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 vs Classical ML: Tests Across 8 Datasets
A user compares Jev against 11 classical ML pipelines across 8 datasets, highlighting zero-shot performance on some text tasks while noting classical models still win on others.
I put Jev against 11 classical ML pipelines across 8 datasets. The result wasn't "LLMs beat traditional ML." On IMDb, Jev Zero-Shot hit 96.3% vs 88.4% for the best classical pipeline. On Banking77, a Linear SVM won: 89.7% vs 78.9%. And across all 4 tabular datasets, classical
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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.
