Veo 4 — agentic threat model
Veo 4 is a generative media platform with low agentic autonomy, meaning its primary security risks lie in model misuse (such as deepfakes, copyright infringement, and safety filter bypasses) and high GPU resource consumption rather than autonomous system compromise.
OWASP AIVSS score rationale
| 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 | 0.30 | |
| 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.
Leverages Google DeepMind's advanced generative video and image models. Primary threats include adversarial prompt injection to bypass safety filters, generation of deepfakes/misinformation, and potential model extraction attacks.
Not certain from the listing — requires massive video and image datasets for training and fine-tuning. Key threats include training data poisoning, copyright/provenance disputes, and lack of clear data lineage for generated outputs.
Not certain from the listing — Veo 4 appears to function as a generative pipeline rather than a complex agentic framework. Risks include insecure orchestration of video rendering tasks and prompt manipulation within the generation pipeline.
Not certain from the listing — likely hosted on Google's cloud infrastructure. Threats include API abuse, unauthorized access to high-cost GPU resources (resource exhaustion/denial of service), and container security issues.
Not certain from the listing — requires robust real-time guardrails and content moderation filters to detect and block harmful, violent, or copyrighted generation requests before rendering.
Not certain from the listing — must comply with emerging generative AI regulations (such as the EU AI Act's watermarking and transparency requirements for deepfakes) and enforce strict user authentication.
Not certain from the listing — operates primarily as a standalone content creation platform or API. There is no evidence of multi-agent coordination or marketplace integrations that could lead to cascading ecosystem failures.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).