AI agents: Develops AI agents for various applications such as healthcare, defense, transportation, Internet of Things, etc. AI for health: multimodal brain imaging and physiological signals, attention-driven generative agents, and simulated embodied humans. Builds predictive models for early detection and risk stratification, with sensor-to-edge workflows.