Agent memory that knows
when it has expired

Every procedure this system learns is pinned to the exact version of every rule it was derived from. Change one rule and all of them stop being trusted at once, in a transaction of four writes, whether one procedure depends on it or a hundred thousand.

1. A procedure is learnedrollback within 24h of deploy
2. and pinned to the rule it assumedrollback_window v1
3. then the rule moves24h → 4h
4. so the procedure stops being trustedrefused on provenance

No account and no login: everything a reviewer needs to do here is a write, so the demo is deliberately open. It runs against a live CockroachDB cluster on Amazon Bedrock, and nothing is scripted: the walkthrough runs every incident for real as you press the button.