Thank you for the assessment and the link. I only read half of it as I was busy. Bookmarking it for later reading. Great read.
Yes. The combinatorial explosion is a great assessment of the "why".
But the problem is more nuanced than that because one has to assume that LLMs can reason accurately all the time which is demonstrably false.
The current LLMs cannot even state true sentences as true if they sound confident, without hedging.
Future LLMs may mitigate this, though it looks unlikely.