SUDP is a three-party protocol in which an agent proposes an operation, the user issues a fresh grant, and a custodian executes it, satisfying seven security properties for bounded secret use without reusable authority transfer.
Agent tools orchestration leaks more: Dataset, benchmark, and mitigation.arXiv preprint arXiv:2512.16310
4 Pith papers cite this work. Polarity classification is still indexing.
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2026 4verdicts
UNVERDICTED 4roles
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LLM agents commit policy-invisible violations when policy facts are hidden from their context; a graph-simulation enforcer reaches 93% accuracy vs 68.8% for content-only baselines on a new 600-trace benchmark.
No existing AI security framework covers a majority of the 193 identified multi-agent system threats in any category, with OWASP Agentic Security Initiative achieving the highest overall coverage at 65.3%.
Symbolic guardrails enforce 74% of specified safety policies in agent benchmarks and boost safety without hurting utility.
citing papers explorer
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SUDP: Secret-Use Delegation Protocol for Agentic Systems
SUDP is a three-party protocol in which an agent proposes an operation, the user issues a fresh grant, and a custodian executes it, satisfying seven security properties for bounded secret use without reusable authority transfer.
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Policy-Invisible Violations in LLM-Based Agents
LLM agents commit policy-invisible violations when policy facts are hidden from their context; a graph-simulation enforcer reaches 93% accuracy vs 68.8% for content-only baselines on a new 600-trace benchmark.
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Security Considerations for Multi-agent Systems
No existing AI security framework covers a majority of the 193 identified multi-agent system threats in any category, with OWASP Agentic Security Initiative achieving the highest overall coverage at 65.3%.
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Symbolic Guardrails for Domain-Specific Agents: Stronger Safety and Security Guarantees Without Sacrificing Utility
Symbolic guardrails enforce 74% of specified safety policies in agent benchmarks and boost safety without hurting utility.