I fall into the category of senior engineers who benefit from LLMs for all the reasons mentioned in this post. I find it's possible to agree completely with sentiments like this and still feel as if this is all written in the sand below the high tide line, and ten years from now nobody will care about this.
Horsemanship and sailing were both specialized skills of high value to society, and now they're not. But in each case there was probably a liminal period, when being an accomplished horseman or sailor was still valuable, even as motors were taking over. Eventually that period ended, as the new generations without those skills found ways to get by with cars and motorboats.
If my horse is ‘a useful piece of software’, what are the cars and motorboats that AI coding is going to give me?
This analogy breaks down because computers aren't going away unlike horse drawn carriages or sailing vessels. Computers aren't being replaced by something. It's that fewer people will understand how they work while the efficiency and reach of computers extends into areas of life previously unreachable due to the scale of having humans build it or the refusal of humans.
I could wax philosophical about what that leads to but enough people already have.