Building on the landmark June 2023 gathering "Reconsidering Race in Clinical Algorithms: Driving Equity through New Models in Research and Implementation," we will work together to advance key recommendations for lasting change. Participating organizations will gather to address an insidious problem – the use of race as a biological construct – in clinical algorithms. We will learn about opportunities for coordinated action to bring scientific rigor to the consideration of race in medical research, address harmful uses of race in algorithms, and continue to drive clinical guidance toward health equity.