AI Reports · Microsoft · 2026-09-23 · Blog / commentary
Offloaded inference for real-world physical AI robotics
New Microsoft Research findings suggest that running physical AI inference only on onboard GPUs can limit robot performance, battery life and scalability. Across representative mobile manipulation workloads, offloading inference to edge or cloud GPUs improved task success rates and enabled larger models. The Physical AI Toolchain now also supports Kubernetes-based tooling to containerize, deploy and orchestrate robotics AI workloads across robots, edge infrastructure and the cloud.