This thesis explores how AI can be a transformative tool to reinterpret architectural forms by utilizing fashion design as prototypes. Although architecture and fashion differ in scale and function, they share similar design and fabrication techniques. By integrating garment deconstruction techniques with architectural form analysis, this research investigates how AI can identify and abstract geometric rules, enabling the transition from flat surfaces to architectural forms. Through a combination of digital and physical prototyping, this research aims to establish a rule for scaling fashion-inspired geometries into architecture, promoting sustainability by optimizing material usage and enabling adaptive design strategies. Following experiments in pattern and geometry analysis, AI demonstrates the potential to transform skin-contact textiles into architectural materials with comparable functionalities, envisioning new possibilities for spatial qualities and redefining the relationship between materiality and architectural space
