The thing is, LLM's produce better quality one-shots than any of the products that get returned from overseas ultra-budget contractors in India or SEA. I don't know what that means for Western devs, but I can tell you that the fortune 500 I work for is dialing back on contracting and outsourcing because domestic teams can do higher-quality work faster.