杰弗里·亨特利: “AGENTS.md 里的规则是概率性的，迟早会“漂移”；更可靠的是确定性检查：智能体绕开了指定的库，pre-commit 钩子就拒绝提交，并提示它如何改——“一下子就十拿十稳””

由 AI 翻译，经编辑部审校

原文

“You know what isn't astrology? Engineering. If the agent isn't using my diagnostics library, I could introspect and update AGENTS.md, but there's still a delta, and it'll drift. Instead, I write a pre-commit hook that checks the git diff for direct calls to observability modules that bypass my diagnostics module. Boom: fail the commit, inject a prompt telling the agent to use the diagnostics library. All of a sudden it's ten out of ten. Josh called it Danger Systems in the loop. It's on rails now, and it's not hard. We've been doing this forever.”

— 杰弗里·亨特利, ghuntley.com, 13.10.2026 ↗

译文

“你知道什么不是占星术吗？工程。如果智能体不用我的诊断库，我可以排查一下再更新 AGENTS.md，但偏差依然存在，而且会漂移。所以我改为写一个 pre-commit 钩子，检查 git diff 里是否有绕过我的诊断模块、直接调用可观测性模块的代码。砰：提交失败，再注入一条提示，告诉智能体去用诊断库。一下子就十拿十稳了。Josh 管这叫“回路中的 Danger Systems”。现在一切都在轨道上，而且并不难。我们一直都是这么做的。”