Cloudflare

Typed decision models that score a schema of questions in one pass

Cloudflare runs one of the largest networks on the internet and publishes open models from its AI research work. The Clef family turns a state and a set of typed questions into decisions: it returns a probability for every allowed option rather than free-form text, so there is nothing to parse. Clef reads text, JSON and images, and the Omni release listens to audio as well.