She has seen many semiconductor cycles and believes the AI and memory chip boom is early innings, not near a peak. Demand drivers now include processors, GPUs, memory, and ancillary areas like power management and connectivity, with durable U.S. leadership and no sign yet of excess capacity that would mark a top.