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Cloudflare compares Clef with Jev for AI decisions

Michelle Chen introduces Cloudflare’s Clef models, explains their Jev-compatible question format and reports comparisons of decision quality and speed, alongside plans for training models for specific jobs.

Original by Michelle Chen, Alex Reneau and Kevin FlansburgEvaluation

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Credits

“Introducing Clef: our open-source decision models, and new RL fine-tuning platform” by Michelle Chen, Alex Reneau and Kevin Flansburg. Read the original source.

This expanded guide is an AI-narrated adaptation prepared by JevMade. It expands the source’s essential ideas, examples and caveats in JevMade’s own words and is not a word-for-word reading. The synthetic voice does not imitate the author or imply their endorsement.

Our summary

Cloudflare introduces Clef and Clef-flash, two AI models that make choices instead of writing answers. Michelle Chen explains how they could sort support messages or classify websites. Clef is not Jev: it is a separate Cloudflare model family that accepts the same kinds of questions and returns answers with probabilities.

Your software supplies information and the allowed answers, then uses the returned probabilities to decide what happens next. Cloudflare says Clef can also classify images and accept more input than Jev. The article compares the models on test tasks and describes training Clef with examples from a specific job.

These are Cloudflare’s reported results, not independently repeated tests. Clef leads many listed comparisons, but Jev leads some, including deciding when to call a tool and one workflow test. Sharing a question format does not mean equal answers. Cloudflare offers hands-on training help; its self-service training platform is still planned.

Key takeaways

  1. Clef and Jev are separate models; a compatible question format lets developers compare them without making their answers identical.
  2. Compare the task you need, not only a headline score: Cloudflare’s own tables include wins for Jev as well as Clef.
  3. Training for one job can trade away broader performance; the announced service starts with hands-on help, not a finished self-service platform.

Benchmark scores, response times, image support and input limits are Cloudflare’s claims. The announced Apache 2.0 license covers the model release; it does not establish permission to republish or narrate this blog article verbatim.

Cloudflare Blog · Original published

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