---
title: "Discussion on \"Beyond Vector Search: Knowledge Graphs, Structured Retrieval, and Intelligent Routing\" | Hashnode"
description: "Discussion on \"Beyond Vector Search: Knowledge Graphs, Structured Retrieval, and Intelligent Routing\". Vector search is an effective way to retrieve passages that are semantically similar to a question. It is not a universal interface to every kind of knowledge. Exact identifiers, deterministic calcula"
url: "https://hashnode.com/posts/beyond-vector-search-knowledge-graphs-structured-retrieval-and-intelligent-routing/6a738713758a8b421704f462"
---

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# [Beyond Vector Search: Knowledge Graphs, Structured Retrieval, and Intelligent Routing](https://ahmetozel.hashnode.dev/beyond-vector-search-knowledge-graphs-structured-retrieval-and-intelligent-routing?utm_source=hashnode&utm_medium=feed)

Vector search is an effective way to retrieve passages that are semantically similar to a question. It is not a universal interface to every kind of knowledge. Exact identifiers, deterministic calcula

Aug 5 · 30 min read · ahmetozel.hashnode.dev  
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## Written by

[Ahmet Özel](https://hashnode.com/@ahmetozel)

@ahmetozel · Istanbul, Turkey

  
[View profile](https://hashnode.com/@ahmetozel)

AI Engineer. Computer Vision, RAG and LLM agents.

AI Engineer focused on computer vision (YOLO/ONNX), RAG, and LLM agents. I build and ship production AI systems and write about what I learn.

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