How Even The Simplest RAG Can Empower Your Team

This article is the first in a series exploring the use of a Retrieval Augmented Generation (RAG) information system for coding. It introduces a simple RAG system for Ruby using LanChain, JinaAI embeddings, and a local LLM served via Ollama, aimed at empowering development teams by aiding code retrieval effortlessly. Additionally, it explains the basic concepts of embedding models and retrieval processes, emphasizing the advantages of running these systems locally.

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