Select and Verify Best Checkpoint

Treat checkpoint identity as an evidence requirement, not a configuration assumption.

Configure selection explicitly

Set evaluation and saving to compatible cadences. Specify the metric, whether greater is better, and best-model loading. Ensure the configured metric name matches the emitted evaluation key; account for frameworks that add an eval_ prefix.

Verify trainer state

After training, run: