Abstract
Layered trust models for multi-agent LLM systems remain largely conceptual: they name which dimensions of trust matter but not how layers combine, how their importance is set at runtime, or how trust should govern agent actions. This gap matters because higher inter-agent trust raises task success while also enlarging exposure to exploitation, a tension formalized as the Trust-Vulnerability Paradox. We make a five-layer trust stack operational through three contributions. First, a cross-layer synergy operator propagates prerequisite-layer deficits into de- pendent layers, feeding a generalized-mean composite trust that recovers the weakest-link rule as a limiting case, with provable bounds. Second, per-layer importance weights are grounded in observed failures via a no-regret online estimator that tracks which layer is currently most responsible for harm. Third, Trust- Gated Capability Control issues short-lived, revocable capability grants only when composite trust and the relevant prerequisite layers clear capability-specific thresholds. We prove this mechanism breaks the paradox: a stealthy compromise that inflates behavioral trust while degrading a prerequisite layer cannot escalate privilege, and give a closed-form, provably conservative trust fixed point with a bounded-latency revocation guarantee. A numerical study with a sleeper adversary confirms the predictions: composite-trust bounds hold across 20,000 random draws, the analytic fixed point matches simulation within 0.007, and a compromised prerequisite layer triggers automatic revocation within a few interactions.
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Publication details
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Cite this article
APA 7
Nipu, M. H., Mitra, C., Nowshin, T. A., & Noumi, I. M. (2026). Trust-Gated Capability Control: Breaking the Trust-Vulnerability Paradox in Multi-Agent LLM Systems. https://omanscience.com/en/articles/trust-gated-capability-control-breaking-the-trust-vulnerability-paradox-in-multi-agent-llm-systems
MLA 9
Nipu, Mehedi Hasan, et al. "Trust-Gated Capability Control: Breaking the Trust-Vulnerability Paradox in Multi-Agent LLM Systems." https://omanscience.com/en/articles/trust-gated-capability-control-breaking-the-trust-vulnerability-paradox-in-multi-agent-llm-systems.
Chicago (author–date)
Nipu, Mehedi Hasan, Chinmoy Mitra, Tarannum Ahmed Nowshin, and Israt Moyeen Noumi. 2026. "Trust-Gated Capability Control: Breaking the Trust-Vulnerability Paradox in Multi-Agent LLM Systems." https://omanscience.com/en/articles/trust-gated-capability-control-breaking-the-trust-vulnerability-paradox-in-multi-agent-llm-systems.
Harvard
Nipu, M. H., Mitra, C., Nowshin, T. A. and Noumi, I. M. (2026) 'Trust-Gated Capability Control: Breaking the Trust-Vulnerability Paradox in Multi-Agent LLM Systems', Available at: https://omanscience.com/en/articles/trust-gated-capability-control-breaking-the-trust-vulnerability-paradox-in-multi-agent-llm-systems.
Vancouver
Nipu MH, Mitra C, Nowshin TA, Noumi IM. Trust-Gated Capability Control: Breaking the Trust-Vulnerability Paradox in Multi-Agent LLM Systems. https://omanscience.com/en/articles/trust-gated-capability-control-breaking-the-trust-vulnerability-paradox-in-multi-agent-llm-systems
IEEE
M. H. Nipu, C. Mitra, T. A. Nowshin, and I. M. Noumi, "Trust-Gated Capability Control: Breaking the Trust-Vulnerability Paradox in Multi-Agent LLM Systems," https://omanscience.com/en/articles/trust-gated-capability-control-breaking-the-trust-vulnerability-paradox-in-multi-agent-llm-systems.