Knowledge Graph Enrichment — Expand Your Graph From New Sources

I will build a knowledge graph enrichment pipeline — automatically extracting new entities and relationships from incoming documents, resolving newly extracted entities against existing graph nodes, adding new knowledge to the graph, and flagging conflicts where new information contradicts existing graph content for human review. Knowledge graphs built as one-time construction projects become stale immediately — the world changes, new documents arrive, and the graph's representation of domain knowledge diverges from reality without a continuous enrichment pipeline; automated enrichment with conflict detection keeps the graph current without requiring manual graph maintenance.

The pipeline covers document trigger configuration (new file arrivals or scheduled batch processing), extraction pipeline integration, entity resolution against existing graph nodes, conflict detection for contradictory information, automated graph update for non-conflicting extractions, and a human review queue for conflicts.