AI Approved the PR. Nobody Knows Why the Code Works.
说明与用途
文章说明在 PR 中添加意图标题如何保留设计意图,减少隐藏的意图债务,并在利用 AI 进行错误检测的同时保持审查者的学习。
问题
AI code reviews confirm syntax and bugs but miss design intent, leading to hidden intent debt and reduced learning for reviewers.
结果
Adding an Intent Header to PRs preserves design intent, reduces hidden intent debt, and maintains learning opportunities for reviewers while still leveraging AI for bug detection.
工作流
- 1. Author writes PR and attaches an Intent Header. 2. AI reviewer runs CodeGraph and reports findings. 3. Reviewer reads the Intent Header and verifies that code aligns with stated intent. 4. Tests are reviewed before code changes. 5. Merge is approved with understanding of intent and proof logs.
证据
An AI reviewer covers the visible output. The invisible one is getting harder to keep.
The fix it suggested, which I adopted, is to attach a short intent statement to the PR. I call it the Intent Header.
The author, the reviewer, and the agent on either side all check against the same statement, and the reasoning stays in the history after the merge.
- 记录日期: 2026-10-02T21:40:50.059Z