A composite emergency department case: a busy shift, a complex patient, and a large language model offering a differential diagnosis in seconds. Dr. Harvey Castro walks through where the AI helped, where it nearly led the team astray, and the questions medicine still can't answer about accountability, bias and trust. In ten minutes, the case sets up the panel that follows: what happens when AI and the clinician disagree?