a0.dev — agentic threat model
a0.dev presents a high-risk profile due to its capability to generate, host, and execute code within an SSH-powered cloud IDE. A compromise could lead to arbitrary code execution, supply chain contamination of hosted apps, or unauthorized infrastructure access.
OWASP AIVSS score rationale
| Autonomy of Action | 0.70 | |
| Goal-Driven Planning | 0.80 | |
| Self-Modification | 0.20 | |
| Dynamic Tool Use | 0.80 | |
| Persistent Memory | 0.50 | |
| Contextual Awareness | 0.70 | |
| Dynamic Identity | 0.40 | |
| Multi-Agent Interactions | 0.30 | |
| Non-Determinism | 0.70 | |
| Opacity & Reflexivity | 0.60 |
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.
Not certain from the listing — Likely relies on commercial LLMs for code generation. Primary threats include prompt injection leading to malicious code generation and model reprogramming.
Not certain from the listing — Likely utilizes codebases or templates for RAG, exposing it to potential data/knowledge-base poisoning and intellectual property exfiltration.
The agent plans and orchestrates multi-step app generation (navigation, state, UI). Threats include tool misuse where the agent is manipulated into executing malicious commands or installing compromised packages during the build process.
Highly critical layer due to the SSH-powered cloud IDE and live hosting environment. Threats include container escape, privilege escalation, lateral movement within the hosting infrastructure, and unauthorized SSH access.
Not certain from the listing — No details on guardrails or monitoring of generated code. Gaps here could allow the deployment of vulnerable or backdoored applications without detection.
Not certain from the listing — No explicit compliance certifications (e.g., SOC2) or identity governance policies are mentioned for the cloud IDE and hosting environments.
Not certain from the listing — While collaboration is mentioned, it is unclear if this involves multi-agent orchestration or third-party agent marketplaces, which could introduce cascading trust issues.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).