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Jevons’ Revenge: The Coming AI Supercycle

How cheaper inference expands demand and drives both local and hyperscale growth

Dave Friedman's avatar
Dave Friedman
Sep 01, 2025
∙ Paid

Over the next five years we’ll see a lot of headlines about the explosion of on-device inference: iPhones running quantized LLaMA models, Snapdragon PCs touting AI copilots, Android handsets spitting out summaries and translations without touching the cloud. If you’re a casual observer, it looks like this must be bad news for the datacenters. If AI runs…

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