1
Github Stacked PR
用堆叠 PR 拆解大型改动，让代码审查更轻松，GitHub 协作进阶必读。
🎯 What a “Stacked PR” Is (and Why You’ll Want One) A stacked pull request (sometimes called a stacked PR , stacked diff , or dependent PR ) is a serie…
2
I'm opening VSCode less and less every day
AI工具颠覆传统开发流程：9年老程序员正在从VSCode转向Claude Desktop，代码越写越少，阅读与审阅成为日常
I've been a dev for close to 9 years now, always spending my time inside VSCode. When the AI extension came in, I started writing less code, reading m…
3
Using AI in Your Daily Dev Workflow (Without the Hype)
拒绝空谈，五个实操技巧让AI真正融入日常开发，从任务拆解到代码重构，实用不炒作。
A Practical Starter Guide to Using AI in Your Daily Dev Workflow (Without the Hype) AI tools are everywhere, but “use AI” is vague advice. The fastest…
4
Ask HN: How do you test AI-generated code?
HN热议：AI生成代码怎么测？从用户视角跑浏览器测试，当前AI代理还做不到，值得一看。
When AI generates code, I first instruct the model to find, fix, and verify any issues. After that, I start the server and test whether it actually wo…
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Show HN: DebugBrief – turn debugging sessions into reports, no AI
把调试过程自动整理成可复现报告，不靠 AI 也能沉淀排查经验，适合团队复盘与交接。
Article URL: https://github.com/harihkk/Debug-Brief Comments URL: https://news.ycombinator.com/item?id=48622061 Points: 2 # Comments: 0
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Claude Code Skills Turn It into an AI Engineering Team
揭秘Claude Code的27项技能，将AI编码助手升级为全能AI工程团队，大幅提升开发工作流效率。
Article URL: https://nextweekai.com/blog/claude-code-27-skills-ai-engineering-team/ Comments URL: https://news.ycombinator.com/item?id=48567320 Points…
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How I Turned Claude Into a Disciplined Senior Developer (Not Just a Fast One)
将Claude从“快速回答”升级为“守纪律高级开发者”的7层系统方法，附CLAUDE.md配置与9步实战演练
A plain-English walkthrough of my Claude Code workflow — written so anyone, including students, can understand what's happening and why. The Problem W…
8
We gave Kiro a brain for AWS, locally, for free
用LocalStack在本地免费模拟AWS全家桶，为Kiro项目注入智能，打造本地优先的开发工作流。
We built MiniStack (a local AWS emulator) when LocalStack moved its core services behind a paywall. It runs on a single port at http://localhost:4566 …
9
Warp’s big bet on building open source with GPT-5.5
Warp借助GPT-5.5打造开源编码智能体，整合本地与云端开发流程。
Warp uses GPT-5.5 and OpenAI models to coordinate coding agents across local, cloud, and open-source development workflows.
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Show HN: Kanban CLI (A local-first, agent-first task manager for the terminal)
终端里的本地优先、代理优先看板工具，专为软件开发工作流设计，简洁高效。
Hello HN, Ever since agents have become increasingly common in development, I've been scratching my head as to how to control their randomness. Recent…
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AI-driven development – It's a spectrum
将AI辅助开发比喻为光谱而非非黑即白，强调持续学习与个性化适应的真实现状。
Article URL: https://avohq.io/blog/ai-driven-development-it-s-a-spectrum Comments URL: https://news.ycombinator.com/item?id=48191068 Points: 1 # Comme…
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v0 Platform API now in beta
Vercel v0 平台 API 公测：文本生成 web 应用、自动纠错、可集成工作流与自动化脚本。
The v0 Platform API is now available in public beta. The v0 Platform API is a text-to-app API — it provides programmatic access to v0’s app generation…