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Audit a Cursor or v0-Built MVP Before You Launch
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 …
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AI Security Audit Checklist: 15 Vulnerabilities Claude Found in Production Code
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. …
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Scan Any Public GitHub Repo for Security Issues in Seconds (No Account)
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…
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The 2026 State of GitHub Security: What 100 Repos Taught Me About Dependency CVEs and AI Code
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…
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New version of "peers" – the AI couple doing things
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
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VulnAgent-R2: Evidence-Calibrated Multi-Agent Auditing for Repository-Level Vulnerability Detection
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…
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Amdahl's Law for LLM generated code
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 …
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说出来我都不信：Linux 漏洞第4、第5爆了 / Nginx 也继续爆漏洞
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
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The AI has come for my code
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
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Show HN: PrismoDev – local CLI for finding token waste in Claude Code/Codex
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…
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Behind the Scenes Hardening Firefox with Claude Mythos Preview
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…
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Project Glasswing: what Mythos showed us
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…
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Show HN: AI that audits your codebase in 60 seconds
60秒完成代码库审计，AI让你从繁重的代码审查中解放，效率拉满。
Article URL: https://triyambakam-apex-corp.hf.space Comments URL: https://news.ycombinator.com/item?id=48156878 Points: 8 # Comments: 3