Ru-Mei Liu

A study on three-stage integration of generative artificial intelligence in architectural design based on human-in-the-loop

A human-in-the-loop three-phase framework that distinguishes concept generation, scheme deepening, and result expression while adding explicit decision gates and cross-cutting controls for architectural knowledge, performance verification, data provenance, and professional accountability is developed.