“Perfect” AI Code Won’t Fix Your Legacy Stack

AI code generation isn’t the revolution it’s marketed to be. While it accelerates greenfield projects, most real-world teams operate inside complex, evolving systems where maintenance, context, and trust matter more than first-draft speed. The true leverage of AI lies not in producing “perfect” code, but in building processes that assume imperfection and continuously improve software over time.