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This session explores why AI literacy must be inclusive, ethical, and rooted in local realities, especially in countries across the Global South. Drawing from experiences in Indonesia and reflections relevant to India, speakers unpack the challenges of uneven digital access, lack of formal AI education, language barriers, gender and disability gaps, and regional disparities. The discussion highlights that AI cannot follow a “one-size-fits-all” model. Instead, it must adapt to local culture, language, wisdom, and lived conditions, including rural, coastal, and climate-vulnerable regions. Through real-world examples such as community-led AI use in fisheries, climate resilience, and rural livelihoods, the session demonstrates how AI can move beyond buzzwords to become a practical, people-centred tool. This conversation is for educators, policymakers, technologists, civil society actors, and anyone invested in building a just and inclusive AI ecosystem Digital Empowerment Foundation Website: https://www.defindia.org/ Facebook: / defindia Instagram: / defindia Twitter: https://twitter.com/DEFindia?s=20 Linkedin: / verification