This roundtable convenes government, industry, legal, and diplomatic leaders to translate responsible AI principles into enforceable institutional guardrails for India and the Global South. Participants will examine real-world deployment failures, identify binding constraints in enforcement, audit bandwidth, and procurement, and develop minimum viable safeguards for high-adoption, low-capacity settings. Outputs include an Institutional Safety Case Standard and Red Teaming Checklist. The session bridges policy intent with ground-level implementation realities.