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Duct Tape — agentic threat model

5.3AIVSS 5.3 · Medium

Duct Tape is a low-risk, single-purpose image generation tool with minimal agentic capabilities, posing low systemic risk. Its primary security concerns are limited to prompt injection (bypassing content filters) and potential IP/copyright issues inherent to generative image models.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 4.3AARS uplift 1.03Factor sum 1.9/10Threat ×0.95Mitigation ×1.0
Autonomy of Action
0.10
Goal-Driven Planning
0.00
Self-Modification
0.00
Dynamic Tool Use
0.10
Persistent Memory
0.00
Contextual Awareness
0.20
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.70
Opacity & Reflexivity
0.80

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✓ mapped

Uses the GPT Image v2 model architecture. Primary threats include adversarial prompt injection to bypass safety filters (generating NSFW, deepfakes, or copyrighted material) and model reprogramming/stealing.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — No details are provided regarding the training data pipeline, fine-tuning datasets, or vector stores. Potential risks include data lineage gaps and IP infringement from the underlying training set.

L3 · Agent Frameworks✓ mapped

The tool lacks a complex agentic framework, operating primarily on single-prompt execution. Risks related to tool misuse, memory poisoning, or planning vulnerabilities are negligible.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — Hosted as a closed-source SaaS. Standard infrastructure threats apply, such as API abuse, lack of rate limiting, or server-side request forgery (SSRF) if image-to-image inputs are supported.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — There is no mention of output monitoring, content moderation guardrails, or logging mechanisms to detect and block abusive generations.

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

Not certain from the listing — No compliance certifications (e.g., SOC2, GDPR) or enterprise identity governance controls are specified for this freemium tool.

L7 · Agent Ecosystem✓ mapped

The agent operates as a standalone horizontal tool with no multi-agent coordination, marketplace integrations, or ecosystem dependencies described.

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