AI agents can generate tests quickly, but do you trust them? I don’t trust them unless I review them, but reviewing the inconsistent and verbose tests that AI generates used to take me more time than writing the tests myself.

That changed when I started constraining the test structure and optimizing for ease of validation. I settled on three patterns that turn Markdown specifications into easy‑to‑validate automated tests.