Beyond Jev: a guide to 15 new System One decision-model research approaches
TheTuringPost · x · 2026-10-26
Turing Post published a guide covering 15 new research approaches to System One decision models — models that score or select candidate outcomes directly in a single forward pass instead of generating answers token by token, cutting decoding overhead for tool selection, routing, and classification.
The lineup includes Jeva (NUS; null-aware, permutation-invariant, option-scalable, cacheable), Prism-1, Bongard, multi-question Verdict, VideoJev, MJev-Spatial, AudioJev, MetaEncoder, FastJEV, looped SanSi, StartLux-Decision, decision-to-text hybrid System X, multimodal Intern-Decision, distilled FunDM, and LAVOIR — with notes on how each works and where it fits.
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