The use of robotics has flourished in industrial settings for many years, due in part to the controlled and known environment of workshop floors. But what will it take for the next generation of robotics to enable them to thrive in messy environments such as a kitchen? This talk explores how advances in deep learning, perception, and sensing are powering the next generation of robotics.