I'll type and hit enter too early and I get an answer and think "This could never be right because I gave you broken sentences and too little." but there it goes answering away, dead wrong.
I would rather the LLM say "yo I don't know what you're talking I need more" but of course they're not really thinking so they don't do that / likely can't.
The LLM nature to run that word math and string SOMETHING together seems like an very serious footgun. Reminds me of the movie 2010 when they discuss how the HAL 9000 couldn't function correctly because it was told to lie despite its core programming to tell the truth. HAVING to answer seems like a serious impediment for AI. I see similar-ish things on google's gemini AI when I ask a question and it says the answer is "no" but then gives all the reasons the answer is clearly "yes".