Knowledge Graphs
How to Partition a Large Enterprise Knowledge Graph
Domain partitioning boosts accuracy and consistency where monolithic graphs fail under complexity.
The Connected Layer Editorial Desk
Publication desk · · 9 min read
The Connected Layer — Page 2
Knowledge Graphs
Entity Resolution: Matching ERP and CRM Records Correctly
Unify fragmented customer records to prevent errors from spreading through automated workflows.
The Connected Layer Editorial Desk10 min read
Knowledge Graphs
How to Record AI Decisions So Anyone Can Audit Them
Store decision reasoning in a graph so auditors and AI agents can follow what happened and why.
The Connected Layer Editorial Desk11 min read
Knowledge Graphs
How to Add Metadata to Knowledge Graph Facts (Reification)
Three ways to add provenance, confidence, and timestamps to facts in your knowledge graph.
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Knowledge Graphs
How to Model Temporal Facts in a Knowledge Graph
Temporal knowledge graphs prevent AI hallucinations by recording when facts were true.
The Connected Layer Editorial Desk11 min read
Knowledge Graphs
OWL vs. RDF Schema: Which One Does Your Enterprise Actually Need?
Pick RDF Schema for linking existing data, OWL when machines must infer new facts automatically.
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Graph Maintenance
How to Deprecate Ontology Classes and Properties Without Breaking Things
Protect your data layer by formally retiring outdated terms before systems silently break.
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Graph Maintenance
Data Quality Monitoring Rules for Enterprise Graph Nodes
Catch stale data before AI agents act on bad context.
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Graph Maintenance
Automated Change Detection for Production Knowledge Graphs
Catching stale facts before AI agents make decisions based on them.
The Connected Layer Editorial Desk11 min read
Data Integration
Change Data Capture Patterns for Graph Synchronization
Real-time CDC patterns keep knowledge graphs current enough to power accurate AI decisions.
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Data Integration
How to Protect PII and Sensitive Data During Graph Ingestion
Secure every step of the pipeline, not just the warehouse where data sits.
The Connected Layer Editorial Desk11 min read
Data Integration
How to Map Data from Multiple Systems into One Graph
Establish shared definitions across systems before combining their data into one graph.
The Connected Layer Editorial Desk14 min read
