I think of current state LLMs as precocious but green assistants that are sometimes useful but often screw up. It requires a significant amount of hand holding, still usually a net positive in my workflow but only (arbitrarily) a modest productivity bump (e.g. 10-15%). I feel like if I can get better at reigning in LLMs I can improve this productivity enhancement a bit more, but the idea that we can wholesale replace technical people is not realistic yet.

If I were a non-tech, non-specialist and/or had no business skills/experience and my job was mostly office admin I would be retraining however, because those jobs may be over except as vanity positions.