GraphRAG with Neptune

Nov 22 2024

I really enjoyed my recent talk as part of the monthly Greater Philadelphia AWS User Group at SID Global Solutions.

While I’ve mostly built basic RAG solutions so far as part of the Fractional CTO work I’m doing at TechSight, it was fun taking some time to explore the potential behind graphs and how their inherent structure can improve quality and traceability.

TLDR

  • Basic #RAG is always a good starting point and is effective for certain use cases (like specific queries/search)
  • The structural nature of graphs can improve RAG by adding a layer of semantics and traceability (the challenge is building out the graph from large unstructured datasets)
  • Call ahead to make sure the post-talk bar you go to has Prime so you can watch football :)

Here are the slides, reach out if you wanna chat further!


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