The nonprofit backed by $400 million in public and philanthropic funding just launched an offline AI device for rural India, a $3.2 million grant cohort across three continents, and an open-source chatbot built in seven weeks, all betting that public AI infrastructure can succeed where Big Tech's multilingual models have failed.