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Computes hf_energy_ratio (>4kHz), spectral_centroid_hz, spectral_rolloff_hz at each save_every checkpoint. Logged to console and stored in experiment_summary.json under results.spectral_metrics[step]. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>