When Your AI Auditor Finds What You Missed: A Framework for Systematic Layer-by-Layer Review

One of the hardest parts of shipping AI systems is knowing what you don't know. You can run tests, review code, check your metrics-and still miss entire categories of failure. That's where systematic,...