Awesome Jev: early projects and use cases
A community-curated list gathers early Jev projects and ideas for developers who already have API access.
CLM-8B vs Jev vs Kev-4B vs Qwen3.5 Benchmark
nullsoft official ran a benchmark on an RTX 3090 comparing CLM-8B, Jev, Kev-4B, and Qwen3.5 on their decision suite. Results show CLM is an elite negative filter but has a fundamental tri-state blindspot.
We ran an empirical side-by-side benchmark comparing @jackyk02's CLM-8B against Jev, @jaredpalmer's Kev-4B, and Qwen3.5 on our decision suite on an RTX 3090. Fascinating results: CLM is an elite negative filter, but has a fundamental tri-state blindspot. 🧵👇
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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.
