Managing Kubernetes with current automated approaches makes it almost impossible to achieve optimal cost, performance and availability.  Autonomous offers a path out of this complexity.  Autonomous optimization and availability are outlined, the architecture used by Sedai to provide this capability, and how safety is addressed.