Investor Rick Rule predicts an unavoidable copper supply deficit within five years. The AI boom accelerates this trend by increasing energy demands for data centers and electrical infrastructure. This scarcity threatens the scaling of AI hardware. Practitioners should expect rising costs for the physical components required to power large-scale compute clusters.