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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.
Practical playbook after OpenAI's accidental access to Hugging Face: build a deny‑egress Docker sandbox, log DNS/socket telemetry, set short human‑approved canaries and a triage checklist.
Reproducible token-level tests comparing Olmo Hybrid and Olmo 3 show hybrids better on meaning-bearing tokens (nouns, verbs, adjectives, coref), transformers win on verbatim copy.
Build a repeatable harness that records agents' plan steps, API calls, retries, tokens, wall time and cost to reveal friction points in your library and guide rollout decisions.