The article examines whether knowledge graphs represent a critical missing component for providing proper context in enterprise AI systems, while also investigating whether security challenges in agentic AI stem from fundamental design flaws or inadequate management practices. The piece analyzes recent enterprise successes and failures with AI implementation, exploring these two key technical and operational questions facing organizations deploying advanced AI solutions.