Women in AI experts will explore the definition of fringe as it applies to humans and societies, and how we can find joy in and around the boundaries. Energy complexities and heavy regulations demand bold transformations that are sustainable and responsible. The panelists will share personal reflections and industry innovations where reactivating lost and misinformed stories are valuable (for example, across sociology, ethnography, space technologies, and investments). Adoption of modern frameworks is critical to expand enterprises beyond the legacy, and towards the uncharted.