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Walkthrough of a continuous robot-data loop using Strands Agents, LeRobot files, and Hugging Face Storage Buckets—stream training, avoid redundant bytes, and redeploy to robots.
Walkthrough showing how Strands Robots composes LeRobot AgentTools to take LeRobot-format demos on Hugging Face Hub through simulation, rollout gating and a supervised canary on real robots.
An AWS Strands Agents design moved extraction, summarization and caching out of prompts into deterministic tools, cutting measured LLM token use by ~96% and lowering costs, privacy risk.