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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. 2026-09-29 04:00 · arXiv cs.CL
    Typed Decision Models: An Early Evidence Audit and Evaluation Checklist

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  1. 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
  2. OpenDecider: distilling calibrated "System One" decision models from open teachers, evaluated head-to-head against Laya and TypeSafe's Jev — r/machinelearningnews
  3. TensorSharp Jev requests can now combine documents, images, video, and audio — r/LocalLLM
  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. Supersonic Labs Releases Julia 1: A 144.3M-Parameter Open Decision Model That Runs on a CPU — MarkTechPost
  7. Jev-Omni Scores Decisions Across Text, Images, Audio, and Video in Milliseconds — AlphaSignal
  8. I asked JEV to Highlight the red flags of a privacy policy and to hide the useless filler on web pages and this is the result: — r/ArtificialInteligence

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