Sure, but in the same way that Squarespace and Wix killed web development. LLMs are going to replace a decent bunch of low-hanging fruit, but those jobs were always at risk of being outsourced to the lowest bidder over in India anyways.
The real question is, what's going to happen to the interns and the junior developers? If 10 juniors can create the same output as a single average developer equipped with a LLM, who's going to hire the juniors? And if nobody is hiring juniors, how are we supposed to get the next generation of seniors?
Similarly, what's going to happen to outsourcing? Will it be able to compete on quality and price? Will it secretly turn into nothing more than a proxy to some LLM?