On the other hand I’m pretry sure you will need senior engineers not only for designing but debugging. You don’t want to hit a wall when your Agentic coder hits a bug that it just won’t fix.
There’s a recent article with experiments suggesting LLMs are better at bug fixing than coding, iirc. It’s from a company with a relevant product though.