I never liked code reviews. Then AI agents turned me into a full-time reviewer, and as boredom and fatigue set in, it was only a matter of time before serious mistakes would slip through.

That changed when I stumbled upon a technique while building a refactoring tool. It turned hours-long test reviews into quick scans. Better yet: it merged human-readable documentation, requirements, and tests into a single format that guides AI agents to reliable solutions.

Join me in exploring Constrained Tests, Approved Fixtures, and Approved Logs—three patterns that completely changed how I communicate with AI agents.