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open-source-jev

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ikermoel / open-alternative-jev

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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
  • Updated Sep 25, 2026
  • Python

devrecated / jev-alternative

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Free, open-source Jev alternative: fine-tune the open Laya decision model on your own labelled data with Unsloth. Typed choice/score/yes-no questions, calibrated probabilities, base vs fine-tuned eval, Jev-compatible serving, and a RunPod launcher with a spend cap. Works with runhug.

python machine-learning calibration agpl classification lora decision-model fine-tuning laya huggingface llm runpod unsloth modernbert jev typed-decisions open-source-jev jev-alternative runhug
  • Updated Oct 20, 2026
  • Python

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