Cheaper AI tokens increase demand for AI infrastructure as lower costs bring more agents, apps and inference through Jevons paradox. Nvidia's GPUs, Micron, SK hynix and Samsung memory, and AWS, Azure, Google Cloud and CoreWeave capacity are the most likely beneficiaries. Demand is only going to grow: this is the start of a dot-com-like boom with limits a very long way off. Model-layer margins may compress, but frontier models can still command a premium. x.com


