JevForge

End-to-end Jev-style structured-decision stack for auditable data construction, Qwen3.5-0.8B training, fixed Mind2Web and OOD evaluation, preliminary RLCD, local serving, and interactive replay.

An open training and inference stack for Jev-style decision models. Train models to score dynamic candidate branches from a shared prefix, with support for high-cardinality choice, calibration, and fast batched inference.

How it uses Jev

An end-to-end toolkit for synthesizing decision data, training calibrated candidate scorers, evaluating them, and serving Jev-compatible inference for interactive web decisions.

Source: community catalog. Details and metrics reflect the published community snapshot and are not a performance endorsement. Documentation details extracted from GitHub · the README · the project website.

Keep exploring

Similar to JevForge

Browse all
qwen-rlcd project preview
Benchmarks & research
Jev-style calibrated decision model (Choice/Score/Noul) on Qwen3.5-0.8B
NanoJev project preview
Benchmarks & research
A nano replica of Jev: parallel decisions, dynamic candidates, and an end-to-end training pipeline.
LitJev project preview
Benchmarks & research
A reproduction of Jev that turns any Qwen model into a fast decision model, serving the same /v1/systemone schema (Choice, Score, Noul) with no training and no generated answer text.
AnyJev project preview
Jev alternatives & open source
Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating)
LLM2Jev project preview
Applications
Adapt local language models into Jev-compatible structured decision engines with Choice, Score, and Noul outputs powered by prefill-only binary inference.
systemone-lite project preview
Applications
Toy local System One–style decision API (Jev-shaped). Not affiliated with TypeSafe.
Verdict-open-jev project preview
Jev alternatives & open source
Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground
Jev Gamecast project preview
Demos & playgrounds
Jev Gamecast: replay-first React app that asks Jev typed questions about live sports data.
jev (zeke) project preview
Demos & playgrounds
Research notes and an interactive Cloudflare Worker demo for Jev, TypeSafe AI's structured decision model