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Hardware design doc — agentic threat model

5.1AIVSS 5.1 · Medium

This agent is a low-risk, single-turn document generator with minimal agentic capabilities, primarily vulnerable to prompt injection and the generation of inaccurate or unsafe hardware recommendations.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 4.3AARS uplift 0.8Factor sum 1.4/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.10
Goal-Driven Planning
0.20
Self-Modification
0.00
Dynamic Tool Use
0.00
Persistent Memory
0.00
Contextual Awareness
0.20
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.50
Opacity & Reflexivity
0.40

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 relies on a standard commercial foundation model. Main threats include prompt injection to bypass safety filters (e.g., generating designs for restricted/dangerous hardware) or model hallucination leading to faulty component recommendations.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — may use a RAG pipeline over hardware component catalogs or rely entirely on the model's pre-trained parametric knowledge. If RAG is used, it is vulnerable to data poisoning of the component database.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — likely uses a simple single-turn generation pipeline rather than a complex agentic framework. There is no indication of tool execution or stateful memory, minimizing framework-level vulnerabilities.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — hosted as a closed-source web application. Standard web application vulnerabilities (OWASP Top 10) and lack of infrastructure transparency are the primary concerns.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no mention of output guardrails, logging, or evaluation metrics to detect hallucinated or unsafe hardware designs before they are presented to the user.

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

Not certain from the listing — being a free, closed-source tool, there is no evidence of compliance certifications (e.g., SOC2), data privacy guarantees for user-submitted proprietary designs, or access controls.

L7 · Agent Ecosystem✓ mapped

The agent operates as an isolated, standalone utility with no multi-agent coordination, marketplace integrations, or external ecosystem dependencies described.

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