Executive Director, Ushahidi; Co-Founder, AkiraChix; Chair, Creative Commons Board. Vision: harness Ushahidi's 17 years of community knowledge to build more inclusive, ethical AI and amplify 100 million voices by 2035. WEF Global Futures Council on Data Equity and Data Frontiers — directly shaping how AI uses community knowledge.