ThuRunel is a dynamic decoupling approach for structured advisory dialogue, combining a finite-state belief management framework, a chain-of-thought teacher synthesis protocol, and learned generation adapters. It has been deployed as a bilingual web application and achieved consistent improvements in elicitation completeness and specialist brief quality against eleven baselines.