We can have complete confidence because we know how LLMs work under the hood, what operations they execute. Which isn't much. There's just a lot of them.
> One way of looking at this: If a million smart humans, thinking a million times faster, with access to all knowledge, were in this situation, could they break out? Are there any flaws in the chip they're running on?
No. LLMs don't execute arbitrary code. They execute a whole lot of matrix multiplications.
Also, LLMs don't think. ChatGPT isn't plotting your demise in between requests. It's not doing anything. It's purely a receive request -> process -> output sort of process. If you're not asking it to do anything, it's not doing anything.
Fearing big LLMs is like fearing a good chess engine -- it sure computes a lot more than a weaker one, but in the end all that it's doing is computing chess moves. No matter how much horsepower we spend on that it's not going to ever do anything but play chess.