Speculative Safety Honeypot: Toward Proactive Defense Against Multi-turn Agent Attacks.

arXiv:2609.39549v1 Announce Type: cross Abstract: As Large Language Model (LLM) agents are increasingly deployed in complex environments, multi-turn interaction attacks have become a significant security challenge. Existing detection methods typically rely on