The speed of innovation has become inextricably linked to a company's ability to deliver dependable software and intelligent systems. That is the modern market for you. Anyway, for more than a decade, DevOps has served as the foundational methodology. It has brought together software development and IT operations teams to achieve continuous integration and continuous deployment. But with the rise of AI and ML, a new level of complexity has been created.