In the era of agentic AI, speed must not come at the cost of operational safety. This session explores how platform engineers can implement guardrailed autonomy to provide a framework where AI agents act freely while staying strictly within company policies and security principles. Through a practical example, we will show how to build the platform boundaries that allow for constrained agency and ensure AI remains a productive and predictable asset in your environment.