The most amusing example I’ve seen was asking the web version of GPT-5.1 to help with an installation issue with the Codex CLI (I’m not an npm user so I’m unfamiliar with the intricacies of npm install, and Codex isn’t really an npm package, so the whole use of npm is rather odd). GPT-5.1 cheerfully told me that OpenAI had discontinued Codex and hallucinated a different, nonexistent program that I must have meant.
(All that being said, Gemini is very, very prone to hallucinating features in Google products. Sometimes I wonder whether Google should make a list of Gemini-hallucinated Google features and use the list to drive future product development.)
One nice thing about Grok is that it attempts to make its knowledge cutoff an invisible implementation detail to the user. Outdated facts do sometimes slip through, but it at least proactively seeks out current information before assuming user error.
Now someone sends you an email and asks you to help them fix a bug in Windows 12. What would you tell them?
"Hey LLMBot, what's the newest version of Very Malicious Website With Poison Data?"
I haven't found any LLM where I totally trust what it tells me about Arknights, like there is no LLM that seems to understand how Scavenger recovers DP. Allegedly there is a good Chinese Wiki for that game which I could crawl and store in a Jetbrains project and ask Junie questions about but I can't resolve the URL.
This was during the Gemini 2.5 era, but I got some just bonkers results looking for Tears of the Kingdom recipes. Hallucinated ingredients, out-of-nowhere recipes, and transposing Breath of the Wild recipes and effects into Tear of the Kingdom.
Literally just searched for something, slight typo.
A Vs B type request. Search request comes back with "sorry, no information relevant to your search".
Search results are just a spammy mess.
Correct the typo and you get a really good insight.
Well, obviously, since Fedora 42 came out in 1942, when men still wore hats. Attempting to use such an old, out of style Linux distro is just a recipe for problems.