# Assess a model release

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Source documentation checked: 2026-10-09 (UTC). Directory digest: `d6020b185c1948e1d2ea6265edcb6d00574ca822925016219babede247d38cdd`.

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## Assess a model release

Find model changes relevant to a task, then check access, licence and integration requirements.

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

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

Agent research task: 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.

Compare:

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

Sources:

- [Hugging Face Hub API](https://huggingface.co/docs/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](https://ollama.com/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.

[Browse AgentFeeds](https://agentfeeds.si/feeds). Selecting a collection does not schedule a job or enable a service.