AI is transforming work, but its impact on human learning and development is uncertain. Leaders are concerned that AI might disrupt traditional pathways to mastery, increase noise and overwhelm, dull human capabilities like empathy, and erode personal choice and agency. To ensure AI enhances human development, leaders must engage in “sense-making conversations” to explore these challenges and design AI-enabled systems that preserve space for human growth and learning.