My prediction is a concorde-like incident is going to shatter trust and make people re-think their expectations of the capabilities of LLMs and their abilities of the present.
Essentially something big has to happen that affects the revenue/trust of a large provider of goods, stemming from LLM-use.
They wont go away entirely. But this idea that they can displace engineers at a high-rate will.