This article suggests that learning networks are instrumental mechanisms in sustainable, large-scale improvement. These networks establish communities of directed learning focused on changing behavior and practice on a large scale, offer structured opportunities for exchange of information, and provide practical insight on adapting known protocols to particular settings. Examples from national hospital patient safety initiatives in the UK, Scandinavia, Japan, and the US, including IHI’s 5 Million Lives Campaign, are shared.