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AI/ML / Multi Agent Refarch / Threats / DEV

Model supply-chain tampering

CCC.MARefArc.TH20

Adversaries tamper with training data, weights, GPU firmware and operating systems, cloud orchestration, or ML libraries in the provider pipeline, embedding manipulations that are difficult to detect downstream of the LLM gateway.

Related Capabilities

IDTitleDescription
CCC.MARefArc.CP14Approved-model registry and lifecycleCatalog of approved models with metadata, version information, configuration parameters, and usage constraints, ensuring agents access only models meeting organizational, regulatory, and security standards.

Related Controls

IDTitleDescription
CCC.MARefArc.CN05Legal and Contractual Frameworks for AI SystemsEstablish contractual controls with model and MCP service providers covering data handling, retention and deletion, intellectual property, liability, and supply-chain integrity.
CCC.MARefArc.CN08Role-Based Access Control for AI DataEnforce least-privilege, role-based access control over all AI data stores, including source bases, the vector store, and model artifacts.
CCC.MARefArc.CN13MCP Server Security GovernanceGovern the onboarding, verification, and ongoing monitoring of MCP servers so that only approved, integrity-verified servers are reachable, and supply-chain compromise is detected.

External Mappings

FrameworkIDRemarks
air-vecAIR-SEC-008-01
air-vecAIR-SEC-008-02
air-vecAIR-SEC-008-03