Record, train, and deploy from one place with Strands Agents, LeRobot, and Hugging Face Storage Buckets

A new workflow enables a continuous data loop for training robots, from recording demonstrations to deploying improved policies. By combining the Strands Robots SDK with the LeRobot framework, developers can manage the entire process of data collection and training within a single agent. The workflow leverages Hugging Face Storage Buckets to efficiently sync demonstration data, which is then streamed directly for training, eliminating the need to download entire datasets. The resulting trained policy can be deployed back to the same robot,