People refuse to acknowledge how an LLM actually works, and insist on assigning meaning and understanding to its output.
There is no meaning and the system understands neither the user’s question nor its own “response.” At least, not in the sense people expect from the conversational format of the interaction.
https://www.whodoyouthinkyouaremagazine.com/news/gemini-artificial-intelligence-the-national-archives-fake-records

“My ‘methodology’ was a series of errors”: Gemini generates false records and fake screenshots of TNA website | Who Do You Think You Are Magazine
The Gemini LLM generates fake records and screenshots from the UK National Archives, a family historian has revealed
Who Do You Think You Are MagazineTo make matters worse, the same is true of the breakdown generated by the LLM when asked to explain what it did. It may be entirely true. It may be hallucinated in part or in whole. It’s tempting to take it at face value because it sounds plausible. You cannot know for sure, it’s not a real answer.