Human judgment can weaken as reliance on AI for analysis and decision making increases. Very few AI readiness efforts address the leadership capability required to evaluate AI recommendations, challenge assumption and know when human intervention is needed. We discuss why judgment literacy is a key capability in the agentic AI era and organization practices CIOs can build to preserve critical thinking, accountability and decision quality.