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Microsoft adds robot inference offloading to Physical AI ToolchainMachine translation

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In mobile manipulation tests, Microsoft Research found that moving inference to edge or cloud GPUs could improve task performance and extend battery life. The new feature uses Kubernetes to deploy inference workloads across robots, edge infrastructure, and the cloud; deployment still involves tradeoffs in network latency, bandwidth, and available GPU resources.

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