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didn't realize this post got traction, it seems like it was HN pooled, I came across this article and related topics after trying to search what would be rigorous and closest to the phenomenon of the unreasonable effectiveness of mathematics by wigner, renormalization groups were the closest that I came across, the reason why the post title doesn't match the story title is likely due to the story being switched to a more detailed article I considered posting, the title is from a quanta video covering universality, linked below

- https://www.quantamagazine.org/the-universal-pattern-popping...

- https://www.quantamagazine.org/tag/universality/

- https://en.wikipedia.org/wiki/Universality_class

- https://en.wikipedia.org/wiki/Renormalization_group

-https://en.wikipedia.org/wiki/The_Unreasonable_Effectiveness...




> McCarthy looked at those and he said every house is going to have one of these. And he didn't worry about personal computing or anything because what he thought—what the thing that occurred to him—this is like getting your power from the outside, this is like getting your water from the outside, it's going to be a utility. It'll be a universal utility, be like the telephone. Everybody will have one of these things and there will be national Computing centers that everybody can tap into. And he started thinking about it and he realized: oh, the problem is nobody can deal with computers on the computer's terms. We need a common sense way of dealing with computation. And so he proposed that there be an agent called the advice taker that you could have back and forth with, and not just ask it questions but tell it things and have it reason. And there's a whole bunch of interesting stuff in there.

This part reminded me of CLI Agents


This is likely due to the Claude Builder Club[0] free pro account access codes being sent out to students - as I have just received mine.

edit: it's back up for me now

[0]: https://www.claude.com/programs/campus



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