Comata is a year long research project within the Bartlett Urban Design Program. Here, I focused on Large City Architecture, architecture on the scale of the urban environment. Comata is a design methodology within architecture, in which the architecture is developed by the fusion of one type of space with another. We developed a design system, which could take architecture and begin fusing the parts which will create an infinite amount of new forms, each connection is decided by the needs of the designer. The system is based on using machine learning in order to train the individual elements as agents, training them to form connections based on the parameters set by the designer. Thus allowing for the creation of new architectural typology, formed from the geometry of parts and design knowledge of the user.