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

- Company: Hugging Face (huggingface.co)
- Announced: 2026-08-13T17:16:04+00:00
- Category: developer-tool-release
- Subject: Platform
- License: Apache 2.0
- Source: https://huggingface.co/blog/amazon/strands-lerobot-streaming-data-loop
- Record: https://forck.live/items/3740-record-train-and-deploy-from-one-place-with-strands-agents-lerobot-and-hugging

The article describes a new streaming data loop feature in Strands Robots that allows recording robot demonstrations, training on them by streaming directly from Hugging Face Hub, and deploying the policy back to hardware, using Hugging Face Storage Buckets for mutable storage.

## Evidence

Verbatim from https://huggingface.co/blog/amazon/strands-lerobot-streaming-data-loop:

> A walkthrough of the streaming data loop in Strands Robots, one agent loop that records robot demonstrations, trains on them by reading straight from the Hub, and deploys the policy back to hardware, with the dataset in the same on-disk LeRobot format the whole way through.

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Record: https://forck.live/items/3740-record-train-and-deploy-from-one-place-with-strands-agents-lerobot-and-hugging
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