Got a Secret? LLM Agents Can't Keep It: Evaluating Privacy in Multi-Agent Systems

Aman Priyanshu, Supriti Vijay, Esha Pahwa

LLM safety evaluations predominantly test models in isolation, yet deployed AI agents increasingly operate within persistent social environments alongside other agents. We introduc…