Jevons' Paradox governs AI hardware efficiency: order-of-magnitude gains in GPU FLOPs per watt have not reduced aggregate datacenter power draw; instead, plunging marginal inference costs unlock elastic demand for continuous background agents, test-time search, and synthetic data generation.