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Duct Tape AI — agentic threat model

6.4AIVSS 6.4 · Medium

Duct Tape AI is a low-risk, prompt-driven image generation and editing tool with minimal autonomy, posing primary risks around data privacy, intellectual property exposure, and credit/billing abuse rather than agentic system compromise.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 5.5AARS uplift 0.85Factor sum 1.9/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.10
Goal-Driven Planning
0.10
Self-Modification
0.00
Dynamic Tool Use
0.20
Persistent Memory
0.10
Contextual Awareness
0.20
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.70
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 utilizes standard text-to-image foundation models (e.g., Stable Diffusion or proprietary APIs). Primary threats include prompt injection to bypass safety filters, generation of copyrighted/harmful content, and model reprogramming.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — processes user-provided text prompts and uploaded images for editing. Risks include data exfiltration of proprietary design assets and potential poisoning if user inputs are used to fine-tune downstream models.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — likely uses a standard web application backend to orchestrate image generation and editing pipelines rather than an autonomous agent framework. Risks include insecure integration of image-processing libraries.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — hosted as an online platform with no installation required. Vulnerable to standard web infrastructure threats, including container compromise, API abuse, and unauthorized access to the credit-powered download system.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — features 'text rendering tests' for image accuracy, but lacks explicit security guardrails or output monitoring to prevent the generation of deepfakes, NSFW content, or malicious imagery.

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

Not certain from the listing — supports 'team collaboration functionality' which implies basic multi-tenancy and access controls, but no specific compliance certifications (e.g., SOC 2, GDPR) or enterprise security policies are detailed.

L7 · Agent Ecosystem✓ mapped

The platform operates as a standalone horizontal tool with no described multi-agent interactions, marketplace integrations, or autonomous agent-to-agent communication, making ecosystem-level threats negligible.

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