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A paper shows that LLMs learn to recognize text styles in role blocks, not just tags, making role-based security architecture ineffective. Role boundaries are continuous, enabling subtle injection attacks at scale. Genuine role perception is needed to prevent perpetual injection vulnerabilities.
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Summary by ByteBrief
AI Agent Memory Can Create Dangerous Misinterpretations