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BabyFoxAGI — agentic threat model

9.4AIVSS 9.4 · Critical

BabyFoxAGI is an open-source autonomous agent framework mod that introduces parallel UI capabilities, presenting high inherent risks due to its autonomous task-planning loops and lack of built-in sandboxing or security guardrails.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.4AARS uplift 0.96Factor sum 6.0/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.80
Goal-Driven Planning
0.90
Self-Modification
0.40
Dynamic Tool Use
0.50
Persistent Memory
0.70
Contextual Awareness
0.70
Dynamic Identity
0.10
Multi-Agent Interactions
0.40
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.

L1 · Foundation Models⚠ not certain from listing

Not certain from the listing — Typically relies on external foundation models (like OpenAI GPT-4). It is highly vulnerable to prompt injection attacks that could hijack the autonomous task-generation loop.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — Likely utilizes vector databases for task results and context storage. Threats include memory poisoning where malicious task outputs corrupt future task planning.

L3 · Agent Frameworks✓ mapped

As a mod of BabyAGI, the core orchestration relies on autonomous task creation, prioritization, and execution loops. Vulnerabilities include infinite execution loops, task list manipulation, and insecure tool execution if the framework is granted system access.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — Typically run locally or self-hosted. The new 'parallel UI panel' could expose the application to unauthorized network access or cross-site scripting (XSS) if hosted publicly without proper network sandboxing.

L5 · Evaluation & Observability✓ mapped

The 'parallel UI panel' provides visual observability into the agent's parallel execution paths, but the listing indicates no built-in automated guardrails, policy enforcement, or drift detection.

L6 · Security & Compliance (cross-cutting)⚠ not certain from listing

Not certain from the listing — Being an open-source developer tool, it likely lacks enterprise-grade access controls, audit logging, or compliance frameworks out of the box.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — While it uses internal agent-like loops (task creation vs. execution), there is no explicit support or security model for external multi-agent ecosystem interactions.

MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).