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mosaia — agentic threat model

9.5AIVSS 9.5 · Critical

Mosaia is a multi-agent creation platform featuring 1-click messaging integrations and an open-source tool SDK, presenting elevated risk due to its public sharing ecosystem and potential financial use cases without explicit sandboxing 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 0.96Factor sum 6.1/10Threat ×1.05Mitigation ×1.0
Autonomy of Action
0.70
Goal-Driven Planning
0.60
Self-Modification
0.30
Dynamic Tool Use
0.80
Persistent Memory
0.50
Contextual Awareness
0.60
Dynamic Identity
0.40
Multi-Agent Interactions
0.90
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 — The underlying foundation models are not specified. Standard risks of prompt injection, model alignment issues, and adversarial manipulation apply depending on which LLMs the platform integrates.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — Data operations, vector databases, and RAG pipelines are not detailed. There is a risk of data exfiltration or knowledge-base poisoning if private agents ingest sensitive financial or personal data.

L3 · Agent Frameworks✓ mapped

Mosaia provides an open-source SDK for tools and supports agent versioning. The primary threat is tool misuse or insecure tool integration, where custom-built tools via the SDK could execute arbitrary code or unauthorized API calls.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — Infrastructure hosting, execution sandboxing for custom tools, and secrets management for 1-click integrations (WhatsApp, Telegram) are not described, presenting potential risks of credential theft or container escape.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — No evaluation, guardrail, or observability frameworks are mentioned, which may lead to blind spots in detecting anomalous agent behavior or malicious tool execution.

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

Not certain from the listing — Identity, authorization, and compliance policies are not detailed, which is critical given the platform's support for both public and private agents and financial use cases.

L7 · Agent Ecosystem✓ mapped

Mosaia explicitly supports multi-agent interactions and a public sharing ecosystem ('build in the open and share'). This introduces significant risks of cascading failures, agent-to-agent trust abuse, and the propagation of malicious or compromised public agents.

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