Kind of like saying that scaling the language area in a human brain won't lead to a human brain.

True, but just don't do that then.

Who attuned your crystal ball?

LLMs are already pretty general. They've got the multimodal ones, and aren't they using some sort of language-action-model to drive cars now? Who is to say AGI doesn't already exist?