Amazon and Hugging Face describe an end-to-end robotics workflow that combines Strands Agents, LeRobot, and Hugging Face storage buckets. The system records robot demonstrations into a storage bucket with byte-level deduplication, trains policies by streaming datasets directly from the Hub without local downloads, and deploys trained checkpoints back to hardware. Data stays in LeRobot’s format throughout the pipeline, eliminating redundant transfers or format conversions between the collection and training stages.
