Can AI agents with access to sensitive information maintain privacy awareness while interacting with other agents? - arxiv.org/pdf/2508.10880 by @Diyi_Yang & @StevenyzZhang The future of interpersonal interaction is evolving towards a world where individuals are supported by AI agents acting on their behalf. These agents will not function in isolation; instead, they will collaborate, negotiate, and share information with agents representing others. This shift will introduce novel privacy paradigms that extend beyond conventional large language model (LLM) privacy considerations, such as protecting individual data points during training and safeguarding user queries in cloud-based inference services. #AgentPrivacy #LLMSecurity #SecureAgents #MultiTurn #SelfPlay #PromptSecurity #RedTeam #BlueTeam #Impersonation #ConsentForgery #IdentityVerification #DefenseInDepth #AgenticAI #PrivacyByDesign #ThreatModeling