With all due respect, you're trusting LLMs to a delusional level... they love talking about "smoking guns", that part made me laugh. Like another user said, sounds like its admitting the issue is in the shell anyways. They dont have intimate documentation knowledge of everything, use it more as a launch pad to test ideas and better shape your understanding of a subject knowing that it gets things wrong alot.

Watching the zombifying effects of AI "think" for others in real time is depressing.