Dual-Cycle Framework for Safe Role-Playing LLMs

What Changed

Training-free method uses dual cycles: attacker synthesizes jailbreaks, defender builds safety KB.

Why It Matters

Enables safer role-playing agents without costly retraining, ideal for evolving threats in chatbots or games. Boosts deployment confidence for closed-weight LLMs by maintaining persona fidelity alongside safety.

What To Do Next

Implement the hierarchical safety KB retrieval in your LLM role-playing pipeline to test jailbreak resistance.