I was just testing the newly released Copilot Agent Mode in VS, and it already looks quite capable of debugging things independently (actually, it's not much different from VS Code Agent Mode, which came out a couple of weeks earlier).
System design? Not all seniors need Google-scale design skills. Most systems designed by seniors are either overdesigned, badly designed, or copied from an article or a case study anyway. There are plenty of seniors whose only real qualification is the number of years they've been working.
The author is from Google. I’m not sure if effective collaboration is something given there, but in many companies, especially outside of tech, it's not something you see often. And it's usually inversely proportional to the company’s age.
What seniors learned by doing is now written down and available to LLMs, often in multiple sources, explained by some of the best minds in the field. Any given senior likely knows only a fraction of a domain, and even less when you start combining domains. LLMs probably already there for some of the seniors, only they never checked.