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KNOWLEDGE-GRAPHS-FOR-AI5 MIN READ

AI Risk Lives in Edges

Identify AI risks created by graph relationships, not only by source documents.

The reframe: the risky part of a graph is often not the node. It is the relationship that lets an AI system connect the dots. What NIST AI RMF adds NIST AI RMF is about managing AI risks across design, development, use, and evaluation. In graph-backed AI, those stages include ontology choices, edge creation, retrieval permissions, and answer review. Why edges matter A graph can infer sensitive knowledge from individually acceptable facts. Employee worksIn Team may be fine. Team chargedTo CostCenter may be fine. CostCenter mappedTo CompensationBand may not be fine in an HR assistant. The risk is the path.…

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