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Mauro Luzzatto

Mauro Luzzatto

Machine learning engineer III at Epidemic Sound.
A laptop with some abstract legs, a stack of books, and lightbulb in front of it
AI research

When music generation models get mixed signals: Investigating conditioning conflicts in Adapt

As conditioning in music generation models goes beyond a single text prompt, new capabilities and challenges arise. Learn how multiple conditioning signals interact, revealing how alignment and conflict shape prompt adherence in the model behind Epidemic Sound’s Adapt.
Apr 28, 2026 9 min read
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