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The target of FLUTE is to produce systems that permit design teaching on private knowledge with no central curation. We utilize techniques from federated Discovering, differential privateness, and significant-performance computing, to permit cross-silo model instruction with solid experimental results. We have launched FLUTE as an open-supply toolk