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Architecture review stays with me, four core constraints, gates are rules not full runs, and passing every gate still does not mean you can ship. My working rules for AI-assisted development.

架構自己把關、四個核心約束、測試門禁定規則勿全量、門禁全過也不等於能上線的——我用 AI 開發的個人經驗，原樣整理。

架构自己把关、四个核心约束、测试门禁定规则勿全量、门禁全过也不等于能上线的——我用 AI 开发的个人经验，原样整理。

HumanLayer open-sourced its approval layer for coding agents. I read the source: the engineering is real, but there is a simpler path using the CLIs' own built-in doors.

HumanLayer 把整套系統開源了。我通讀了源碼：工程是真工程，但要問人這件事，官方 CLI 本來就留了門，不必先上它的雲。

HumanLayer 把整套系统开源了。我通读了源码：工程是真工程，但要问人这件事，官方 CLI 本来就留了门，不必先上它的云。