Conduct comprehensive threat modeling for multi-agent systems using the Cloud Security Alliance (CSA) MAESTRO framework's 7-layer architecture and OWASP Multi-Agentic System Threat Modeling Guide v1.0.
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MAESTRO 7-Layer Architecture Mapping — Decompose the system into CSA's layered reference architecture:
- Layer 7: Agent Ecosystem — User-facing applications, agent marketplace, business integrations
- Layer 6: Security & Compliance — Cross-cutting security controls, compliance frameworks
- Layer 5: Evaluation & Observability — Monitoring, metrics, anomaly detection, performance tracking
- Layer 4: Deployment & Infrastructure — Containers, orchestration, cloud/on-premise resources
- Layer 3: Agent Frameworks — Orchestration logic, agent-tool bindings, routing decisions
- Layer 2: Data Operations — Memory stores, vector databases, RAG pipelines, context management
- Layer 1: Foundation Models — Core LLMs, model APIs, inference engines
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Layer-Specific Threat Analysis — Identify threats unique to each MAESTRO layer using CSA taxonomy.
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Cross-Layer Threat Assessment — Analyze attack chains that span multiple layers (supply chain attacks, lateral movement, privilege escalation, data leakage cascades).
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Extended Multi-Agent Threats — Apply MAESTRO framework extensions for complex multi-agent scenarios:
- Reasoning Collapse — Chain-of-thought breakdowns across agent delegation
- Emergent Covert Coordination — Autonomous symbolic protocol development
- Heterogeneous Multi-Agent Exploits — Coordinated attacks using diverse agent capabilities
- Goal Drift in Delegated Chains — Intent mutation through agent handoffs
- Trust Misuse Between Legitimate Agents — Strategic misreporting within valid roles
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Architecture Pattern Risk Assessment — Evaluate specific multi-agent patterns (supervisor-agent, hierarchical, distributed ecosystem, human-in-the-loop).
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Mitigation Strategy Development — Design layer-specific, cross-layer, and AI-specific security controls.
Use the finding format from
. Produce: