Microsoft Research's expert panel discussion features bioethicist Vardit Ravitsky, Stanford physician-scientist Dr. Roxana Daneshjou, and NAM advisor Laura Adams examining responsible AI implementation in medicine from governance and fairness perspectives. The analysis highlights critical bias mitigation work, including research showing how large language models propagate race-based medicine and dermatology AI performance disparities across skin tones. This cutting-edge healthcare AI ethics discussion emphasizes the need for proactive bioethics guidance as AI reshapes healthcare relationships while acknowledging AI's potential to address healthcare system inefficiencies and physician burnout despite bias and hallucination challenges.