June 4, 2026· ~8 min readIntroduction to GraphRAG: Combining Knowledge Graphs with RAG ## The Problem with Vanilla RAG Retrieval-augmented generation (RAG) solved a real problem: LLMs hallucinate when asked about facts not in their tra
June 4, 2026· ~5 min readNeo4j + AI: Building Intelligent Applications with Knowledge Graphs Neo4j and AI are a natural pairing. Graph databases excel at storing and traversing relationships — exactly what LLMs struggle with. By using Neo4j a
June 4, 2026· ~8 min readWhat Are Knowledge Graphs? A Practical Introduction ## From Tables to Networks Most software engineers are trained to think in tables. Relational databases, spreadsheets, ORMs — rows and columns are t