Knowledge graphs are infinitely better than vector search for...

81 views Jun 04, 2025 ~1 min read

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Knowledge graphs are infinitely better than vector search for building the memory of AI agents.

With five lines of code, you can build a knowledge graph with your data.

When you see the results, you'll never go back to vector-mediocrity-land.

Here is a quick video:

                        9:27

Cognee is open-source and outperforms any basic vector search approach in terms of retrieval relevance.

• Easy to use
• Reduces hallucinations (by a ton!)
• Open-source

Here is a link to the repository: github.com/topoteretes/co…

Here is the paper explaining how Cognee works and achieves these results:

arxiv.org/abs/2505.24478

I also published the video on my YouTube channel:
youtu.be/n9AkZatSlUc

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