Research

Research seriesL3paper

Multi-Agent Trust and Security Models

A single agent has one identity and one perimeter; a mesh of agents that call, delegate to, and depend on one another has neither. This series builds trust and security models for multi-agent systems from the ground up: why agent meshes break the perimeter and single-identity assumptions that security was built on, how to reason about trust with capability-based, reputation-based, and zero-trust models specialized to meshes, how trust propagates through delegation and where transitive trust turns into confused-deputy attacks at scale, how agents make verifiable claims to one another through attestation and signed provenance, and how it all assembles into a reference architecture of trust brokers, policy meshes, and failure containment. Grounded in NIST SP 800-207 Zero Trust, the NIST AI RMF, the OWASP Agentic Security Initiative and LLM Top 10, MITRE ATLAS, the SPIFFE workload-identity specification, the OAuth 2.0 Token Exchange RFC, object-capability security, and the peer-reviewed literature on reputation systems and zero-knowledge proofs.

Murali Chillakuru·5 articles
  1. 1
    The Multi-Agent Trust Problem: Why Agent Meshes Break Perimeter and Single-Identity Assumptions

    One agent has an identity and a boundary; a mesh of agents calling, delegating to, and depending on one another has neither — and the security models built on those two assumptions quietly stop working.

  2. 2
    Trust Models for Agents: Capability-Based, Reputation-Based, and Zero-Trust for Meshes

    Three trust paradigms compete to govern agent meshes; each answers a different question, and a durable design composes them rather than choosing one.

  3. 3
    Delegation and Transitive Trust: Trust Propagation, Confused-Deputy at Scale, and Chain-Length Limits

    When agents delegate to agents, authority propagates along a chain — and every hop is a chance to amplify a grant, forget who asked, or lose track of why.

  4. 4
    Verifiable Inter-Agent Claims: Attestation and Signed Provenance Between Agents

    When one agent tells another something, the receiver should be able to check the claim itself — not just trust who is speaking.

  5. 5
    A Reference Architecture: Trust Brokers, Policy Meshes, and Failure Containment

    The pieces of mesh trust — identity, capability, reputation, verification, delegation — only become a system when a broker, a policy mesh, and containment hold them together.