Let's be honest about what happens when you give an entire engineering team AI coding assistants.You look at the sprint board, and tickets are moving to "In Review" faster than ever. Your developers are happy. They are writing boilerplate in seconds and generating entire component structures before their morning coffee gets cold. If you measure productivity by the sheer volume of code generated, your team has successfully turned into a factory.