A team of researchers propose an interdisciplinary approach called NeuroAI which seeks to catalyze the next generation of AI by integrating insights from neuroscience. A core focus is on the 'embodied Turing test' to challenge AI animal models in sensorimotor tasks akin to their living counterparts, moving beyond human-centric capabilities like language and game playing.