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LiveKit Agents — agentic threat model

7.9AIVSS 7.9 · High

LiveKit Agents is a powerful real-time multimodal framework whose primary risk lies in the orchestration of edge-deployed workers and extensible plugins handling sensitive audio/video streams, making secure integration and deployment infrastructure critical.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 7.5AARS uplift 1.23Factor sum 4.7/10Threat ×1.05Mitigation ×0.9
Autonomy of Action
0.50
Goal-Driven Planning
0.40
Self-Modification
0.10
Dynamic Tool Use
0.60
Persistent Memory
0.30
Contextual Awareness
0.80
Dynamic Identity
0.20
Multi-Agent Interactions
0.50
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.

L1 · Foundation Models⚠ not certain from listing

Not certain from the listing — LiveKit is model-agnostic ('multi-model AI integration'), meaning foundation model threats (such as adversarial audio injection, model poisoning, or misaligned outputs) depend entirely on the external LLM, TTS, or STT models integrated by the developer.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — The framework processes real-time audio, video, and data streams, but the listing does not specify how RAG, vector stores, or persistent data operations are structured or secured.

L3 · Agent Frameworks✓ mapped

LiveKit provides worker orchestration and an extensible plugin system. Threats include insecure plugin integration, execution of malicious third-party plugins, and orchestration vulnerabilities leading to unauthorized tool execution during real-time sessions.

L4 · Deployment & Infrastructure✓ mapped

LiveKit utilizes worker orchestration and edge-optimized performance. Threats include container or host compromise of the orchestration workers, unauthorized access to real-time WebRTC/media servers, and exposed orchestration APIs.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — The description focuses on real-time transport and development experience, without detailing built-in guardrails, evaluation frameworks, or logging mechanisms for the agent's decisions.

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

Not certain from the listing — While it is an open-source framework, the listing does not detail built-in authentication, authorization policies, or compliance certifications (like SOC2 or GDPR).

L7 · Agent Ecosystem✓ mapped

LiveKit supports worker orchestration and extensible plugins. Threats include rogue plugins within its ecosystem, cascading failures across real-time workers, and compromised third-party integrations.

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