AgentSafeEvo: Adversarial Co-Evolution for LLM Agent Safety.

arXiv:2610.19422v1 Announce Type: new Abstract: Large language model (LLM) agents accomplish complex tasks through multi-turn interactions with external tools. However, malicious content embedded in user queries, tool descriptions, or environment observations