Even if LLMs take over the bulk of programming work, somebody still needs to write the prompts, and make sure the output actually matches what you wanted to ach

Even if LLMs take over the bulk of programming work, somebody still needs to write the prompts, and make sure the output actually matches what you wanted to achieve. That's just programming with different tools.