In the short term, I fear the most useful application of AI is as a bargaining chip in favor of upper management. That is because while AI might not be able to replace development, it makes developers compete against perceived alternative that doesn't take wages or healthcare. The whole ~80% as good for 10% of the cost philosophy etc.