Continual FT Loop: Weekly Retraining + Replay Buffer + Forgetting Mitigation

Model doesn't stay static in production — new data, new feedback, drift mitigation via **weekly retraining** loop. Replay buffer (30% of old training set) for catastrophic forgetting mitigation, weekly model vs current canary A/B, mandatory cert eval suite.