Sam Altman: local inference is terrible resource allocation—your DRAM sits idle 95% of the time

FinanceYF5 · x · 2026-10-30

Sam Altman argues that in a resource-constrained environment, local inference is poor global resource allocation: putting large amounts of scarce DRAM in everyone's computer while it's used only 5% of the time is highly inefficient. When supply is tight, he says, what's needed is keeping cloud resources at maximum utilization—adding that many people's intuitions run exactly the opposite way.

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