Yesterday's Shield, Today's Spear: A Self-Evolving Safety Guardrail in Production

Cong Ming, Jingyi Chen, Bin Liu +4

Deployed LLM safety guardrails are predominantly static: trained once and frozen at release, while new jailbreak techniques and previously un-addressed harmful categories emerge wi…