Claude连接器上线前必看的预检清单，教你避开本地测试陷阱，确保生产环境真正可达。
Writing an MCP server is the easy part. Shipping one as a Claude connector means passing four gates that have nothing to do with your business logic: …
多模型交叉审查AI代码成新趋势，不同模型互查能揪出哪些盲区？一文讲透审查信息要点。
Having one model review code written by a model from a different family is becoming increasingly popular. You might build a feature with Codex, then a…
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…
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…
AI编程时代，决策记录是团队缺失的记忆层，让技术选型与产品边界有据可循。
Decision records are the missing memory layer in AI-assisted software development. They capture not just what was built, but why — and that distinctio…
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 + …
从亲手构建两个AI工具到AI反教学习方法，开发者用实战教训揭示AI学习的正确姿势
The Problem TeachSim taught me LangGraph because the bot had to actually work, with real conversations running through it. GitHub Digest taught me abo…
让AI写后端代码，功能能跑但安全呢？作者亲测后发现了惊悚真相——安全不是靠"能运行"来衡量的。
Then I Ran a Security Audit. Artificial Intelligence has completely changed how I build software. Today I can ask an AI assistant to generate: REST AP…
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…
AI集成费用爆表？换个思路，成本从$1200暴降到可负担，开发者必看的省钱实战。
The problem: I loved AI summaries until I got the bill Last month I was working on a SaaS product that needed to summarize long articles for users. Th…
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
教你构建自定义漏洞利用工具链的实战指南，结合AI子代理与前沿模型，提升安全研究效率。
We break down the technical architecture behind our multi-stage vulnerability discovery harness and automated triage loop. Learn how we manage state c…
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…