decider
Mapikareproduces the System One shape with a Qwen3.5-2B fine-tune that emits typed decisions with calibrated probabilities in one pass.
THE JEV ECOSYSTEM
Jev projects & practices
Discover what people are building with Jev.
Real projects. Typed decisions. Community-curated.
Meet the model behind the decisions Real projects. Typed decisions. Community-curated.
Resources
56
Categories
13
All resourcesAll 56
Projects 43
Discussions 13
Saved 0
Confidence calibration, probability quality, threshold selection, and uncertainty analysis.
Calibration & uncertainty
openjev
zhihzindependent local preview that answers bilingual probability questions from context, questions, and candidate answers, inspired by TypeSafe Jev.
RLCD-trained Qwen2.5-1B demo exploring open-source parallel constrained decoding as an alternative to Jev.
All 3 resources shown.