AI Happy Horse — agentic threat model
AI Happy Horse is a low-autonomy video generation tool with minimal agentic risk, primarily presenting data privacy risks regarding uploaded user photos and content abuse vectors like deepfakes or copyright infringement.
OWASP AIVSS score rationale
| Autonomy of Action | 0.10 | |
| Goal-Driven Planning | 0.10 | |
| Self-Modification | 0.00 | |
| Dynamic Tool Use | 0.00 | |
| Persistent Memory | 0.00 | |
| Contextual Awareness | 0.10 | |
| Dynamic Identity | 0.00 | |
| Multi-Agent Interactions | 0.00 | |
| Non-Determinism | 0.80 | |
| 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.
Uses text-to-video and image-to-video foundation models. Key threats include adversarial prompt injection to bypass safety filters, generating deepfakes or copyrighted material, and model reprogramming.
Processes user-provided assets including photos, portraits, and reference frames. Key threats include data poisoning via malicious image uploads, metadata leakage, and unauthorized retention of user-uploaded personal imagery.
Not certain from the listing — the orchestration framework is not specified, but threats likely involve insecure handling of input parameters or prompt injection bypassing generation safety filters.
Not certain from the listing — infrastructure details are omitted, but standard risks include GPU resource exhaustion (DoS) due to 'unlimited' generation and insecure file storage for generated videos.
Not certain from the listing — no mention of content moderation guardrails or logging, which are critical to prevent the generation of deepfakes, copyright violations, or CSAM.
Not certain from the listing — no details on user authentication, data retention policies, or compliance with copyright/privacy regulations (e.g., GDPR for uploaded portraits).
Not certain from the listing — the agent operates as a standalone video generator with no indicated multi-agent or marketplace integrations.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).