This session will host a high-level panel at the AI Impact Summit 2026 to examine what works in AI deployments in Agriculture while being informed by a Multi-Country Landscape Study across Low- and Middle-Income Countries. The panel integrates Evidence, Practice, and Policy, highlighting India's Saagu Baagu system, and addresses Bias, Digital Exclusion, and Responsible Governance. It will frame AI for Agriculture as one of Development and Public and will shed light on challenges and deliver lessons for Responsible Scaling for Smallholders and inclusive agricultural innovation globally.