Building Knowledge Graphs: Lessons from VCPedia and Fractal KG

Knowledge graphs represent complex relationships as nodes and edges. This workshop demonstrated practical implementations through two systems: VCPedia for venture capital data extraction and Fractal KG for self-organizing graph structures.
Knowledge Graphs in AI: A Developer’s Guide to Structure, Scale, and Use

A developer-focused guide to understanding and using knowledge graphs for GraphRAG, LLM integration, schema design, and high-precision retrieval in 2025.