The Critic Panel: Teaching an AI Pipeline to Check Its Own Work

Building a panel of AI critics that check a generated ad against itself — same product, same person, does the cutaway match its line, is the person alive — and the ways a critic itself can be quietly wrong: starved of slots, unable to fail, or grading a picture that will never re