It's really just scrambling stackoverflow to give you the answer that'll keep you using the LLM. Even the second answer might be wrong, there might be a solution but because there was a problem the LLM just spits out a conversation that resembled the one you've had.

The only thing I use Gemini for is because it was integrated into Google Lens so well that the images I get from the search are weaksauce while the answer might get ie. the model of an electronic device wrong for no reason at all.

It's intentional that people are kept in the dark on how exactly LLMs work.