[ ] Retrain on the most recent labeled data - [ ] Evaluate on a holdout set; apply the deployment gate - [ ] Deploy as shadow or canary first - [ ] Monitor the retrained model for at least one week - [ ] Promote to production only after validation passes - [ ] Update reference distributions to refle