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> maybe a computer will never, internally, know that it has developed a theory

Happens to people all the time :) ... especially if they don't have a concept of theories and hypotheses.

People are dumb and uneducated only until they aren't anymore, which is, even in the worst cases, no more than a decade of effort put in time. In fact, we don't even know how crazy fast neuro-genesis and or cognitive abilities might increase when a previously dense person reaches or "breaks through" a certain plateau. I'm sure there is research, but this is not something a satisfyingly precise enough answer can be formulated for.

If I formulate a new hypothesis, the LLM can tell me, "nope, you are the only idiot believing this path is worth pursuing". And if I go ahead, the LLM can tell me: "that's not how this usually works, you know", "professionals do it this way", "this is not a proof", "this is not a logical link", "this is nonsense but I commend your creativity!", all the way until the actual aha-moment when everything fits together and we have an actual working theory ... in theory.

We can then analyze the "knowledge graph" in 4D and the LLM could learn a theory of what it's like to have a potential theory even though there is absolutely nothing that supports the hypothesis or it's constituent links at the moment of "conception".

Stay put, it will happen.



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