Research and develop AI models for music generation, transformation, remixing, and creative interaction. Explore generative audio, music understanding, and audio representation learning; design evaluation frameworks for quality, musicality, controllability, and creative usefulness; and translate research into production-ready tools. Collaborate with engineers, music technologists, producers, and musicians while applying responsible AI practices involving rights, consent, attribution, and data provenance.