In a major infrastructure push, one of the leading AI chipmakers has just secured its third facility in Memphis as part of an aggressive expansion roadmap. The move signals serious intent: the company is targeting nearly 2GW of total power capacity to fuel its flagship AI training cluster. What's particularly striking is the scale ambition—they're working toward deploying at least 1 million GPUs across their Colossus infrastructure. This kind of compute density reshape matters for the entire tech ecosystem. Major silicon designers and cloud infrastructure providers are racing to keep pace with soaring demand for GPU-accelerated training. The Memphis expansion underscores how critical data center real estate and power infrastructure have become in the AI arms race. For anyone tracking enterprise compute trends, GPU availability, and the broader competition for silicon resources, this buildout signals we're entering a new era of megawatt-scale AI operations.