I'd even go so far at to say that if you're not writing the code yourself, you probably need to look at it even more than previously.

Even before AI most of us read way more code than we wrote, that should still hold true.

You're ignoring that AI coding attracts a whole new crop of people who would never have touched computers before. We live in interesting times.