From Chatbots to Co‐Scientists: The Impact of Knowledge‐Generating AI (AI 4.0) on Healthcare and Research

ABSTRACT While artificial intelligence (AI) has developed as a computational concept for 70 years, its transformative impact on biomedical research and healthcare has explosively accelerated over just the last five years. We are now standing at the precipice of a profound paradigm shift: The emergence of fourth‐generation, knowledge‐generating AI (AI 4.0). Unlike its predecessors, which primarily synthesized existing information, AI 4.0 possesses advanced reasoning and multi‐agentic capabilities that elevate it from a passive tool to an autonomous “co‐scientist.” By independently formulating novel, testable hypotheses, AI 4.0 promises to catalyze biomedical discoveries, dramatically accelerate the development of new treatments, and redefine patient care. In this perspective, we trace the evolutionary arc of AI through its first three generations to contextualize this historic leap. We then explore the transformative potential of AI 4.0 across drug repurposing, genomic medicine, and scientific peer review. Finally, we highlight a critical emerging bottleneck: The urgent need to overhaul our traditional laboratory infrastructure to keep pace with the sheer volume of AI‐generated scientific insight.