The purpose of FLUTE is to develop systems that let product teaching on non-public details devoid of central curation. We implement procedures from federated Understanding, differential privacy, and higher-performance computing, to help cross-silo model education with robust experimental effects. We have now introduced FLUTE as an open-resource too