Legacy organizations are structured for control, while Agile demands adaptability and flow.AI accelerates the need for continuous learning and real-time responsiveness in enterprises.Leadership in AI-enabled organizations must evolve to focus on sense-making and ethical decision-making.Operational models need to adapt to support continuous AI-enabled experimentation and learning velocity.