AI is the first technology innovation since fiber to be highly capital-intensive, with big tech companies having shifted from 1/3 the capital intensity of traditional US industrial companies to 3x the capital intensity, creating risks where depreciation schedules (5-year vs 1-year Nvidia server lives) materially impact valuations and could result in massive losses if capex intensity proves unsustainable.