autotrust/JEV-27B-VL: first decision model that learned to see without a single image of training

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2026-09-30 05:27 · r/LocalLLM
autotrust/JEV-27B-VL: first decision model that learned to see without a single image of training

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Ollama now supports Jev-style decision models — Ollama Blog
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
OpenDecider: distilling calibrated "System One" decision models from open teachers, evaluated head-to-head against Laya and TypeSafe's Jev — r/machinelearningnews
New frontier AI models, TypeSafe’s Jev AI, & NASA’s IBM collab — Mixture of Experts (IBM)
LLM or JEV? Why not both? - introducing a hybrid Gemma4 approach — r/LocalLLM
How long until OpenAI release their version of Jev? — r/AI_Agents
I rebuilt a Jev-style classifier on Qwen3.5-4B: shared-prefix tree, open weights, fine-tunable, ~140 ms on one H100 — r/learnmachinelearning
More Features Are Not More Evidence: Limits of Training-Free Human Activity Recognition with Jev — arXiv cs.AI

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