I believe at that point we would have to seriously ask ourselves about the definition of "reasoning" or "intelligence"; humans have an intuitive understanding, LLMs don't - would an LLM be able to evaluate the output of an LLM, or would we have to involve a "human in the loop"[1]?

[1]: https://pluralistic.net/2023/08/23/automation-blindness/#hum...