> If the LLM is operating at such a high level that it never actually constructs a useful product for humans to use, then how will that be good for humanity?

If you replace "LLM" with "mathematician" than this is the state of the world today. Stuff like Galois theory is beautiful mathematically, but what has it constructed or enabled for you and me?