In May 2025, I presented “No Newcomer Left Behind: Global AI Futures for a Melting Pot of Governance” at the IAPP’s Annual Canada Privacy Symposium, focusing on AI ethics and immigrant empowerment. My work with Generation1.ca promotes talent inclusion and responsible innovation. The response emphasized urgent action needed to address AI biases and skill shortages, shaping the future of global talent pipelines.