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SpaceX's substantial investment in Tesla Megapacks highlights the critical role of battery storage in managing the erratic power demands of AI data centers, particularly during GPU-intensive training and inference cycles. This infrastructure shift demonstrates how energy management strategies are becoming central to scaling large-scale machine learning operations rather than being a peripheral concern. The integration of these systems underscores the growing interdependence between hardware procurement and sustainable compute capacity for major AI players.
SpaceX has bought $329M worth of Tesla Megapacks so far this year

The purchase illustrates just how interconnected Elon Musk's universe of companies are.
SpaceX has ramped up purchases of Tesla Megapack, spending $295 million on the battery storage devices in the second quarter and $329 million so far this year, according to the company’s earnings report released on Tuesday. The purchase illustrates just how interconnected…
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