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Substantial research indicates that fostering continuous improvement in schools and districts requires concerted effort to build their capacity to function as learning organizations. In addition to developing robust infrastructures and routines capable of facilitating the work, building that capacity requires leaders to nurture strong cultures of organizational learning and continuous improvement. Such cultures are defined by beliefs that frame an “improvement mindset”, values that support relational trust and collective efficacy, and norms that promote democratic leadership. Through interviews, focus groups, and observation of learning routines, this study presents an instrumental case of leaders working to build such a culture within their district – exploring the ways that they encouraged its development and how it manifested among educators.