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谁把一个 skill 供着不放，谁就还没真正学会用它。当纪律的意思很具体，你今天用 grill-with-docs 对齐，下周发现 domain-model 更顺手，就换，不纠结，不念旧。整篇文章，就绕着「把 skill 当纪律，不当框架」这个立场转。 你让 AI 给项目加个权限控制，它唰唰改了 ...

AI 辅助开发的关键不在 AI 本身的能力，而在于人为 AI 建立的约束体系——通过 Skills 技能包注入领域知识、AGENTS.md 沉淀项目规范、飞轮效应让错误只犯一次，将模糊目标转化为 AI 可精确执行的高质量指令，从提出需求到代码合入，甚至本篇分享也是AI生成。