Offloaded inference for real-world physical AI robotics

Microsoft Research released a Kubernetes‑based toolchain that lets developers containerize and orchestrate robot AI inference on edge or cloud GPUs, improving task success, enabling larger models, and extending battery life. The blog details measured gains on mobile manipulation workloads, though broader adoption remains pending.