Have you tried coordinating entire teams to work on a shared codebase?

Honestly, I have never been in an organization so large that this became a necessity (if you solve tens of different problems, that would require almost thousands of developers). But coordinating single developers without an API is hard enough already, I can only assume for teams its nearly impossible.