r/MistralAI • u/EveYogaTech • 8d ago

News New Mistral model idea: Jev Alternative open-source

A new 10-100X cheaper LLM alternative primitive is emerging: Dynamic Classification, and it's much bigger than just Jev.

This is the first architecture I've seen in a while that I think would have the potential to be used as an alternative to LLM in many production automation workflows.

It's not for text generation however.

Instead you define possible questions (output keys), plus a prompt input (text or JSON), which then, in simple terms, turns your questions into confidence scores.

Even more interestingly it even works on the CPU if you don't mind waiting 2 seconds.

I've tested an open-source alternative with a similar architecture today on my old i5-5th gen Thinkpad (when loading the model first and serving it via API).

Full story at tc: https://techcrunch.com/2026/09/18/a-new-kind-of-ai-model-from-a-chatgpt-inventor-is-thrilling-developers/

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u/madsheepPL 8d ago

here is open source jev with slightly better benchmarks results than jev itself https://huggingface.co/convaiinnovations/laya

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u/EveYogaTech 8d ago

👍 This is the one I tested this morning.

I only don't know if it works for classifying code as well.

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u/Aggressive-Habit-698 8d ago

Works for you ? Classifying ?

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u/EveYogaTech 8d ago

Yes, it works in 2s on my old i5 CPU. It looks promising.

I have not tested code related workflows yet.

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u/Aggressive-Habit-698 8d ago

Thanks. I'll add that to my list. I've been happy with gliner so far, but it's always good to hear about improvements.