The title of the paper itself is odd. "LLM" is an abstract computation that's performed on some substrate, could be GPUs, could be a piece of paper, could je Minecraft, could be AoE, or could be all of them together.

That's not a property of LLMs thought, that's a trivial property related to turing completeness. I don't get what LLMs have to do with this - if LLMs have anthropomorphic properties, so does AoEII, duh, it's called emergence