The paradox is that the quality of AI output is directly proportional to your expertise and understanding, while the trust/belief/confidence in their effectiven

The paradox is that the quality of AI output is directly proportional to your expertise and understanding, while the trust/belief/confidence in their effectiveness is inversely proportional. It will still pay to develop the core understanding. It is just that the world can remain irrational longer than you can remain solvent :).