You’ve been asked to adopt AI tools with a promise they will accelerate your time to production and improve the quality of your code. Along the way, you’ve noticed a huge increase in the number of changes submitted to code and you’ve also likely felt the pain of your systems and processes not being able to keep up. The inner loop of development is moving at lightning speed, while the outer loop struggles to keep up. In many CI/CD workflows, a pipeline failure, which is often caused by a security vulnerability or a configuration error, can leave a developer with the manual, time-consuming