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WaterfallPagination
Beyond Jev: 15 System One Decision Models That Turn Reasoning into a Single Forward Pass

Beyond Jev: 15 System One Decision Models That Turn Reasoning into a Single Forward Pass

System One models skip token-by-token answers and return a choice, score, or probability in one forward pass. A guide to 15 studies on dynamic candidates, multimodality, retrieval, and selective reasoning.

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System OneDecision Model
AutoTrust open-sources JEV-27B-VL: the first open-weight near-SOTA multimodal decision model — it watches Mario and decides whether to jump
0:25

AutoTrust open-sources JEV-27B-VL: the first open-weight near-SOTA multimodal decision model — it watches Mario and decides whether to jump

@AutoTrustAI · 1.2k views · 2026-10-01
LLMJEV-27B-VL
Jev v1.13: A Non-LLM Model Dodging Rockets by Probability
0:39

Jev v1.13: A Non-LLM Model Dodging Rockets by Probability

@atomic_chat_hq · 556 views · 2026-09-17
Decision ModelNon-LLM

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