AI RESEARCH

PrivScope: Task-scoped Disclosure Control for Hybrid Agentic Systems

arXiv CS.AI

ArXi:2605.16630v2 Announce Type: replace-cross Hybrid local--cloud agents enrich user requests with context from persistent working state before delegating capability-intensive subtasks to a cloud language model (CLM). While this enrichment can improve task success, it also exposes unnecessary information in the cloud-bound payload, including task-irrelevant context, carryover from prior workflows, and overly specific sensitive details, resulting in \emph{over-disclosure