Nvidia wants to turn American homes into AI data centers with new ‘garage server farm’ plan

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Nvidia is backing a new distributed AI compute model that places small server nodes on homes and small commercial buildings. The plan uses Span’s XFRA units and PulteGroup’s homebuilding footprint to spread AI infrastructure across residential neighborhoods. Span says the model can deploy faster and at lower cost than a traditional centralized data center, while also using idle electrical capacity. The approach targets inference and other low-latency workloads rather than replacing hyperscale cloud data centers. The article frames this as a broader shift in how AI compute could be built and delivered.

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