Explore the transformative potential of Generative AI in biomedical research through this insightful 31-minute presentation by IBM Life Science solutions expert Bidyut Sarkar. Delve into the practical applications of Large Language Models, focusing on OpenBIOML and BIO GPT. Gain a deep understanding of their real-world utility, inherent challenges, and the delicate balance between scale and safety. Learn about responsible deployment strategies, emphasizing rigorous monitoring, evaluation, and human oversight. Discover case studies, solution strategies for responsible LLM integration, the biomedical LLM landscape, and key architectural insights. Equip yourself with knowledge to navigate the future of AI in biomedical advancements and discoveries.