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
transformers calibration classification typesafe structured-output llm vllm qwen logprobs open-weights jev system-one typesafe-jev typed-decisions open-source-jev system-one-model jev-alternative structured-decisions open-jev
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Updated
Sep 18, 2026 - Python