I was just reading this : "I’ve watched engineers accept AI-generated code that used deprecated APIs, implemented security antipatterns, or created subtle performance problems that wouldn’t surface until production load. The code looked right. It followed naming conventions. It had proper error handling. But it was wrong in ways that only someone familiar with the technology would catch." https://www.brethorsting.com/blog/2025/07/choose-boring-technology,-revisited