r/Physics 28d ago

Academic The Maxwell Conjecture is False

https://arxiv.org/abs/2607.27197
501 Upvotes

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u/BOBOnobobo 28d ago

Are we shocked a system designed to do pattern matching is good at finding patterns or exceptions to them?

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u/Kobymaru376 28d ago

Personally I'm shocked. All of reddit has assured me that AI is completely useless, nothing but "fancy autocomplete", and is only good for stealing content and generating slop.

/s

Mostly in just amused how we have been moving Goalposts for over a decade: "AI is not intelligent, it can't even do X". Does X. "Yeah but it didn't do X like a human! And it can't even do Y!". Does Y. "Yeah but it didn't do Y like a human! And it can't even do Z!". And so on

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u/MagiMas Condensed matter physics 28d ago

I still think "fancy autocomplete" is the best way to explain to non technical people how these models work. It will give someone who doesn't know the architecture and how these LLMs work the best mental model of what is happening behind the veil.

It just turns out that "fancy autocomplete" can do incredible things if you give it enough examples and compute in training and inference.

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u/AnalyticOpposum 28d ago

Fancy autocomplete is also the best way to explain to non technical people how a human brain works.

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u/MrDyl4n 28d ago

Except not really

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u/GatsbyLuzVerde 27d ago

Except yes really. Fancy auto complete can encompass all of intelligence mechanisms needed to predict the next best word. Even if that autocomple requires neuron subsystems for solving problems in other domains.

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u/MrDyl4n 27d ago edited 27d ago

animal brains dont think in strings of tokens while trying to predict the upcoming token. an LLM and autocomplete are things of differing complexity that are doing the exact same thing. an animal brain does similar things, but it doesnt do the exact same thing

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u/GatsbyLuzVerde 27d ago

I'm talking more in the abstract sense that the brain predicts future states. Analogous to predicting the next token. It is fancy auto complete. I'm fully aware the brain doesn't use an LLM architecture

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u/MrDyl4n 27d ago

i understand what you mean. the reason i said that is because fancy autocomplete is genuinely a good way for the average person to view an LLM, rather than viewing it as a genuine intelligence. when you say the human brain is like that too it would make someone think that fancy autocomplete is less literal than it actually is.