China is deploying underwater and offshore data centers to meet surging AI compute demands. These submerged facilities use seawater for natural cooling to reduce energy costs. This shift targets the massive power requirements of large language models. It offers a scalable infrastructure blueprint for hyperscalers facing land and power constraints.