As others have remarked: this is an unsubstantiated claim.
I am actually using LLMs to perform controlled experiments to determine if the opposite is true, and that consciousness is a byproduct of language as Jaynes might have agreed.
The main value I add to AI generated work is my ability to generalize, keep broader spans of context than the AI can, and make connections between things that the AI cannot.
I enjoyed the deep dice. A lot of sensible advice, and enjoyed the deep dive. A lot of articles do not get a lot of that as right as this article does.
https://github.com/adamzwasserman