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Eidolon AI — agentic threat model

8.0AIVSS 8.0 · High

Eidolon AI acts as an enterprise-grade multi-agent server framework, presenting significant architectural risks due to its microservice-based interoperability and hierarchical agent orchestration. While its built-in observability and auditability features provide strong mitigation baselines, its open, pluggable nature requires rigorous deployment-level sandboxing and access controls.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.5AARS uplift 0.94Factor sum 6.0/10Threat ×1.05Mitigation ×0.85
Autonomy of Action
0.70
Goal-Driven Planning
0.80
Self-Modification
0.20
Dynamic Tool Use
0.70
Persistent Memory
0.50
Contextual Awareness
0.60
Dynamic Identity
0.40
Multi-Agent Interactions
0.90
Non-Determinism
0.70
Opacity & Reflexivity
0.50

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 — Eidolon is an agent server and SDK framework rather than a foundation model itself. It supports pluggable components, meaning developers can integrate various LLMs, leaving model-level threats like adversarial examples or data poisoning dependent on the chosen underlying model.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — The description mentions modularity and pluggable components but does not specify built-in vector databases or data pipelines, though as an enterprise agent server it likely integrates with external data operations.

L3 · Agent Frameworks✓ mapped

Eidolon is explicitly a pluggable AI Agent framework (SDK) that orchestrates agents using modular specifications. Threats at this layer include insecure tool integration, framework-level vulnerabilities, and tool misuse within its orchestration logic.

L4 · Deployment & Infrastructure✓ mapped

Eidolon features an 'Agent Server' based on a 'Microservice architecture' designed for production deployment. This introduces infrastructure-level threats such as container/host compromise, lateral movement between microservices, and exposed API endpoints.

L5 · Evaluation & Observability✓ mapped

The listing explicitly highlights 'detailed Observability & Auditability' as a core feature. This mitigates blind spots, though threats still exist around insufficient logging of malicious agent actions or evaluation gaming if the observability tools are bypassed.

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

Not certain from the listing — While it mentions 'Auditability' and 'Enterprise' readiness, specific identity, authorization, or compliance policies (like OAuth, RBAC, NIST) are not detailed in the brief listing.

L7 · Agent Ecosystem✓ mapped

Eidolon explicitly supports a 'Hierarchical structure multi-agent for complex tasks' and is 'interoperable with other agents'. This makes it highly susceptible to ecosystem threats like rogue/compromised agents, agent-to-agent (A2A) trust abuse, and cascading failures across the microservice network.

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