Mapika/decider

Key facts

Category

Research & reimplementation

Stars

1.2k

Forks

53

Language

Python

License

Apache-2.0

Indexed in the Jev community ecosystem directory, data snapshot 2026-11-02.

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More in this category

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• kshetrajna12/reflexA small open decision model: state + typed questions → calibrated probabilities, re-created on Qwen3.5.
• ikermoel/open-alternative-jevOpen-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
• Mapika/decider-2bA 2B open decision model (Decider-2b): benchmarked at ~10x faster than Jev, fully local, roughly 5% lower accuracy.
• r-ms/mini-jevmini-Jev: what a Jev-style typed-decision interface looks like on a frozen Qwen3-4B — read the option letter's logits instead of generating JSON. Preregistered experiment, results, teaching bench.
• zhengxuyu/litjevTurn any off-the-shelf LLM into a Jev -like decision layer
• zhihz/openjevLocal bilingual probability decisions from context, questions, and candidate answers. Independent research preview inspired by TypeSafe Jev.

See all projects in "Research & reimplementation"