Trillions of dollars flow into the pursuit of artificial general intelligence. The Future of Life Institute warns that casual claims about AGI curing cancer oversimplify complex biological challenges. These narratives prioritize hype over the incremental, specialized research actually required for medical breakthroughs. Practitioners should distinguish between general reasoning and domain-specific scientific discovery.