TutorialsPatternsField notes
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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Editor's pick
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.
Cypher
Replacing your APOC Periodic Iterate with CALL {} IN TRANSACTIONS
apoc.periodic.iterate is deprecated in Cypher 25. Learn how to rewrite your queries with CALL {} IN TRANSACTIONS.
Cypher
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.