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jev
jevos: an open-source alternative to Jev and Microsoft-Decision-1. Yes/no decisions, choices and scores with probabilities, on your laptop's CPU.
948 ★ on GitHub
What it is
Yes/no decisions on a laptop CPU in 50–220 ms. Send a text and a yes/no question, get back P(yes).
The homepage listed on the repository, huggingface.co, puts it like this: Text Classification model with 0.9B parameters. Download, explore files and run it on Hugging Face.
Getting started
From the README:
tar -xzf jev-linux-x64.tar.gz # Windows: unzip jev-windows-x64.zip
cd jev
unzip ../jevos-v5-openvino-int8.zip # creates model/
./jev serve # Windows: jev.exe serveWhere the decision sits
jev calls the hosted decision API rather than running its own weights. That keeps the project small and means its behaviour moves whenever the vendor ships a new model version. It also means an API key and a network round trip sit in the path of every decision.
Models it references: Jev, laya.
How active it is
Created 2024-08-15, last pushed 2026-10-18, 948 stars and 145 forks when we read it on 2026-11-02. Everything in this category is weeks old at most, so a stale push date means something different here than it would on a mature project. Check the repository before you depend on it.
Find out what your data actually supports
We turn your historical decisions into a frozen test set, then tell you which model, which threshold, and how much of it you can safely automate.