Notes from the graph & GenAI frontier.
Tutorials, patterns and field notes on building GraphRAG systems, knowledge graphs and LLM agents on Neo4j — written by the people who build them.
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Thinking in Graphs: Modelling the 2026 World Cup as a Property Graph
Learn how to model the 2026 World Cup as a Neo4j property graph, from first principles to a production ready schema.
Introducing the New GraphAcademy
Our first full redesign since 2024 — with teams, a revamped Neo4j Fundamentals course, editable data models, and a new onboarding assistant.
Writing Cypher Queries That Don't Lose Your Data
The query trap that hides your newest data, and the query shape that brings it back.
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RAG vs GraphRAG - Two Retrievers, One Question
Same movie question, two retrievers, two answers. See how GraphRAG beats plain vector RAG on Neo4j's recommendations dataset, then learn to build it.
How Cypher Graph Types Kept Our AI-Generated Queries Honest During a Migration
We rebuilt GraphAcademy against the same Neo4j database. Graph types made sure AI-generated Cypher could not drift from the data model.