This talk introduces Network-Sourced AI from the OpenMined Foundation, which combines diverse models in open ensembles. Structured Transparency and privacy-enhancing technologies support reproducible results while letting data owners control access. The session demonstrates an open-source toolkit and public leaderboard for building and reproducing advanced model systems while preserving data privacy.