Deep Research Agents Leak Data; PA-DR Cuts Exposure 70%
MosaicLeaks shows that agents that blend private documents with web searches can reconstruct confidential facts from query logs, leaking up to 34% of information. The proposed privacy‑aware RL training, PA‑DR, raises correct multi‑hop reasoning to 58.7% while dropping full‑information leakage to under 10%.