Strands Robots 与 Hugging Face 存储桶实现机器人数据闭环
原标题：Record, train, and deploy from one place with Strands Agents, LeRobot, and Hugging Face Storage Buckets 3 August 13, 2026
AI 摘要
AWS 发布了 Strands Robots 开源 SDK（Apache 2.0），支持通过单一代理循环记录机器人演示、从 Hugging Face Hub 流式读取数据训练策略，并部署回硬件。该 SDK 使用 LeRobot 数据集格式，并利用 Hugging Face Storage Buckets 实现增量同步，避免重复传输。文章展示了从记录到部署的完整数据循环，并提供了可运行的笔记本示例。
正文节选
Record, train, and deploy from one place with Strands Agents, LeRobot, and Hugging Face Storage Buckets 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. You have an agent that can already record a demonstration and push it to the Hugging Face Hub. Now you want to run that l