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Nah, the main lesson is that fundamentally new ways of doing things are only accepted once the old guard are all dead [1].

[1] https://en.wikipedia.org/wiki/The_Structure_of_Scientific_Re...

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> If there is anything to learn from the history of science, it is that breakthroughs happen via better or new theory and not by brute-force compute

that might just be an illusion. humanity as a whole applies brute force by just trying all the reasonable new theories until one of us discovers something that works and declares it a breakthrough

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This isn't 'brute-force'. It's just time-compressed. You could imagine a human(s) getting this result similarly, but it would take months/years.
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Brute-force compute hasn't been an option for most of the history of science.
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Very true. Humans have historically tried to systematically reduce the search space and only dedicate their "compute" to things that seem highly likely to yield results.
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Sometimes you just need to put in some effort to looking through the search space, not even exhaustively. This seems to be able to do automate doing that work.
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