Eh, part of the problem is people don't currently understand what LLMs are doing...
Have you ever had a dumb/wrong thought in your head? I'm going to go ahead and answer yes for you, you do all the time. In fact you don't (hopefully) verbalize a stream of consciousness to other people around you. In general you think of something then reflect on what it is true/false.
This is not what LLMs do, they pitch back the first 'thought' they have, "correct" or not. This is why things like COT/TOT greatly increase the accuracy of LLM output. The problem? It requires at least an order of magnitude more processing to get an answer, and with GPU time already in high demand and expensive you don't see much of it happen.
Betting on LLMs commonly being wrong is not a safe bet at this point.