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Responding to industry need, the Council of Australian University Librarians (CAUL) sector-wide approach to developing digital dexterity established a unique practitioner-led network and Community of Practice (CoP). This paper focuses on how a core-group (Digital Dexterity Champions) within the cross-institutional CoP has self-formed a flourishing learning culture that fosters creativity. We explore aspects underpinning the creative collaboration evident within the Champions culture. In sharing stories of creative library practice, we highlight the generative power of initiatives that nurture a sharing culture. We argue for the value of supporting cross-boundary spaces that enable individuals to work creatively together.