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TutorialsHugging Face BlogFrom the source·· 2026-08-14Picks

Closing the recording-to-training-to-deployment loop with Strands Agents, LeRobot, and Hugging Face Storage Buckets

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

What happened

A Hugging Face blog post presents a streaming-data loop with Strands Robots: the same `Robot()` records a LeRobotDataset and syncs it to a Storage Bucket, then `stream_dataset()` reads directly from the Hub for training without downloading the full dataset first. To deploy a trained checkpoint back to hardware, users only need to switch the mode to `real`.

Why it matters

The Strands Robots example breaks down a robotics data loop and shows how recording, streaming training, and deployment can share one LeRobot format.

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