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The RAG Blueprint

Blog post from Vespa

Post Details
Company
Date Published
Author
Thomas H. Thoresen
Word Count
798
Company Posts That Month
2
Language
English
Hacker News Points
-
Post removed?
No
Summary

The RAG Blueprint is an open-source sample application designed to assist developers in creating highly accurate and scalable Retrieval Augmented Generation (RAG) solutions, using Vespa as its foundation. It addresses challenges such as optimizing searchable units, selecting retrieval strategies, and ranking documents through machine learning to enhance performance and accuracy. The blueprint provides a comprehensive guide for designing, evaluating, and deploying RAG applications, including techniques for automatic chunking and context relevance to cater to both agentic and human users. It emphasizes a data-driven approach to improve retrieval and ranking pipelines and supports diverse use cases with the same search application, aiming to simplify and democratize the development of production-ready RAG systems.

Trends Found in this Post
Trend Post Mentions Total Month Mentions Posts Companies MoM
RAG 21 984 209 73 -16%
LLM 7 4,152 612 181 +19%
Vector Search 1 1,836 305 108 +20%
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