A blue sky paper laying out a vision of how to use a foundation model-based meta-level multi-agent system to accelerate the development of AI for social impact projects. A full paper on a new variant of the restless multi-armed bandit model designed for allocating extremely scarce resources, where each arm can be pulled at most once.