exposure

A CybelAngel investigation found a decade's worth of confidential financial sector procurement data exposed on a former employee's unsecured personal NAS device, highlighting third-party data risk.

This paper investigates what makes a small 4B parameter model's citations faithful when used as an on-device research agent, finding that exposure to more source text improves faithfulness while retrieval recall limits coverage.