NVIDIA's Cosmos 2.5 world model, announced at GTC 2026, is aimed at industrial use, but the 2B model already runs on a sub-$500 Jetson Orin Nano. This article organizes the edge-deployment picture for physical AI, from industrial robots to pet robots.