MosaicLeaks: Can your research agent keep a secret?

Deep research agents that combine private documents with external web retrieval risk leaking sensitive information through their queries. MosaicLeaks proposes Privacy-Aware Deep Research (PA-DR) training, which raised strict chain success from 48.7% to 58.7% while reducing information leakage from 34.0% to 9.9%.