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Anas Hamad
Anas Hamad

Posted on Originally published at blog.cloudflare.com

Cloudflare Open-Sources Clef: Decision Models, Not Chatbots

Cloudflare Open-Sources Clef: Decision Models, Not Chatbots

Breaking, but not another chatbot story.

Cloudflare just open-sourced Clef, a family of decision models, fully free for anyone to use and build on.

Here's the simple version. LLMs like ChatGPT are brilliant at conversation and creativity, but if all you need is a fast, cheap, consistent answer to 'is this spam, yes or no', throwing a giant language model at it is overkill, and honestly inconsistent.

That's where decision models come in. Think of them as a specialized receptionist, their only job is to sort what's in front of them quickly and accurately, not write you an essay.

The buzz started with Typesafe AI's Jev System One, a model that produces bounded, structured outputs without needing retraining every time you add a new category.

Cloudflare is now taking that concept and handing it to the developer community as open-source. Anyone can fork it, tune it, and drop it into their workflow without paying a massive model just to get a yes or no.

This is the quiet, background kind of AI. Fast decisions, low cost, no drama.

Not every problem needs a cannon. Some just need a precise, well-aimed shot.


🔗 Original Source & Reference: https://blog.cloudflare.com/clef-decision-models/

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