"10T model local inference is a ridiculous idea": X debate over cloud vs self-custodied compute

willdepue · x · 2026-10-31

A thread sparked by Sam Altman's "efficiency" remarks escalated into a debate over centralized compute. Critics argue that funneling everyone's devices into cloud token generation replaces their labor and carries a "totalitarian" angle. willdepue counters that compute is a commodity whether in the cloud or at home—cloud margins get crushed to zero, B300 GPUs are extremely expensive, some self-custody of compute makes sense, but running 10-trillion-parameter model inference locally is "a ridiculous idea."

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