Participants will engage with one to two brief, realistic classroom management scenarios supported by AI-generated case narratives and role-based personas. Through guided prompts and short small-group or think-pair-share discussion, attendees will analyze decision points, discuss how different responses lead to different consequences, and reflect on how similar simulations could support faculty judgment and preparation in their own teaching or professional development contexts.