What you can build with it

Purpose

decider returns Choice, Score and Noul probabilities from a state and typed questions in one forward pass.

Evidence 1 ↗

Jev’s role

This independent Jev-style model family uses Qwen bases; its training data was not distilled from Jev.

Evidence 1 ↗

How to use it

Call the Python Decider interface or point TypeSafe SDKs at its compatible local HTTP endpoint.

Evidence 1 ↗ · Evidence 2 ↗

Limits to consider

The README identifies English-only coverage, weak calibration on difficult items and limits on multi-step arithmetic.

Evidence 1 ↗ · Evidence 2 ↗

Repository description

A family of System One-style models fine-tuned from Qwen3.5, designed for one-pass typed decisions with calibrated probabilities.

Project facts

Relationship to Jev
Local alternative
Evidence
Documented
Language
Python
License
Apache-2.0
Origin
Original repository
Repository status
Not archived
Created
2026-09-16
Last code update
2026-09-24
GitHub stars
884
Evidence checked
Sep 30, 2026
Metadata checked
Sep 29, 2026
Check status
Up to date

Stars measure the whole repository, including work unrelated to Jev.

Evidence and scope

Documented records the linked documentation or source. JevHunt has not independently run or benchmarked this project.

Evidence commit: 23579f7a7e8f10e1045be492af3c1c05a005d67c

Discovered through: awesome-jev.

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