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Typed Decision Models: An Early Evidence Audit and Evaluation Checklist

arXiv:2609.32160v1 Announce Type: new Abstract: Typed decision models (TDMs) return probability distributions over caller-defined options without generating text. TypeSafe released Jev, a commercial typed decision model, on 15 September 2026, and a small body of evaluation and replication work appe…

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  1. 2026-09-30 04:00 · arXiv cs.CL
    Typed Decision Models: An Early Evidence Audit and Evaluation Checklist

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  1. Ollama now supports Jev-style decision models — Ollama Blog
  2. Trained locally: ultra-fast 0.8B/2B System 1 decision models that match Jev on benchmarks and Doom, ~30 ms per decision (open weights) — r/LocalLLaMA
  3. OpenDecider: distilling calibrated "System One" decision models from open teachers, evaluated head-to-head against Laya and TypeSafe's Jev — r/machinelearningnews
  4. LLM or JEV? Why not both? - introducing a hybrid Gemma4 approach — r/LocalLLM
  5. How long until OpenAI release their version of Jev? — r/AI_Agents
  6. More Features Are Not More Evidence: Limits of Training-Free Human Activity Recognition with Jev — arXiv cs.AI
  7. Jev AI vs Logprobs vs Structured Output: We Tested TypeSafe's System One Model on Our Support Queue — DEV Community — Machine Learning
  8. Open-source Jev alternative: 5.33 ms typed decisions (choice/noul/score) on CPU and small devices. — r/ChatGPTPro

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