Nvidia CEO Jensen Huang has emphasized the significant industrial expansion required for artificial intelligence (AI) in a rare standalone essay. According to NS3.AI, Huang describes AI as a massive five-layer industrial buildout that will necessitate trillions of dollars in investment and create numerous skilled trade jobs. He highlights that this new computing model places real-time energy supply as a critical constraint on AI growth. Additionally, Huang notes that open-source models like DeepSeek-R1 will further drive the demand for infrastructure, chips, and power.