Huggingface

Hugging Face

The Hub is an artifact boundary. Know exactly what is crossing it, under which identity and revision, before transferring data or changing remote state.

Inspect first

• Check the installed hf CLI and the relevant command group's live help. Commands and hosted services evolve faster than this skill.
• Inspect the repository card, file tree, revision, license, access state, and transfer size before downloading or planning around an artifact.
• For robot data, also verify embodiment, task, observation/action schema, cameras, timing, episode structure, and format version.
• Pin an immutable revision when the artifact feeds a reproducible build, fixture, evaluation, or training run.

Treat remote changes as real changes

• Use an existing authenticated identity or a secure browser/device login. Do not place tokens in prompts, source, shell history, or logs.
• Before creating or uploading, establish the destination owner, repository type, visibility, local source, changed paths, and whether deletion is involved.
• Starting Jobs is paid remote compute. Establish the current hardware, command, timeout, outputs, secrets, and cost exposure before submission.
• Inspect a Space's metadata, build logs, and runtime logs before restarting or changing hardware.
• A Space is an optional hosted presentation layer, not a requirement for using Hub datasets or models. Most Docker Spaces can also be run locally; keep the application portable when self-hosting or another service is plausible.
• After a mutation, inspect the remote result rather than trusting the local command's intent.

Go deeper only when needed

• For current CLI shapes, Dataset Viewer endpoints, and mutation preflights, read references/hub-operations.md.
• LeRobot owns dataset structure, processors, training, and evaluation; this skill owns the Hub boundary around those artifacts.
• Data owns source selection. Use integration for service packaging, network, health, and self-hosting boundaries; use the relevant deployment skill for provider mechanics when a Space is not the chosen runtime.
• Use the current Hugging Face documentation and live CLI help as the source of truth for volatile flags and services.

Done

• The intended artifact, revision, identity, destination, and remote result are all verified, with no credential exposed and no unapproved paid or destructive action.