Does it really matter how the LLM got to a (correct) conclusion?

As long as the explanation is sound as well and I can follow it, I don't really care if the internal process looked quite different, as long as it's not outright deceptive.

I'm just quoting the author of TFA, who did in fact appear to want periodic explanations of how their "agent" arrived at its decisions.