Erix Yu, group vice president of Applied Materials, identifies data centers as the new competitive benchmark for the AI era. He frames this shift by comparing current AI growth to previous industrial revolutions. The focus moves from general computing to specialized infrastructure. Hardware providers must now optimize for these massive scale-out environments to remain competitive.