1
Ask HN: What is your daily AI stack?
程序员日常AI工具堆栈公开，从LLM到代码审查，一份实用参考清单。
Which AI tools benefiting you most in day-day work? Which tool you stopped using? Let's share so that we can each learn from other experience and use …
2
龙虾 OpenClaw 工程师示警：AI 正批量制造低质量危险代码
DeepSource 用 AI 自动审查代码漏洞与质量问题，帮团队避免低质量危险代码的批量产生
IT之家 5 月 23 日消息，华尔街日报昨日（5 月 22 日）发布博文，报道称参与打造“龙虾”OpenClaw 的 2 名工程师示警， AI 不只加快写代码速度，也可能把低质量代码批量扩散到真实产品与服务里。 OpenClaw 内部智能体框架 Pi 创建者马里奥 · 泽克纳（Mario Zech…
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Ask HN: We need a standard way to declare how much AI was used in a PR
开发者们正在呼唤一种标准，来标记PR中AI参与的程度——从全AI生成到人工微调，清晰界定协作边界。
There's a big difference between these situations: - a PR that is quickly drafted by LLM based on a prompt - a careful spec designed by humans, worked…
4
Using Claude Code: The Unreasonable Effectiveness of HTML
用HTML替代Markdown作为AI输出格式，大幅提升Claude代码审查与解释效率，附实用Prompt示例
Using Claude Code: The Unreasonable Effectiveness of HTML Thought-provoking piece by Thariq Shihipar (on the Claude Code team at Anthropic) advocating…
5
How do you reduce LLM spam in PR reviews?
如何避免同事用AI生成垃圾PR评论？来自Hacker News的热议，探讨LLM在代码审查中的坑与最佳实践。
Title. I finally got annoyed enough at work with a colleague who posted an 11 point list they clearly hadn't read or reviewed as a comment on my PR th…
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Orchestrating AI Code Review at scale
Cloudflare分享大规模部署AI代码审查的实践经验，从瓶颈到解决方案，技术细节与工程思考兼具。
Learn about how we built a CI-native AI code reviewer using OpenCode that helps our engineers ship better, safer code.
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Dew Drop – May 19, 2026 (#4671)
今日技术热点速览：MAUI Material 3、TypeScript 6迁移、Angular v21、Vite 8加速、C# AI代码审查系统
Top Links NuGet Package Pruning: Cleaner Dependencies and Actionable Vulnerability Reports (Nikolche Kolev) Flutter’s multiplatform value for ag…
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Show HN: A small code review extension for zot
专为zot打造的轻量代码审查扩展，提升协作效率
Article URL: https://github.com/patriceckhart/zot-review Comments URL: https://news.ycombinator.com/item?id=48195075 Points: 7 # Comments: 0
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Show HN: AI Coding Engineers that evolve with you
AI编码工程师随你成长：按周学习代码库、CI模式，最终成为可信的on-call审查者
We're building AI Engineers not just AI Coders Comments URL: https://news.ycombinator.com/item?id=48190812 Points: 1 # Comments: 0
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For $1.3M/month, OpenClaw founder runs 100 AI agents that code and find bugs
OpenClaw创始人用100个AI Agent自动编码、审查PR和找漏洞，月耗130万美元展示AI驱动开发新范式
Article URL: https://the-decoder.com/for-1-3-million-a-month-openclaw-founder-peter-steinberger-runs-100-ai-agents-that-code-review-prs-and-find-bugs/…
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GraphQL Authorization Bypass: A Real CVE Code Review
从真实CVE案例拆解GraphQL授权绕过漏洞，揭示解析器树层级的隐蔽风险与代码审查关键点。
Real-World GraphQL Authorization Bypass CVE Example Code Review A tenant isolation bug in a GraphQL API differs from a REST IDOR in one uncomfortable …
12
Show HN: Codiff, a local diff review tool
本地大 diff 审查神器，16 分钟打造的极速美观工具，支持 LLM 走查模式。
Nowadays I review a lot of code locally that was written by llms. I used to review my own code using git + delta. It started to feel limiting with the…
13
Deploy Summary Integration
Vercel 推出 Deploy Summary 集成，在 PR 中自动生成变更页面的截图、链接和部署信息，让代码审查更高效。
Today, we're introducing Deploy Summary , a Vercel integration to augment your workflow with our GitHub and GitLab integrations even further. Deploy S…
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Vercel Agent code reviews now follow your code guidelines
Vercel Agent现在可通过AGENTS.md等文件自动应用项目编码指南，无需配置即可进行更精准的代码审查。
Vercel Agent now applies your repository’s coding guidelines during code reviews. Add an AGENTS.md file to your repository, or use existing formats li…
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On-demand Vercel Agent code reviews
Vercel 新功能：在 GitHub PR 中一键按需触发 AI Agent 代码审查，也可设置自动审查。
You can now trigger a Vercel Agent code review on demand. When Vercel post comments on your GitHub pull request, you can now click the Review with Ver…
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Automatic build fix suggestions with Vercel Agent
Vercel Agent 自动诊断构建失败，在 GitHub PR 或 Dashboard 中直接给出代码修复建议，省时省力。
You can now get automatic code-fix suggestions for broken builds from the Vercel Agent, directly in GitHub pull request reviews or in the Vercel Dashb…
17
Datadog uses Codex for system-level code review
Datadog 借助 OpenAI Codex 实现系统级代码审查，提升开发效率与质量
OpenAI and Datadog brand graphic with the OpenAI wordmark on the left, the Datadog logo on the right, and a central abstract brown fur-like texture pa…