AI capability is shifting from central cloud to end devices. Lightweight edge computing hardware develops rapidly. Low-latency local computing supports mobile terminals, service robots and follow robots for real-time computation. It helps AI evolve beyond text interaction toward physical-world intelligent agents and accelerates digital transformation across industries. Keywords: Edge AI, smart terminal, robot, end-side computing