Awesome Jev: early projects and use cases
A community-curated list gathers early Jev projects and ideas for developers who already have API access.
Built a Jev-style model with $20
Eldan shares experience building Winnow-12B for $20: trained mostly on synthetic decision data, with the real work in filtering, auditing, counterexamples, and curation. It ranked #1 on When2Call and #6/50 on Decision Index 0.2, beating much larger models.
Built my own Jev-style model with $20. Winnow-12B was trained mostly on synthetic decision data. The real work was filtering, auditing, counterexamples, and curation. Result: #1 on When2Call, #6/50 on Decision Index 0.2, against much larger models. https://huggingface.co/EldanRing/Winnow-12B…
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Training an MLP on Qwen 4B to Replicate Jev Behavior
The author shares an open-source project openjev that trains an MLP on qwen 4b to work like Jev, with a Hugging Face link. Link
Swapping an agent's tool-calling reasoning with Jev
The author shares replacing an agent's tool-calling reasoning with Jev, using Fable, Astra, and Opus; early results show drastic savings with very close results, with a demo video promised.
