Converts a state and a typed-question schema into probabilistic, structured decisions from text, JSON, images, or video—returning per-option probabilities for noul/choice/score questions in a single forward pass. Post-trained from Qwen3.5-9B and compatible with Jev/SystemOne APIs; optimized for low-latency decisioning.