trellis 2 3d — agentic threat model
Trellis 2 is a specialized generative AI tool for 3D asset creation with low agentic risk, as it lacks autonomous planning, tool execution, or multi-agent capabilities, though it carries standard risks related to IP theft and GPU resource abuse.
OWASP AIVSS score rationale
| 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 | 0.10 | |
| Dynamic Identity | 0.00 | |
| Multi-Agent Interactions | 0.00 | |
| Non-Determinism | 0.60 | |
| 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.
Uses specialized 3D generative models (Text-to-3D and Image-to-3D). Primary threats include model stealing of proprietary weights (closed source) and adversarial inputs designed to bypass generation safety limits.
Processes user-provided text prompts and images. Risks include data exfiltration of proprietary input images and potential data poisoning if user uploads are used for future model fine-tuning.
Not certain from the listing — There is no evidence of an agentic orchestration framework, complex planning, or tool calling beyond basic generation, preview, and export functions.
Not certain from the listing — Likely hosted on cloud GPU infrastructure. Primary threats at this layer include API abuse, denial of service via resource-intensive 3D rendering, and potential container escape.
Not certain from the listing — No details are provided regarding output validation, content moderation for generated 3D meshes, or logging of user generation requests.
Not certain from the listing — While it is a paid, closed-source service, there is no mention of enterprise security controls, compliance certifications (e.g., SOC2), or specific access policies.
Not certain from the listing — The agent operates as a standalone vertical generator with no described multi-agent interactions or marketplace integrations.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).