How to implement a local RAG system using LangChain, SQLite-vss, Ollama, and Meta’s Llama 2 large language model. In “Retrieval-augmented generation, step by step,” we walked through a very simple RAG ...

RAG is an approach that combines Gen AI LLMs with information retrieval techniques. Essentially, RAG allows LLMs to access external knowledge stored in databases, documents, and other information ...

If you are interested in building your very own personal assistant using artificial intelligence from scratch you might be interested in learning more about how you can use AI combined with retrieval ...

Building custom chatbots using private data with Langchain and OpenAI’s GPT model is a fascinating and complex process. If you are interested in learning more this quick guide will provide an overview ...