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kyegomez / open-jev

an open-source, from-first-principles reconstruction of the ideas behind TypeSafe AI's Jev, written in pytorch

β–² ~7/7d β˜… 128 Python 1mo ago
Heman10x-NGU / Verdict-open-jev

Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground

β–² ~2/7d β˜… 112 Python 1d ago
ikermoel / open-alternative-jev

Open-source alternative to TypeSafe's Jev: a System One style model layer that gives typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with honest benchmarks

β–² ~2/7d β˜… 70 Python 28d ago
JoshuaSP / open-jev

Typed JSON inference with DiffusionGemma, with Every and Jev benchmark results

β–² ~2/7d β˜… 43 Python 1mo ago
intikhab49 / open-jev-typed-decision-engine

Open reproduction of TypeSafe Jev: a 150M typed decision engine (noul/choice/score in one non-autoregressive pass, calibrated confidence). 0.697 vs Jev's 0.727, 2.5x better calibrated, 4x faster, free. Trains on a Colab T4 in 30 min.

β–² ~0/7d β˜… 46 Python 16d ago
nico-martin / open-jev

open-jev is a browser-focused TypeScript library for typed decisions: one piece of text (the state) plus any number of typed questions go in, and one forward pass returns a calibrated probability distribution per question. Nothing is generated, so an answer is always one of the options you provided.

β–² ~0/7d β˜… 44 TypeScript 1mo ago
lyuyiqi / open-jev-fast

Faster inference backend for Open-Jev-27B: fused CUDA kernels, prefix tree, CUDA Graphs (B300, bf16)