probably correct, from @polynoamial
: “with today’s AI models, intelligence is a function of inference compute.” but what about tomorrow’s models? never forget that humans are remarkably
intelligent (though flawed) on a budget of 20 watts. in the long run, new architecture
@garymarcus
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AI intelligence depends on inference compute and future models
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Claude Code’s neurosymbolic AI approach
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claude code is 100% neurosymbolic; i didn’t make a specific date of stall prediction the way you implied
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LLMs vs AGI and job displacement impacts
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LLMs are not AGI but will lead to some job losses; true AGI would likely lead to many more.
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RL is not sufficient for AI alignment
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agreed. RL is not (at least by itself) the way to alignment https://t.co/CIH9mXaC0H
— Gary Marcus (@GaryMarcus) 13 mai 2026agreed. RL is not (at least by itself) the way to alignment
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Generative AI’s net negative societal impact debated
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sure there have been some positive uses cases. but that what is marred by how many artists would screwed in the process. and this is just one of many negative consequences. in my overall judgement, genai has on net has been a negative for society.
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Debating the existence of world models in AI
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that’s not the logic per se there is no deep comprehension because there are no world models recombination of partial regurgitation is what they do instead
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Debating Geoffrey Hinton’s Perspective on LLM Memorization Processes
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this quote does not mean the same thing. Hinton is trying to saddle me with saying the memorization is the only operative process and I never said that and don’t say it in this quote. there is not “that is all” here putting together bits of text is not the same pure
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Debating the economic ROI of major AI labs
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that’s actual speculative; so far OpenAI and Anthropic have lost money and most businesses have not gotten significant RoI
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Gary Marcus’s Warnings on AI Generalization Proven True
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“Marcus's repeated warnings about the "wall of generalization" since 1998 have once again been proven true.”
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Evolution of Excel: From Early ML to LLMs
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excel didn’t have LLMs in the 90s (it did have some ML, which I have praised, but not that far back).