Late on December 30, 2025, Elon Musk said on X that his AI startup xAI has purchased a third building—nicknamed “MACROHARDRR”—near its Memphis-area Colossus cluster to expand training infrastructure. Reuters and Asian financial media report that xAI aims to boost training capacity to nearly 2 gigawatts of compute as it builds what it calls the world’s largest AI supercomputer.
This article aggregates reporting from 4 news sources. The TL;DR is AI-generated from original reporting. Race to AGI's analysis provides editorial context on implications for AGI development.
xAI’s third Colossus building is a clear marker of where the bottleneck in frontier AI has moved: from algorithms to power and concrete. Two gigawatts of training capacity is on the same order as a large nuclear reactor, and committing that much power to one company’s models tells you how capital‑ and energy‑intensive the next rung of capability is likely to be. With this expansion, xAI is signaling that it wants to sit in the same compute weight class as OpenAI, Anthropic, Meta, and Microsoft.([reuters.com](https://www.reuters.com/business/musks-xai-buys-third-building-expand-ai-compute-power-2025-12-30/))
For the race to AGI, such mega‑clusters shorten the feedback loop between ambitious architectures and massive‑scale experiments. When you’re planning for a million GPUs in one logical complex, you can iterate on model size, agentic training regimes, and multimodal pipelines at a cadence that smaller labs simply can’t match. That doesn’t guarantee xAI will win, but it does mean more shots on goal at truly frontier‑scale models—and more pressure on rivals to keep ramping their own data centers and power deals.([money.udn.com](https://money.udn.com/money/story/5599/9236156?utm_source=openai))
The flip side is consolidation and externality risk. Few actors can marshal this level of capital, siting, and grid access, which concentrates capability in a tiny set of firms tightly intertwined with U.S. energy infrastructure and politics. As these clusters push past the gigawatt mark, questions about environmental impact, local grid stability, and national‑security oversight will only get louder.


