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- Always sample dataset[0] with fixed noise seed so checkpoints are directly comparable (hear the model improve step by step) - Save to output_dir/samples/step_XXXXX.wav instead of alongside checkpoints Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>