CalibratedDecisions.

Repo · Benchmarks & research

vev

Open multimodal Jev-like decision models (text+images) speaking /v1/systemone on Qwen3.5 weights; self-host on your GPU.

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From the repository

Jev-like decision models that can also see images — open weights on Qwen3.5, run on your own GPU

classificationdecision-modeljevjudgment-modelsystemonetypesafe-jevvision-jevvision-language-model

How builders describe it

Jev-compatible decision models with vision input: LoRA fine-tunes of Qwen3.5 at 4B and 9B serving Choice, Score and Noul on the /v1/systemone wire format, with screenshots and photos placed beside text in the state. Runs on your own NVIDIA GPU; weights are non-commercial.

The decision Jev makes

Benchmark questions with known answers, to check accuracy and confidence.

Where it fits

Head-to-head tests, calibration studies and independent research into how well Jev decides, how fast, and at what cost. All 682 benchmarks & research projects →

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