Add normalize=False parameter to MLXFilter.fit() so external callers can skip internal normalization. Remove the external normalization + manual _mean/_std reset hack from walk_forward_auc() in train_mlx_model.py. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>