Even asking a human being why they did a certain thing is questionable. The research on choice blindness seems like a pretty definitive debunking of post-hoc rationalization:
https://en.wikipedia.org/wiki/Introspection_illusion#Choice_...
https://en.wikipedia.org/wiki/Introspection_illusion#Choice_...
But you only have to drill down a couple more layers and you are back in the void again; do you have any proof that your own thinking, no matter how structured and accurate, is anything other than pattern-matching at a sufficiently much higher level at which you are incapable of seeing it as such?
I think we will be finding some very interesting things out soon using the combination of LLMs and theorem provers, as demonstrated by Terence Tao's recent work.[1]
A cheetah is not a motorbike is not an aircraft is not a rocket.