Animals invest significant neuronal and metabolic resources to move. While the cognitive circuits and the biomechanics can vary across animals, the sensorimotor strategies and neuromechanics that enable complex behaviours can transcend the individuality of species and even robots. This is the interface where we can take the first principles from the biological systems to bridge our rapidly developing artificial intelligence with advanced mechatronics.