JailbreakSkill: Scaling Automated Red-Teaming with Reusable and Ever-Evolving Skills
This work introduces \textsc{JailbreakSkill}, a skill-centric framework for scaling automated red-teaming through reusable and continuously evolving attack capabilities, which packages existing attack strategies into modular, agent-ready skills that can be directly reused and adaptively selected across tasks and target models.