Government input-output tables reveal the physical constraints on an autonomous AI economy. Growth depends on how quickly physical capital reproduces itself once human labor is automated. This analysis challenges traditional economic forecasts by grounding growth in supply chain realities. Practitioners can use these reproduction rates to model hard limits on automated scaling.