30行代码实现AI生成代码的来源追踪，记录决策意图而非代码本身，适合小团队实践
“Control the ideas, not the code” is trending today. For a small team, the practical question is how to preserve decisions when code becomes cheap to …
AI不会替代敏捷开发，反而让优质敏捷实践更关键，尤其对受监管的企业环境意义重大。
AI Doesn’t Replace Agile. It Makes Good Agile More Important. The discussion around AI replacing Agile is becoming increasingly common. The argument u…
这篇技术文章手把手教你零成本测试AI产品，干货满满，直接解决开发者烧钱难题
Most tests are cheap. You click a button, you assert something changed, you run it a thousand times and nobody notices. Testing an AI product is diffe…
26个专业子代理让Claude Code高效分工：CLAUDE.md写对规则，MCP和Hooks实战配置全揭秘。
When I first opened Claude Code on a real project, it felt like hiring a brilliant junior who had read every book but never shipped anything. It could…
2026年版React Agent指南，教你用CLAUDE.md明文化项目规则，让AI代理更懂你的代码库。
なぜルールファイルがAIエージェントに効くのか AIエージェント(Claude Code / Cursor / OpenAI Codex CLI など)はプロジェクトルートの設定ファイルを毎セッション読み込む。指示が無い状態では、エージェントは汎用的なコーディング規約を適用するため、React + …
用自己构建的npm预检工具防密钥泄露，却被GitHub反杀，一个开发者的实战故事与开源方案。
We've all seen the horror stories: someone leaks an API key and wakes up to a $30k cloud bill, or accidentally publishes private code that's now publi…
开发者热议：AI编码代理该不该拥有独立GitHub账号？背后的协作与安全考量值得思考。
Comments URL: https://news.ycombinator.com/item?id=48618981 Points: 2 # Comments: 0
AI生成代码漏洞百出，但开发者依然选择上线——揭露技术债务与效率妥协的现实矛盾
Article URL: https://www.theregister.com/devops/2026/06/09/devs-know-ai-code-is-riddled-with-holes-but-ship-it-anyway/5252824 Comments URL: https://ne…
让AI自动编写并优化自身代码的闭环系统实践指南，从提示工程到生产自适应性，破除“一次性完美”迷信。
We have all been there. You spend hours meticulously crafting the perfect system prompt or tool description for your AI agent. It performs beautifully…
深入剖析vibe coding的适用边界，帮开发者识别何时该回归传统工程方法
Vibe coding is real, useful, and produces working software. It is also, past a certain point, a way of generating a mess faster than any one person ca…
揭秘构建AI编码代理的八大失败模式与支柱，用现有工具组合打造可靠“缰绳”
Teams building with AI usually end up building two products: the thing they ship, and the system around their agents that makes them useful in buildin…
实用代码审查清单，重点关注可观测性，避免生产环境 bug。
Every code review checklist I've ever seen...in books, in onboarding docs, in Twitter threads...covers the same six things: tests, naming, style, erro…
AI编码代理沙箱怎么做才不削弱能力？看这篇避开Docker常见坑，给出真正可行的安全边界方案
The Problem: Your AI Agent Has Root A few months back I was helping a team set up a self-hosted AI coding agent. Standard setup — an LLM with tool acc…
AI时代你的应用可能隐形，作者分享如何让智能代理发现并理解你的工具。
i'm an indie app builder and vibe coder. i've shipped over 30 small business apps — invoicing, inventory, packing slips, tax tracking. and now apparen…