I considered this, and I think it depends mostly on ownership and means of production.
Even in the scenario where everyone has access to superhuman models, that would still lead to labor being devalued. When combined with robotics and other forms of automation, the capitalist class will no longer need workers, and large parts of the economy would disappear. That would create a two tiered society, where those with resources become incredibly wealthy and powerful, and those without have no ability to do much of anything, and would likely revert to an agricultural society (assuming access to land), or just propped up with something like UBI.
Basically, I don’t see how it would lead to any form of communism on its own. It would still require a revolution. That being said, I do think AGI could absolutely be a pillar of a post capitalist utopia, I just don’t think it will do much to get us there.
Well, it falls apart pretty easily. LLMs are notoriously bad at math. And even if it was accurate consistently, it’s not exactly efficient, when a calculator from the 80s can do the same thing.
We have setups where LLMs can call external functions, but I think it would be cool and useful to be able to replace certain internal processes.
As a side note though, while I don’t think that it’s a “true” thought process, I do think there’s a lot of similarity with LLMs and the human subconscious. A lot of LLM behaviour reminds me of split brain patients.
And as for the math aspect, it does seem like it does math very similarly to us. Studies show that we think of small numbers as discrete quantities, but big numbers in terms of relative size, which seems like exactly what this model is doing.
I just don’t think it’s a particularly good way of doing mental math. Natural intuition in humans and gradient descent in LLMs both seem to create layered heuristics that can become pretty much arbitrarily complex, but it still makes more sense to follow an exact algorithm for some things.