Not saying anything about LLM But in CS in general many issues "cannot be solved" or "Cannot be solved in reasonable time (NP)" but approximations upper bound by some value are solvable in reasonable time (P).
And in the real world if the truck route of amazon is 20% off the mathematically optimal solution the traveling salesman is "Solved" in a good enough way.