Networks correspond to diagrams correspond to type theories — and LLMs learn such a theory and reason in that internal language (as in, topos theory).

That effective theory is knowledge, literally.

People harping about “stochastic parrot” are just people repeating a shallow meme — ironically, like a stochastic parrot.