Generated Code Is Easy. Releasing It Is the System Test.

Generated code is not the hard part anymore. That does not mean delivery got easy. A team can now produce a clean-looking implementation faster than its release system can safely absorb it. The PR compiles. The tests pass. The demo looks fine. Then the change waits, ships nervously, or turns into cleanup work after the fact. That is where the real AI adoption test lives. Not in the editor. Not in…