تقييم واختبار جودة النماذج الذكية

We name the intended use, the important users, the unacceptable failures, the constraints, and the person who will act on the evidence, then inspect the current system, data, workflow, known failures, and available controls, keeping unknowns visible rather than counting them as passes. Representative cases and suitable checks are chosen only after that, and the critical slices and adverse behaviour that matter to the decision are tested alongside the average. Uncertainty and reviewer disagreement are documented with enough context for someone else to reproduce the result, and the record closes with open exceptions, residual risk, responsible owners, and the condition that would call for another look.