Record, train, and deploy from one place with Strands Agents, LeRobot, and Hugging Face Storage Buckets
Source
huggingface.co
Date
Why it matters
A concrete pattern for a continuous record→train→deploy loop owned by one AI agentAn AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.Full definition →, using deduplicated bucket storage and streamingSending a model's response token by token as it is generated, so the reader sees text immediately instead of waiting for the whole answer.Full definition → reads instead of re-copying the dataset on every training run.
Terms in this piece · Glossary
agentic loop — The cycle an agent runs in: decide, call a tool, read the result, decide again — repeating until the goal is met or a stop condition fires.
streaming — Sending a model's response token by token as it is generated, so the reader sees text immediately instead of waiting for the whole answer.
AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
