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The goal of FLUTE is to create technologies that let design instruction on private knowledge without the need of central curation. We apply tactics from federated Mastering, differential privateness, and high-effectiveness computing, to empower cross-silo design coaching with robust experimental final results. We have released FLUTE as an open-supp