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This session presents the whys and hows of AI capability building for relevant and acceptable use in the workplace, in education, and even in daily activities in society. Participants shall learn emerging AI trends and their implications for capability-building for academia (what they need to teach), the industry (who they want to hire), and workers (what they need to learn). The session shall culminate in a Participatory Panel Discussion that will gather perspectives on how relevant AI capability-building programs can be integrated across levels of education and how continuous upskilling, reskilling, and cross-skilling of the workers can be done in the workplace to ensure a relevant, adaptive, and future-ready workforce.