Warns when best_epoch==1 with 3+ epochs trained, which indicates the
evaluator may be reading stale weights (constant val_loss). This would
have caught the Candle VarMap bug where val_loss=0.804688 every epoch.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>