Releasing the Inner Jev: A Simple Recipe for Open Decision Models

Jonathan Geuter, Andrew Cheng, David Alvarez-Melis

LLM-based decision-making systems, also called System One models, have recently gained popularity, most notably through Jev (Almeida, 2026). Given a typed input state, a question,…