Query-Only Backdoor Attacks on Self-Evolving Skills via Trajectory Poisoning

Yuyang Luo, Haoran Wang, Kai Shu

Agentic skills improve large language model (LLM) agents by encoding reusable procedures for complex tasks. However, manually authored skills often adapt poorly to long-horizon tas…