It looks like LLMs will automate a lot of what I enjoy doing myself and increase the amount of work of the sort I dislike (such as reviewing code I didn't recently write).

So my worst-case scenario with LLMs in terms of my job is that they will make my job hard to tolerate. If that actually happens, I'll leave the field entirely as there would be no room for the likes of myself in it anymore.