Practical AI cover image

Practical AI

GraphRAG (beyond the hype)

Sep 25, 2024
Prashanth Rao, an AI engineer at Kuzu known for his expertise in graph databases, joins the discussion to unravel the complexities of GraphRAG. He delves into the practical applications of graph databases, particularly in healthcare and finance. The conversation highlights how integrating graph and vector databases enhances information retrieval. Prashanth also shares insights on the evolution of retrieval augmented generation, focusing on how advanced techniques can improve the accuracy of AI models.
55:02

Episode guests

Podcast summary created with Snipd AI

Quick takeaways

  • Graph databases like Kuzu outperform traditional relational databases by efficiently managing complex data relationships using nodes and edges.
  • Retrieval Augmented Generation (RAG) enhances natural language tasks through combined retriever and generator models, optimizing information retrieval accuracy.

Deep dives

Flexibility and Advantages of Fly.io

Fly.io is praised for its flexibility, particularly in providing developers with various networking and data storage options. One key feature is its partnership with Tigris, an S3-compatible object storage solution that simplifies global distribution of assets without the need for traditional CDN setups. Tigris allows users to easily create buckets with just one command, making the process user-friendly and efficient. This ease of integration and the ability to manage storage across multiple global regions exemplifies the added value that Fly.io offers to developers.

Get the Snipd
podcast app

Unlock the knowledge in podcasts with the podcast player of the future.
App store bannerPlay store banner

AI-powered
podcast player

Listen to all your favourite podcasts with AI-powered features

Discover
highlights

Listen to the best highlights from the podcasts you love and dive into the full episode

Save any
moment

Hear something you like? Tap your headphones to save it with AI-generated key takeaways

Share
& Export

Send highlights to Twitter, WhatsApp or export them to Notion, Readwise & more

AI-powered
podcast player

Listen to all your favourite podcasts with AI-powered features

Discover
highlights

Listen to the best highlights from the podcasts you love and dive into the full episode