Membrane: A Self-Evolving Contrastive Safety Memory for LLM Agent Defense

Minseok Choi, Seungbin Yang, Dongjin Kim +5

Despite advances in safety alignment, large language models remain vulnerable to continuously evolving jailbreaks. Existing fine-tuned safety classifiers cannot adapt to these evol…