This talk explores how to push the boundaries of robotic autonomy and mobility. We review the current state of adaptive legged locomotion and navigation policies, and discuss pathways toward policies that generalize beyond their developers’ original intentions. We examine how such policies can be trained across diverse modalities and data ...