Community project / Evaluations and independent research

Simple Jev

Apache-licensed local server that scores Choice, Score, and Noul with open-model logits; tokenizer support and decision calibration vary by model.

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  stuntd

  Experimental local Jev-compatible proxy on Laya that records typed decisions in local SQLite, trains a head per decision site, and forwards uncertain requests to a configured upstream; its reported demos use rule-based teachers rather than hosted Jev, and proxy mode sends requests to the chosen upstream.

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  TetraJev

  MIT-licensed, locally-deployed decision layer for complex bounded decisions: two frozen open-weight readers, four readings (letter + per-candidate yes/no) fused fit-free and routed by agreement into auto-release vs human review; eight decision suites and the RAG reranking pass benchmarked — including DecisionBench's 35 real-world task categories — with coverage–accuracy curves. It does not call the TypeSafe API, and its equal-weight fusion still trails the strongest single reading at some high-precision operating points.

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  TypeSafe AI Benchmark

  Side-by-side Jev and Qwen-on-Cerebras comparison with raw exports, cost accounting, methodology, and task-specific limitations.

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