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This paper explores the significant evolution of digital architecture, tracing its development from the introduction of basic elements like pixels and vectors to the sophisticated integration of AI and stable diffusion models. Beginning with the shift from manual sketching to computer-aided design (CAD), the paper examines how these foundational components have enabled more precise and intricate designs. The incorporation of AI has further transformed the field, allowing for advanced techniques such as generative design and performance optimization. Additionally, the research emphasizes the role of stable diffusion models in maximizing design performance and translating 2D data into 3D spaces. The paper also considers the broader impact of these technologies on the industry, leading to innovative paradigms like biomimicry and smart cities. Overall, the paper provides a comprehensive overview of digital architecture's transformative potential and its role in shaping a more innovative and equitable built environment.