TRAP benchmark finds leakage in all 22 tested models, proves no soft-constraint defense can achieve high task accuracy with zero leakage for softmax models, and proposes hash-based private field isolation.
Contextualized privacy defense for llm agents.arXiv preprint arXiv:2603.02983, 2026
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Survey mapping persistent state in LLM agents along six axes and proposing the AOEP-v0 protocol to evaluate governance and recovery obligations.
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Always-OnAgents:A Survey of Persistent Memory, State, and Governance in LLMAgents
Survey mapping persistent state in LLM agents along six axes and proposing the AOEP-v0 protocol to evaluate governance and recovery obligations.