Tag:vector-search

All the articles with the tag "vector-search".

• Down the Rabbit Hole - One step closer to Production Grade GraphRAG

  25 Mar, 2025

  After my initial experiment with GraphRAG using Qdrant, Neo4j, and Ollama, I took on a journey to build a more dynamic and context-aware system. This post dives into the details of how I constructed a dynamic ontology for NLP GraphRag.

• GraphRAG with Qdrant, Neo4j, and Ollama (Using Qwen2.5:3b and Nomic text embeddings)

  5 Mar, 2025

  I've been playing with a new approach to RAG systems - combining vector search with knowledge graphs for more contextual, relationship-aware answers. Here's what I've built, how it works, and why you might want to try it yourself.