> sometimes this "chain of thought" ends up being misleading; Claude sometimes makes up plausible-sounding steps to get where it wants to go. From a reliability perspective, the problem is that Claude’s "faked" reasoning can be very convincing.

If you ask the LLM to explain how it got the answer the response it gives you won't necessarily be the steps it used to figure out the answer.