AWS demonstrates an end-to-end streaming data loop integrating Strands Agents, lerobot, and Hugging Face Storage Buckets to record, train, and deploy robotics policies.

Key Details

• Enables recording robot demonstrations directly to Hugging Face Storage Buckets using lerobot dataset format
• Uses Xet content-defined chunking to deduplicate data transfers during recurring syncs
• Allows training directly by streaming batches from the Hub without downloading full datasets locally
• Deploys trained policy checkpoints back to simulation or physical hardware with a single mode parameter change

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