This interactive session convenes leaders advancing AI advisory systems in agriculture to explore AGX AI as a growing community of practice focused on responsibly scaling AI for small-scale producers. Drawing on work in benchmarking, data corpus development, and model approaches, the session highlights emerging learning priorities, key collaboration needs, and opportunities for participants to help shape the next phase of shared learning across regions and sectors.