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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Traversing Relationships in the 2026 World Cup
Traverse the full 2026 World Cup in Neo4j to build group tables, a golden-boot ranking, and the champions' path, using multi-hop Cypher, WITH pipelines, and aggregation.
Loading 2026 World Cup Data with Cypher
Load all 104 matches and every goal of the 2026 World Cup from open data into AuraDB, using constraints and idempotent Cypher you can re-run confidently.
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.
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My five favorite cards in Aura Dashboards
When Dashboards first became available in Aura, I started to move my reporting away from custom tools. Here are the five cards I use the most, and a Cypher statement behind them.
EPIC: The Musical vs Nolan's The Odyssey - One Story, Visualised as a Graph
How does Christopher Nolan's film compare to EPIC: The Musical? I mapped every plot thread and character of Homer's poem in a graph database to find out.
A Real Neo4j Instance for Every Learner
How GraphAcademy gives every learner their own running Neo4j database.