Machine Heart

Nov 4, 2026 · Artificial Intelligence

StartLux-Decision: On-Demand Reasoning and Probability Calibration for Decision Models

StartLux-Decision introduces AutoThink, a decision model that predicts first and reasons only when confidence is below 0.9, using RLCD² reinforcement learning to optimize reasoning efficiency and probability calibration, evaluated on the new DecisionPivot benchmark.