We make software tools and algorithms for building very low-power embedded AI & autonomous AI systems for use in devices such as phones, drones, robots, cars, cameras, clothing, wearables and sensors. We have improved traffic prediction for autonomous cars, made fully autonomous drones, and lowered the power used by edge AI applications, achieving many new state-of-the-art low-power benchmarks in speech and vision applications.