Design a music recommender driven by an LLM agent

Design a music recommendation product in which an LLM agent talks with the listener and suggests songs or playlists. Cover how the agent reaches the listener's history and the catalog through tools, how retrieval and ranking fit around the model, and how you would measure whether its suggestions are good.