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LLMs can pinpoint past events but fail to keep a coherent and up-to-date record of customer life changes over time.
Membrane achieves the highest safety performance against evolving jailbreaks while keeping benign refusals remarkably low, revolutionizing LLM defense strategies.
LLM safety guardrails are surprisingly weak against domain-specific adversarial attacks in finance, medicine, and law, but ExpGuard closes the gap with a new model and dataset.
