A critical responsibility is to partner with electrical, thermal/liquid cooling, controls & automation, digital thread, and regional Solutions Architects, rack density, cluster topology, network fabrics, storage architecture, and workload behavior are accurately reflected in the complete AI Factory architecture. The successful candidate will bring practical experience building or architecting large-scale compute, network, and storage environments and enough data-center fluency to translate upstream IT decisions into clear implications for power, cooling, controls, physical topology, resiliency, and deployment strategy.