How does the brain turn intention into skilled movement? We approach this question from five directions that feed one another: we measure detailed behaviour and record large neural populations as humans and monkeys reach and grasp, build neural network models that control realistic limbs in closed loop, develop methods to interpret models and neural data together, and apply what we learn in brain-computer interfaces that aim to restore arm and hand function.