What the hell do LLMs have to do with anything on this topic? If anything, they commodify low-level tech folks just like past tools have. I'll mostly hire a smart liberal arts major so long as they're respectful of tech and other domain expertise over someone who thinks it's only about (probably narrow) technical smarts.