The point was that LLMs are not well set up to find new insights unless they are already somehow contained in the knowledge they have been trained on. This can mean "contained indirectly" which still makes this useful for scientific purposes.
The fact that the author maybe underestimated the knowledge about the topic of the article already contained within an LLM does not invalidate this point.