Strong sales of power generation equipment for AI data centers helped Caterpillar beat first-quarter earnings expectations. Construction machinery also drove growth. This trend highlights the massive physical infrastructure requirements needed to sustain LLM scaling. Hardware providers now face a critical bottleneck in energy delivery for new compute clusters.