Neo4j blog

The knowledge layer for enterprise AI

A manifesto for context-rich enterprise AI

19 min read
Chart of the knowledge layer comprising ontologies, data, and memory

Scaling Karpathy’s LLM wiki: Why your knowledge base needs a graph

19 min read

Independent study: GraphRAG makes AI agents 80% more truthful

4 min read
Context graph diagram illustrating decision traces for AI agents

What are decision traces in a context graph? How they reveal agentic reasoning

10 min read

Emil Eifrem

CEO & Founder, Neo4j

See all articles

Sudhir Hasbe

Chief Product Officer, Neo4j

See all articles

Philip Rathle

Chief Technology Officer, Neo4j

See all articles

Most recent

From Identity Vacuum to Identity Driven Access Control: Securing LLM Agents in the Enterprise

14 min read

Hey LLM, you’re using OPTIONAL MATCH wrong. Here’s the Cypher that actually works.

9 min read
A constellation of Orion represented as a graph with nodes and relationships.

Advanced RAG techniques for high-performance LLM applications

16 min read

How to convert unstructured text to knowledge graphs using LLMs

11 min read
Knowledge graphs & LLMs for multi-hop question answering.

How to improve multi-hop reasoning with knowledge graphs and LLMs

20 min read

LLM knowledge graph builder back-end architecture and API overview

13 min read

LLM knowledge graph builder front-end architecture

15 min read

LLM knowledge graph builder—First release of 2025

11 min read

Introduction to the Neo4j LLM knowledge graph builder

11 min read

New GraphAcademy course: Building knowledge graphs with LLMs

2 min read

Turn your CSVs into graphs using LLMs

9 min read

Knowledge graphs and LLMs: Fine-tuning vs. Retrieval-Augmented Generation

18 min read