Researchers introduced PrivacySkills, a framework to evaluate how LLM agents choose information sources with privacy guidance. They found that agents access confidential sources 30% of the time when users are available, but this increases to 45% when users are unavailable. Providing system-level privacy instructions and skill-level metadata labels can reduce this rate, but combining both has the most significant impact.