June 8, 2026· ~8 min readGraphRAG Reality Check: When It Fails, Why, and How to Fix It # GraphRAG Reality Check: When It Fails, Why, and How to Fix It GraphRAG is oversold. Marketing promises structured knowledge retrieval that "connec
June 8, 2026· ~11 min readGraphRAG for $30: Lazy Extraction That Actually Works ## Introduction The dirty secret of early GraphRAG deployments in 2024: indexing a million-document corpus cost $30,000+ in LLM API tokens. Before a
June 6, 2026· ~6 min readKnowledge Graphs and Context: Engineering GraphRAG for Production AI ## Beyond the Black Box: Engineering Context for AI with Knowledge Graphs **Tags:** trending, knowledge graphs, context engineering, GraphRAG, LLMs,
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