Audit the no-tuning rule and recompute the metrics

Audit the no-tuning rule and recompute the metrics

Recompute accuracy and calibration from the per-example file with an independent implementation, then confirm the test split never appears in any training or model selection step. Deliverable: A checker that recomputes each metric, compares it against the reported table, and fails when a test example appears in the training manifest.