Do: write observable pass conditions before seeing a response. Example: a five-row classifier must return valid JSON, all five labels, and no invented fields. Check: ask whether a reviewer can mark pass or fail from the rubric alone. If not, revise the criterion before running the model or celebrating a plausible answer.