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 classifies 1,018 research papers across 24 topics for $0.08
A user shares an end-to-end pipeline processing 1,018 research papers: DeepSeek V4 Flash generates summaries while Jev handles classification across 24 topics, with Jev's classification costing just $0.08 of the total $4.07.
$4.07 to process 1,018 research papers end-to-end. 256ms per paper. DeepSeek V4 Flash handles summaries. Jev handles classification across 24 topics. Two models, two jobs, one browsable corpus. The cost split is almost funny: summaries cost $3.99, classifications cost $0.08 -
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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.
