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AI, XR, DevOps, graph theory, knowledge graphs, and digital sovereignty. Deep dives, tutorials, and analysis from across the GraphWiz knowledge base.

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July 12, 2026· ~10 min read

Graph Data Modeling with Neo4j: Patterns, Anti-Patterns, and Pragmatic Design

A practical guide to graph data modeling with Neo4j — labels, relationships, hyperedges, time-aware graphs (temporal properties, snapshot nodes, event-…

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July 11, 2026· ~10 min read

Graph Algorithms in Production with Neo4j GDS

A practical guide to running graph algorithms in production with Neo4j's Graph Data Science library — from PageRank and betweenness centrality to…

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July 11, 2026· ~11 min read

Knowledge Graph Construction from Unstructured Data: Building the Pipeline

A practical guide to constructing knowledge graphs from unstructured text — covering entity extraction, relationship inference, entity resolution,…

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July 10, 2026· ~4 min read

BYOKG: Bring Your Own Knowledge Graph for GraphRAG — An AWS Case Study in Pharmaceutical Research

Amazon's BYOKG GraphRAG solution combines Amazon Neptune Analytics with Amazon Bedrock to reduce pharmaceutical research cycles from six months to three…

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July 9, 2026· ~9 min read

From Knowledge Graphs to Context Graphs: The Next Evolution for AI Agents

How context graphs extend knowledge graphs with temporal validity, policy nodes, and decision traces — with a practical walkthrough of building one for…

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July 9, 2026· ~10 min read

GraphRAG Variants Compared in 2026

A systematic comparison of six GraphRAG variants in 2026 — with Python implementation examples, a decision tree for selecting the right variant, and…

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