These workshop notes give a good overview of the issues that experts were grappling with as artificial intelligence (AI) grew in the medical field. Many of the discussions center around how to ensure accuracy, build the ability to apply knowledge, and teach what may not be known. Throughout the proceedings, many comparisons are made to how clinicians and AI programs are taught, and panelists discuss how to make AI expert systems like clinical decision support (CDS) acceptable to clinicians.