So I think we are headed for a world where AI systems are decentralized - each individually tuned for a single slice of reality corresponding to a specific user. The greatest future risks from AI are the externalities that will arise from the unpredictable dynamics of interacting AI systems. We know that this sort of dynamic can arise because it