If the only thing LLMs did was clear enterprise technical debt backlogs, the end consumer would still benefit from the technology.
AI benefits rely on these good engineers having 5, 10, 20 years of experience pre-AI designing (and fully, thoroughly understanding) these systems. What's going to happen to that engineering skill after 15 years of AI use?