Generative AI is increasingly integrated into biomedical engineering education and drug discovery platforms, enhancing critical thinking and accelerating therapeutic development. Innovative educational studies demonstrate AI tools fostering student engagement and deeper understanding in complex biomedical topics. Concurrently, companies like Raina Biosciences and Twin Health leverage AI for mRNA therapeutic design and personalized metabolic care via digital twins, respectively. The confluence of AI technologies in education and research heralds a transformational shift poised to redefine biomedical innovation and learning paradigms.