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Sora 2 AI Video — agentic threat model

5.4AIVSS 5.4 · Medium

Sora 2 AI Video is a specialized generative media tool with low agentic risk, characterized by minimal autonomy, planning, or tool integration. The primary security risks center on prompt injection for generating abusive/NSFW content, resource abuse, and typical web application vulnerabilities.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 4.3AARS uplift 1.14Factor sum 2.1/10Threat ×0.95Mitigation ×1.0
Autonomy of Action
0.10
Goal-Driven Planning
0.10
Self-Modification
0.00
Dynamic Tool Use
0.10
Persistent Memory
0.10
Contextual Awareness
0.20
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.80
Opacity & Reflexivity
0.70

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 Sora 2 and other advanced video generation models. Threats include prompt injection (jailbreaking to bypass safety filters to generate NSFW/deepfakes), model stealing, and adversarial inputs designed to crash or exploit the rendering engine.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — details on training data, RAG, or video storage are not provided. Potential threats include data poisoning of fine-tuning sets or unauthorized access to generated video assets stored in the cloud.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — the agentic orchestration layer is likely minimal, acting as a simple API wrapper. Threats include insecure prompt construction, lack of input validation, or API key leakage of the underlying model providers.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — hosted on sora2.shop. Threats include typical web application vulnerabilities, server-side request forgery (SSRF) if image-to-video URL inputs are supported, and GPU resource exhaustion/billing abuse.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no mention of content moderation guardrails or output filtering. Threats include generation of harmful, copyrighted, or policy-violating content due to a lack of real-time observability and input/output filtering.

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

Not certain from the listing — no compliance certifications (e.g., SOC2, GDPR) or explicit access controls are detailed. Threats include unauthorized account access, lack of audit logs for generated content, and billing abuse.

L7 · Agent Ecosystem✓ mapped

This is a standalone vertical video generation tool with no multi-agent or marketplace interactions described. Threat of cascading failures or agent-to-agent trust abuse is negligible.

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