#E2E测试

The core insight is that post-hoc unit tests written by agents validate nothing — they assert exactly what the code already does, creating false coverage. Engineers using Claude Code, Codex or similar agents can paste these three lines into their AGENTS.md to shift verification from green checkmarks to inspectable evidence. The failure-mode-first rule also turns tests into design documents rather than afterthoughts.

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