RDF vs Property Graphs – Which One Should You Use?
A working ontologist’s honest comparison of RDF and property graphs – covering data models, query languages, reasoning, SHACL validation, and which model fits modern AI architectures like GraphRAG.
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Why Knowledge Graphs Are the Missing Layer in Modern AI
LLMs alone aren’t enough for enterprise AI. A working knowledge graph engineer explains why structured knowledge graphs are the missing layer — and what GraphRAG changes.
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What is a Knowledge Graph? The Ultimate Guide for Engineers
If you’ve been around data engineering lately, you’ve probably heard the term “Knowledge Graph” used in the same breath as LLMs, RAG pipelines, and AI agents. Sometimes it seems like the word has been used so much that it doesn’t mean anything anymore. Let’s fix that. This guide won’t give you the clean, textbook definition….
