Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2610.07000.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Paper formalizes a five-layer trust model for multi-agent LLM systems via three components: a cross-layer synergy operator, a no-regret online weight estimator grounded in observed failures, and Trust-Gated Capability Control that issues revocable grants only when composite trust clears thresholds. Includes provable bounds, closed-form fixed point, and a 20,000-draw numerical study with a sleeper adversary.

Formal treatment of the trust-vulnerability trade-off in multi-agent LLM systems with provable guarantees. Worth reading for designers of agent orchestration layers, though it remains theoretical rather than an implementable tool.

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