Yesterday, Thanksgiving, there was a Google Doodle. Clicking the doodle lead to a Gemini prompt for how to plan to have Thanksgiving dinner ready on time. It had a schedule for lots of prep the day before and then a timeline for the day of. It had cooking the dinner rolls and then said something like "take them out and keep them warm" followed by cooking something else in the oven. I asked "How do I keep them warm when something else is cooking in the oven?". It proceeded to give me a revised timeline that contradicted its original timeline and also, made no sense in and of itself. I asked it about the contradiction and the error and it apologized and gave a completely new 3rd timeline that was different than the first 2 and also nonsense. This was Google's Gemini Promotion!
All it really needed to do to my first query was say something like "put a towel over the rolls" and leave it on top of the oven.... Maybe? But then, it had told me be spread butter over the rolls as soon as they came out of the oven so I'd have asked, "won't the towel suck up all the butter?"
This is one example many times LLMs fail me (ChatGPT, Gemini). For direct code gen, my subjective experience is it fails 5 of 6 times. For stackoverflow type questions it succeeds 5 of 6 times. For non-code questions it depends on the type of question. But, when it fails it fails so badly that I'm somewhat surprised it ever works.
And yea, the whole world is running head first into massive LLM usage like this one using it for short reviews of authors. Ugh!!!