Abstract The paper presents an AI-powered framework designed to optimize the layout of historical and cultural street spaces while preserving heritage values. Combining deep learning, graph-based techniques, and reinforcement learning, this framework addresses common urban challenges such as pedestrian accessibility, traffic congestion, and environmental sustainability in historic districts.