This is far too general of a philosophy to be applied in the dark. You can't say, without any familiarity with what the actual software looks like whether a rewrite is the best way to proceed. There are plenty of projects that get bogged down in the inertia of a system that wasn't built right in the first place.

Also, modern AI is only a few years old at this point. Whatever has been built so far is hardly load bearing.