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Re:The US Is Winning the AI Race by nradov on Wednesday May 13, 2026 @01:41PM (#48125022)
All that compute is not needed. We have an existence proof from biology in the form of natural intelligence that much greater efficiency is possible. However, achieving dramatic improvements in compute efficiency will depend on unpredictable scientific breakthroughs. Personally I suspect that an entirely new hardware architecture will be needed, although I don't have any hard evidence to back that up.
Re:The US Is Winning the AI Race by logicchains on Wednesday May 13, 2026 @02:53PM (#48125897)
>We have an existence proof from biology in the form of natural intelligence that much greater efficiency is possible.

It's only a proof that it's possible with 18+ years of training.

Re:The US Is Winning the AI Race by nradov on Wednesday May 13, 2026 @05:06PM (#48127565)
In certain ways my dog has more generalized intelligence than any LLM, and I trained her in only a few months with a modest investment in dog treats.
Re:The US Is Winning the AI Race by ribosometronome on Wednesday May 13, 2026 @01:45PM (#48125066)
>from biology ... much greater efficiency is possible

Those are much more specialized models with pretty mediocre tokens per second.

Re:The US Is Winning the AI Race by pwndByDeath on Wednesday May 13, 2026 @02:01PM (#48125278)
Perhaps tokens is a dead end?
Re:The US Is Winning the AI Race by SpicyLemonZest on Wednesday May 13, 2026 @02:18PM (#48125479)
Perhaps! But perhaps whatever human brains use instead of tokens is not as amenable to scaling or copying.