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Training clips at -23 LUFS measure -25 to -31 dBFS RMS (avg ~-27). Normalizing output to -23 dBFS was 4-8 dB too loud, causing saturation on clips with high crest factor and peaks near 0 dBFS. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>