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Triage Agent — agentic threat model

8.8AIVSS 8.8 · High

The Triage Agent poses a moderate-to-high risk due to its integration with manufacturing workflows, parts prediction, and image-based diagnostics, where compromised outputs could lead to operational disruption or incorrect maintenance actions.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 7.5AARS uplift 1.27Factor sum 5.1/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.60
Goal-Driven Planning
0.70
Self-Modification
0.30
Dynamic Tool Use
0.60
Persistent Memory
0.50
Contextual Awareness
0.70
Dynamic Identity
0.20
Multi-Agent Interactions
0.40
Non-Determinism
0.60
Opacity & Reflexivity
0.50

Scored with the canonical OWASP AIVSS formula (AIVSS calculator reference); agentic risk factors estimated from the agent’s described capabilities.

MAESTRO 7-layer threat model

Per-layer threats for this agent. Layers tagged “not certain from listing” are general, caveated commentary where the public description didn’t pin that layer.

L1 · Foundation Models⚠ not certain from listing

Not certain from the listing — likely uses multimodal LLMs for image-based damage detection and text-based troubleshooting. Threats include adversarial image perturbations to trick damage detection and prompt injection to bypass triage steps.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — utilizes 'adaptive institutional knowledge capture' and RAG for parts prediction. Threats include knowledge-base poisoning with incorrect repair steps or parts data, and data exfiltration of proprietary manufacturing designs.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — orchestrates workflows and step-by-step resolution paths. Threats include insecure tool integration with ticketing/ERP systems and manipulation of the planning logic to trigger unauthorized workflow actions.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — deployed via API within a service environment. Threats include unauthorized API access, lack of sandboxing for workflow execution, and exposure of internal manufacturing databases.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no explicit monitoring or guardrails mentioned. Threats include blind spots in detecting drifted diagnostics or adversarial inputs, and lack of audit logs for automated triage decisions.

L6 · Security & Compliance (cross-cutting)⚠ not certain from listing

Not certain from the listing — no compliance certifications (e.g., ISO 27001, SOC2) or access control mechanisms are detailed. Threats include unauthorized users triggering diagnostic workflows or accessing sensitive institutional knowledge.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — mentions orchestrating workflows across 'AI agents'. Threats include cascading failures if a triage agent passes corrupted diagnostic data to downstream ordering or dispatch agents.

MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).