Keep remembered claims current enough and preserve the decisions that matter

Test timestamped observations at expiry and reject a stale shipment update with a version condition. Separate authoritative run state from fallible summaries, build a bounded context packet with visible omissions, and trace corrections through memory reused across runs.

30 MIN · PREMIUM