CAITLYN: Can LLM Agents Autonomously Synthesize Defenses against Emerging Injection Attacks?
This work proposes Continuous Agents for Injection Threats via Lifelong Yielding Nexus (CAITLYN), an agent-agnostic defense middleware that matches the detection performance of state-of-the-art defenses at lower token overhead than LLM-as-a-judge baselines.
Zi Liang, XiaoYu Xu, Yanyun Wang et al.
· 0 citations