This chapter will demonstrate the potential of generative AI in solving complex problems and fostering innovation. Students will learn how to leverage generative models for tasks like molecular design, chemical compound discovery, and architectural design. They will also explore the use of these technologies in creative problem-solving, ideation, and the generation of novel solutions.