AINewsnow

Open-source Jev alternative: 5.33 ms typed decisions (choice/noul/score) on CPU and small devices.

TAMEV is a family of encoder decision models (14.4M / 22.8M / 149.4M) that answer typed questions about a state: choice , noul (calibrated P(yes)), score (ordinal). Weights, training code and export pipeline are Apache-2.0. Architecture. Context and each candidate option are encoded independently,…

Read the full story at r/ChatGPTPro ↗

Timeline · 1 report

  1. 2026-09-29 20:06 · r/ChatGPTPro
    Open-source Jev alternative: 5.33 ms typed decisions (choice/noul/score) on CPU and small devices.

More stories

  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. Typed Decision Models: An Early Evidence Audit and Evaluation Checklist — arXiv cs.CL
  8. Jev AI vs Logprobs vs Structured Output: We Tested TypeSafe's System One Model on Our Support Queue — DEV Community — Machine Learning

Get the daily brief of stories like this at 6:30 every morning →