I 100% agree with this sentiment, though its not clear to me at all how close we are.
In general though, advanced automation like AI will disrupt jobs, and unlike previous times, you cannot educate yourself out of a superior intelligence taking your job.
This is not about moving your manual work to another segment where different manual work is not viable to automate economically: its about your mental abilities being insufficient to produce value in the economy, full stop.
If that doesn't scare you, I'm not sure what will. However, its not clear to me yet if all this coding LLM hype will end up destroying coding jobs, or creating debugging jobs.