We propose Π-RT, the first robotic vision runtime framework to efficiently manage dynamic task executions on mobile systems with multiple accelerators as well as on the cloud to achieve better performance and energy savings. With Π-RT, we enable a robot to simultaneously perform autonomous navigation.