roboneo art — agentic threat model
Roboneo.art is primarily a generative image studio with low agentic risk, as it lacks autonomous planning, tool execution, or self-modification capabilities. The primary security risks are concentrated in model abuse (generating harmful content) and standard web application/infrastructure vulnerabilities.
OWASP AIVSS score rationale
| 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 | 0.80 | |
| 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.
Uses multiple specialized image generation models (diffusion, ControlNet). Threats include adversarial prompt injection (jailbreaking to bypass safety filters and generate NSFW/copyrighted content), model stealing, and output misalignment.
Not certain from the listing — likely processes user-uploaded images for Image-to-Image and Inpainting. Threats include data poisoning if user uploads are used for fine-tuning, and potential data exfiltration of private user assets.
Not certain from the listing — despite the 'AI Agents Frameworks' tag, the description suggests a standard pipeline-based image generation UI rather than an autonomous agent framework. Threats include insecure tool integration if prompt assistance or editing tools execute arbitrary code.
Not certain from the listing — likely hosted on cloud infrastructure with GPU acceleration. Threats include container compromise, resource exhaustion (GPU denial of service), and unauthorized access to model weights.
Not certain from the listing — no mention of content moderation guardrails or output monitoring, which are critical for preventing the generation of harmful or illegal imagery.
Not certain from the listing — no details on user authentication, access controls, or compliance with copyright/privacy regulations (e.g., GDPR).
Not certain from the listing — operates as a standalone vertical creative studio with no apparent multi-agent or marketplace integrations.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).