I think it's more about the scar tissue (a.k.a. intuition) when building LLMs from scratch than whether it's transferable to job search. Maybe the person will decide they don't like LLMs and not develop that into a career, or maybe they become a researcher in another field because that's a better way to solve problems inherent in LLMs.