a backend that remains secu…
粘贴任意 GitHub 链接，浏览器里立刻生成免费安全报告，开发者自查代码漏洞的轻量利器。
Article URL: https://ghscan.vercel.app Comments URL: https://news.ycombinator.com/item?id=49162830 Points: 1 # Comments: 0
Atlas漏洞挖掘系统利用多个AI智能体分工协作，已发现超200个未知漏洞，自动验证多步骤复合型漏洞。
IT之家 7 月 29 日消息，谷歌旗下网络安全部门 Wiz 发文，宣布推出一款能够自主寻找漏洞的 AI 智能体漏洞挖掘系统 Atlas，目前 Atlas 已发现超过 200 个安全漏洞， 同时斩获了 GitHub 10 万美元（IT之家注：现汇率约合 67.8 万元人民币）漏洞发现奖金 。 据介绍…
AI编码助手生成的代码可能暗藏三类独特漏洞，发布前务必深度审计。
AI coding assistants ship code that compiles, runs, and looks correct in review. They also ship three specific classes of vulnerabilities that aren't …
AI安全审计清单：Claude发现的15个生产代码漏洞，含攻击向量与严重等级，开发者必看
Most web applications contain at least one vulnerability from the OWASP Top 10. A typical security audit takes 2-3 weeks and costs upward of $10,000. …
无需注册，秒级扫描任何公开GitHub仓库的安全漏洞，适用于遗留代码、外包项目或求职者作业审查。
TL;DR You can now paste any public GitHub repo URL and get a security grade back in seconds, no signup. It runs static analysis, secret detection, and…
开源P2P Messenger发布前，开发者求安全验证清单，踩坑经验全在这。
I’m releasing 1.0 of an open-source desktop P2P messenger tomorrow - Realman78/Kiyeovo on GitHub. In short, it's a feature rich messenger with clearne…
提交代码前自动扫描漏洞，守护 Git 仓库安全，开源轻量易上手。
Hello HN! I built a pre-commit code scanner that checks your staged changes for security vulnerabilities every time you run 'git commit'. I am an inex…
一个持续迭代的代码审计循环，每次用不同视角扫描，直到不再发现新bug，确保全面覆盖。
Article URL: https://github.com/apoorvjain25/production-audit Comments URL: https://news.ycombinator.com/item?id=48537246 Points: 1 # Comments: 0
通过实测100个GitHub仓库，揭示2026年代码安全现状、依赖漏洞与AI代码的真实影响。
Introduction Three months ago, I started an experiment. I took 100 GitHub repositories some huge, some tiny, some built by AI, some maintained for a d…
零缺陷不是吹的！AI结对编程工具peers新版上线，50000随机测试无bug。
Article URL: https://github.com/c0decave/peers Comments URL: https://news.ycombinator.com/item?id=48422239 Points: 1 # Comments: 0
多智能体协同审计，通过证据校准提升仓库级代码漏洞检测精度，开源研究新范式。
arXiv:2603.13384v2 Announce Type: replace-cross Abstract: Software vulnerabilities often depend on cross-file data flow, build options, framework conv…
用阿姆达尔定律直击LLM生成代码的核心瓶颈：再高效的生成也逃不过逐行审计的低效，根本性限制了加速比。
LLMs may theoretically be able to generate millions of correct lines of code. But for any important code the only way to know that it's correct is to …
14天内第三次Linux提权漏洞，一行代码即可root，2026年全线系统全中招，安全警报拉满。
这是今天（2026年5月21日）早上： 这是今天晚上： 也不知道说什么了，直接看吧。 Linux 第4漏洞：CVE-2026-46333（7.1分） 这是继 Copy Fail（4 月 29 日）、Dirty Frag（5 月 7 日）和 Fragnesia（5 月 13 日）之后，在短短三周内爆出
程序员惊觉AI悄悄改了他的代码行号，一场关于人与算法之间微妙博弈的自白式记录。
Article URL: https://boston.conman.org/2026/05/19.1 Comments URL: https://news.ycombinator.com/item?id=48227562 Points: 1 # Comments: 0
本地零侵入扫描代码项目，揪出Claude/Codex中隐藏的20%+token浪费，无需联网不暴露数据。
I built PrismoDev after noticing my Claude Code and Codex sessions were getting expensive in ways that were hard to explain. After digging through loc…
Mozilla利用Claude Mythos预览版深挖Firefox漏洞，AI安全报告从垃圾变利器，颠覆开源安全模式
Behind the Scenes Hardening Firefox with Claude Mythos Preview Fascinating, in-depth details on how Mozilla used their access to the Claude Mythos pre…
实测Anthropic Mythos大模型安全审计能力：Cloudflare用它扫描50+代码仓库，发现诸多漏洞，并揭示攻防新趋势
In recent weeks, we pointed Mythos and other security-focused LLMs at live code across critical parts of our infrastructure. We share what we observed…