Whether LLMs will be a base technology to AI, we should remember one thing: logically it's easier to convince a human that a program is sapient than to actually make a program sapient, and further, it's easier still to make a program do spookily-smart things than it is to make a program that can convince a human it is sapient. We're just getting to the slightly-spooky level.