This episode explores the innovative work of Dr. David Fajgenbaum, a physician-scientist who repurposed a drug to save his own life and subsequently founded Every Cure, a non-profit dedicated to finding similar treatments for rare diseases. Against the backdrop of his near-death experience with Castleman's disease, Dr. Fajgenbaum recounts his journey of self-experimentation and the subsequent development of a successful treatment. More significantly, the discussion pivots to Every Cure's methodology, which leverages an AI platform to analyze millions of drug-disease combinations, identifying promising repurposing opportunities. For instance, the AI identified the potential of the inexpensive drug lucavorin for treating autism, highlighting the platform's ability to uncover treatments overlooked due to financial limitations in the pharmaceutical industry. The conversation further delves into the challenges of overcoming "functional fixedness" in medical research and the ethical considerations of prioritizing treatments based on the severity of suffering rather than solely on the number of patients affected. Ultimately, this episode underscores the potential of AI-driven drug repurposing to revolutionize treatment for rare diseases and highlights the importance of a holistic approach that considers both scientific rigor and the human cost of illness. What this means for the future of medicine is a paradigm shift towards a more efficient and compassionate approach to drug discovery, potentially unlocking treatments for countless conditions currently lacking effective therapies.