We're discussing "what happens to tech workers when their skills become obsolete." If being able to contribute to a scaled system as a great software engineer at Google or Amazon is not a sufficient measure of "Knowing CS well enough," I'm not sure we're talking about the same thing.
Is it enough CS to do fundamental AI research? Eh probably not. Is it enough CS to do pretty much any other job out there? Yes.