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Training AI models on copyrighted works carries real infringement risk, but the case law is now split rather than one-sided. Recent federal rulings have found model training transformative while treating the use of pirated copies as infringing. This guide covers fair use analysis, licensing options, and risk mitigation strategies.
GENIUS Act compliance, state licensing strategy, and reserve requirements — mapped to your launch timeline.