PrivDrift: Auditing User-Secret Leakage Under Topic Drift in Active LLM Conversations

Luciano Maldonado

Large language models increasingly operate as persistent assistants in user-facing, shared-session, and tool-augmented settings. When users disclose sensitive information during an…