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This study examines how AI-driven scenario-based simulations support critical reflection and transformative learning in doctoral education. By engaging with conversational AI to navigate ethical dilemmas, participants explore educator accountability and decision-making. Findings highlight AI simulations' role in enhancing critical literacy, reflective discourse, and ethical reasoning. This research contributes to AI-integrated professional development, emphasizing its potential to foster meaningful dialogue and bridge educational and community divides.