Ontology & Semantic Systems Engineering

Bridge structured knowledge representation, RDF/OWL ontology triples, knowledge-graph RAG (GraphRAG), and deterministic ontology lifecycle governance.

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retrieval-knowledge-systems

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Knowledge Provenance

How origin ownership version and transformation metadata make knowledge auditable.

Architectural Intuition

Treat every retrievable unit as an evidence-bearing artifact, not an anonymous string. Its text is useful only when the system can also identify its source, version, owner, access policy, transformation history, and verification time. <ConceptDiagram sourceIds="w3c-prov-overview|nist-ai-rmf" steps="Source identity|Versioned acquisition|Recorded transformation|Indexed unit|Retrieved evidence|Supported claim" />

Local Subgraph Topology

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Foundational Prerequisites (0)

First-principles foundation node.

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Grounded Generation and Citations

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AI Retention, Deletion, and Audit

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Micro-Assessment Verification

Answer correctly to advance

Which statement best captures the operating model for Knowledge Provenance?