Artificial intelligence (AI) and neural network architecture is a unique approach to the design and development of buildings, structures and urban environments. This innovative methodology uses advanced machine learning and deep learning algorithms to generate innovative and impressive designs. This approach to architecture opens up new horizons for creativity and functionality. It stimulates the development of innovative and unique solutions, contributes to the creation of a sustainable and comfortable environment for people to live and work. The combination of human creativity and the power of AI and neural networks is leading to the emergence of unique and impressive architectural projects that redefine the possibilities of modern design and construction.