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RMS normalize to target then scale back if peaks exceed 1.0, preserving dynamics instead of hard-clipping transients. Eval sample target updated to -23 dBFS to match training data. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>