The Good, the Bad, and the Ugly AI is the Edu Talk by Ivan Kucina, an architect, educator, and researcher whose work focuses on urban transformation, participatory design, and community-led development. In this talk Kucina brings his deep expertise in informal urban systems and collaborative, human-centered spaces to tackle the complex integration of AI in architecture and in general creative practises. By mapping out “the good, the bad, and the ugly,” he critically evaluates how emerging digital tools can either threaten or enhance democratic, community-driven urban futures—directly addressing the tension between technological innovation and authentic human connection.