Engineering safety into AI-assisted music medicine for headache management: a transparent guardrail framework.

While generative artificial intelligence enables large-scale, individualized, and digitally scalable interventions, its deployment introduces model instability and algorithmic reasoning errors. To ensure patient safety, the next frontier for AI-assisted music medicine therapeutics is not merely tool optimization, but the implementation of a transparent, rule-based clinical safety guardrail.