2011 HN Comment Predicted Memory Bandwidth, Not FLOPS, Was the Real Bottleneck for Strong AI

Darpinian · x · 2026-10-01

Darpinian dug up a 2011 Hacker News thread from just before AlexNet, where user modeless argued strong AI is fundamentally a hardware problem — and that memory bandwidth, not FLOPS or storage, is the right benchmark. He estimated the fastest supercomputer of the day would run brain-like algorithms a billion to a trillion times slower than real time, too slow to iterate on the right algorithms at all. A strikingly prescient take on compute bottlenecks before deep learning took off.

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