July 15, 2026· ~4 min readWhen to Use Graphs in RAG: Findings from the ICLR 2026 GraphRAG-Bench Study # When to Use Graphs in RAG Despite GraphRAG's conceptual promise, recent studies have shown that it frequently underperforms vanilla vector RAG on
July 14, 2026· ~8 min readCommunity Detection Algorithms in Graphs: From Theory to Production Knowledge Graphs ## Why Community Detection Matters Community detection is the process of partitioning a graph into groups of densely connected nodes — communities —
July 11, 2026· ~11 min readKnowledge Graph Construction from Unstructured Data: Building the Pipeline ## Why Construction Is the Hard Part Knowledge graphs are only as valuable as the data they contain. Querying, visualising, and reasoning over a gra
July 10, 2026· ~4 min readBYOKG: Bring Your Own Knowledge Graph for GraphRAG — An AWS Case Study in Pharmaceutical Research # BYOKG: Bring Your Own Knowledge Graph for GraphRAG On 8 July 2026, AWS published a detailed case study of a GraphRAG implementation in pharmaceuti
July 9, 2026· ~9 min readFrom Knowledge Graphs to Context Graphs: The Next Evolution for AI Agents # From Knowledge Graphs to Context Graphs: The Next Evolution for AI Agents Knowledge graphs have proven their value as a context layer for AI agent
July 9, 2026· ~10 min readGraphRAG Variants Compared in 2026 # GraphRAG Variants Compared in 2026 By mid-2026, GraphRAG has fragmented into specialised architectures, each optimised for a different slice of th