An economic analysis of Jevons' Paradox applied to artificial intelligence hardware: historic efficiency gains in GPU compute per watt (FLOPs/watt) do not reduce aggregate datacenter energy demand; instead, lowering the marginal cost of compute triggers exponential demand increases for agentic inference and synthetic data generation. snippet.finance