This article by IHI authors reflects on many years of studying how health systems can learn and improve as fast as possible, what they know about learning networks, and asking themselves what is durable from their prior experience and what is new. They are inspired by the largely spontaneous and deeply collegial collaborations among the health care workforce around the world during the COVID-19 pandemic.