Be intentional about how AI changes your codebase

Code architecture relies on semantic functions (minimal, reusable building blocks with clear inputs/outputs) and pragmatic functions (complex process wrappers). Well-designed data models should make invalid states impossible through precise naming and strong typing. Common failures occur when semantic functions become bloated or models accumulate unrelated optional fields over time.