I won't future-proof my career against LLMs at all. If I ever see myself in the position that I must use them to produce or adjust code, or that I mostly read and fix LLM-generated code, then I'll leave the industry and do something else.
I see potential in them to simplify code search/navigation or to even replace stackoverflow, but I refuse to use them to build entire apps. If management in turn believes that I'm not productive enough anymore then so be it.
I expect that lots of product owners and business people will be using them in order to quickly cobble something together and then hand it over to a dev for "polishing". And this sounds like a total nightmare to me. The way I see it, devs make this dystopian nightmare a little bit more true everytime they use an LLM to generate code.