Awesome Jev: early projects and use cases
A community-curated list gathers early Jev projects and ideas for developers who already have API access.
Jev Benchmarked: 50k Passages in 37 Minutes, 9x Faster than Qwen
Developer Steven Denney shares: encoding ~50,000 passages from a North Korean economics journal corpus with Jev and Qwen. Jev finished in 37 minutes for $4.46, 9× faster than Qwen. When Claude Sonnet adjudicated a random sample plus cases with highest model disagreement, it sided mainly with Jev.
I coded ~50,000 passages from a N. Korean economics journal corpus with Jev and Qwen. Jev did it in 37 minutes for $4.46, 9× faster than Qwen. When Claude Sonnet adjudicated a random sample plus the cases where the models disagreed most, it sided mainly with Jev in both cases.
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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.
