It’s creative writing, about the same as what I’d expect a random artist to produce as an illustration for some genius math. I’d be much more worried about AI if it got everything right already lol.

And there are efforts, even simple methods to verify LLM output, like asking it to provide sources for claims or find examples of the formulas in the web or in textbooks.