I think this is a fun problem: Say LLMs really do allow people to be 2X or 3X more productive. Then those people that understand concepts and rely on LLMs should be more successful and productive. But if those people slowly decline in ability they will become less successful in the long term. But how much societal damage is done in the meantime? Such as creating insecure software or laying off/not hiring junior developers.