Build and operate

Assess a model release

Does a new model offer enough relevant benefit to justify an integration test?

What to compare

  • publisher and repository
  • exact revision or digest
  • release and observation dates
  • licence and gated access
  • supported task and deployment method

Read the sources

  • Hugging Face Hub API ↗

    Model, dataset and repository metadata for finding releases and inspecting model cards.

    Follow the documented endpoints, authentication and rate limits; gated repositories need authorized access. A repository listing is not a model licence. Inspect the model card, exact revision and permitted uses.

  • Ollama model library ↗

    Model pages and available variants for an Ollama-compatible setup.

    Browse the published model pages. Availability in a library is not proof of access through a particular account. Check the model's own licence and variant. A listed size is not a complete working-memory estimate.

When to look again

When a chosen publisher releases a model or changes access, licence, support or deployment requirements.

Give your agent this question

Review the chosen publishers for relevant releases. Link the model card and exact revision, distinguish author claims from independent measurements, and identify a small compatibility test.