Exploring urban spatial forms is essential for city characteristics, and urban design is crucial for improving urban environments. Located in Shenzhen’s shallow sea area, the project focuses on addressing environmental issues caused by the hot climate. We aim to innovate by using novel foundational logic to generate and optimize architectural forms. Employing geometric stacking methods and integrating simulations into machine learning streamline the process, offering more optimization possibilities.