Over the last few weeks, there has been lots of buzz around decision models such as Typesafe AI’s Jev System One model. While classifier models have been around for some time, Jev introduces a new decision model concept into the world of AI — a model that produces bounded structured outputs cheaply, quickly and consistently that can be added into a workflow when a decision is required. These models are capable enough to work over any set of inputs without constantly retraining the model to incorporate new classification categories. This contrasts with the world of Large Language Models (LLMs), which are largely non-deterministic, but are open-ended enough to reason and generate text and tool calls for agentic workloads.
Clef: our open-source decision models
We are introducing Clef and Clef-flash, open-source decision models hosted on Workers AI for high-speed classification and agentic workflows. Also launching: a new reinforcement learning platform that allows developers to fine-tune decision models using their own data.

Key takeaways
Cloudflare has released two open-source decision models, Clef and Clef-flash, which can classify inputs and make decisions quickly and consistently. They are hosted on Workers AI and are compatible with Jev API.
- Clef models can classify visual content and have a 64k context window.
- Clef models are hosted on Cloudflare's infrastructure, providing low network latency.
- Clef models produce strictly typed outputs and are API-compatible.
- Clef models can be fine-tuned for specific workloads with Cloudflare's fine-tuning services.
Summarised automatically by AI from the original article by Hacker News. AI can make mistakes, so check the original for details.
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