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AI-MUSIC-GENERATION4 MIN READ

Iterate With Compare-Runs Instead Of Judging One Take

Use controlled compare-runs to improve AI music prompts faster than one-shot trial and error.

Do not grade isolated takes. Grade controlled changes. What a compare-run changes Alter one meaningful variable while keeping the rest of the brief stable. Why this works AI music outputs are variable. Clean tests help you separate real prompt improvements from random wins. What to record Keep the old prompt, the new prompt, and one sentence about the audible difference. That becomes reusable knowledge.

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