I can guarantee you that I have been doing just that for 20 years, creating and working on the same codebase, and that it only got better with time (cleaner code and more robust execution), though more complex because the domain itself did. We would have been stuck in the accidental complexity of messy hacks and their buggy side effects if we had not continuously adapted and improved things.