Meta and Anthropic Signal a New Phase in AI Infrastructure: On-Site Power Plants and Million-Chip Orders

Meta is building its own gas-powered data center turbines while Anthropic is reportedly acquiring a million TPUv7 chips and a gigawatt of owned capacity — the AI compute race is becoming an energy race.

The AI infrastructure arms race entered a new phase this week with two revelations that underscore how deeply the largest labs are now investing in energy. @SemiAnalysis_ reported that Meta is constructing a 200MW+ on-site gas-turbine data center, essentially building its own power plant rather than relying on utility-scale grid connections. The move signals that the bottleneck for frontier AI training isn't just chips — it's electrons.

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