AI is experiencing rapid growth, but with it comes a surge of buzzwords, tools, and unrealistic promises, creating a distraction that leads enterprises to adopt AI hastily without turning pilots into meaningful outcomes. This often results in wasted resources on unscalable pilots, as AI is seen as magical rather than a skill to be mastered. This keynote cuts through the noise and shares valuable insights from building Agentic AI systems in enterprises.