This strategic session advances the IndiaAI Mission's vision of AI for People, Planet, and Prosperity through inclusive, human-centered implementation. Built on two years of engagement, pilots, and practitioner insights, it converts intent into impact via commitments, scalable models, and partnerships. The discussion will focus on AI workforce readiness, large-scale faculty capacity building, and institutional readiness to integrate AI systems, infrastructure, and governance.