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The fix

Means your tests cover the wrong layer. AI loves to write tests against the implementation it just wrote β€” tautological tests. Add one end-to-end smoke test per feature that uses the feature like a user would. Playwright or even a manual checklist beats 200 unit tests that all assert the implementation didn't change.

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