GraphStuff.FM: The Neo4j Graph Database Developer Podcast LlamaIndex and More: Building LLM Tech with Jerry Liu
28 snips
Jan 1, 2024 
Jerry Liu, Building LLM Tech, talks about Llama Index's mission in AI innovation challenges, effective communication with systems using Remix framework, tech tools for workflow efficiency, and Neo4j 5.15 updates in the graph community.
AI Snips
Chapters
Transcript
Episode notes
Framework To Connect LMs With Private Data
- LlamaIndex is a data framework to connect LMs to private data sources for retrieval and automation.
- The project began in late 2022 and targets both open source tooling and an enterprise platform.
Prioritize RAG And System-Level Optimizations
- Keep up with new model releases and push new techniques for retrieval and cost/latency tradeoffs.
- Focus on advanced RAG, data representations, and system-level production challenges.
Graphs Complement Vector Retrieval
- Moving beyond vector-only retrieval matters for sophisticated data organization and retrieval.
- Graphs and richer representations can improve retrieval quality for enterprise RAG.