This chapter discusses a generalist biomedical AI system called MedPALM M and its ability to effectively solve 14 diverse tasks, showcasing its potential as a unified biomedical AI system. The chapter also highlights the system's ability to generalize to novel medical concepts and tasks, emphasizing the scalability and generalization ability of multimodal systems.