We develop multifunctional solid-state devices that seamlessly integrate sensing, processing, and memory within a single platform. These compact systems enable on-device AI for real-time learning without cloud dependency. Our work spans neuromorphic sensory interfaces, brain–machine interfaces, and energy-efficient AI platforms for robotics, wearables, and autonomous systems.