AI doesn't need or care about "high quality" code in the same ways we define it. It needs to understand the system so that it can evolve it to meet evolving requirements. It's not bound by tech debt in the same way humans are.

That being said, what will be critical is understanding business needs and being able to articulate them in a manner that computers (not humans) can translate into software.