LLM aren't logic machines. It's concepts of "root cause" and "faster" are purely linguistic, including all the internal conflicts of those loose definitions.

In that sense an LLM wouldn't even think it "lied" being confidently incorrect, in human terms it's just a "whoopsie". Apparently we want exactly that.