The project HALLUCINATING CULTURE evolved from the interest in the latest developments of Artificial Intelligence for Art, Design and Architecture. The project is seen as a brief exploration and introduction into GAN’s as a novel tool for designers and maybe further a source for inspiration. The idea of this research is to collect data of existing architectural elements within the city of Barcelona and to feed this into a Generative Adversarial Network to train an AI with our own Dataset with the aim to come up with alternative articulations.