mlsanityData to 14 Oct 2026

Toward Standardized Cross-Vendor Agent Tool Trust Management in Autonomous Networks

arXiv 2607.25914 ↗First posted 28 Jul 2026cs.AI cs.CR cs.NIcited by 0

Not on the map. Why?

Abstract (arXiv)

Autonomous Network Levels 4-5 require AI agents to invoke tools across vendor boundaries without human oversight, yet existing management standards lack a standardized mechanism for cross-vendor trust visibility. When a tool from Vendor B is compromised, agents from Vendor A continue invoking it -- unaware of the trust degradation -- causing cascading service impact. We present AgentToolMO, a proposed 3GPP NRM information model for agent tool trust management. The model comprises: a formally defined trust state machine with provable graduated enforcement, damped cascade propagation with bounded convergence, cross-vendor trust notifications via existing Management Services (MnS) interfaces, and retroactive impact assessment through NRM dependency graph traversal. Simulation-based evaluation across multi-vendor topologies shows that standardized cross-vendor notifications reduce blast radius from hours-scale undetected propagation to near-real-time containment bounded by MnS notification delivery, with cascade convergence guaranteed in bounded iterations and sub-linear notification scaling across vendor domains. The framework operates within existing 3GPP management infrastructure, leverages existing protocols, and provides a standardization pathway for trustworthy multi-vendor autonomous network management.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 0 of its 29 references that are in the map. First posted on arXiv 28 Jul 2026.

Builds on

0 of 29 references.

No references here yet.

Built on by

Not cited yet.