Web Reference: Mar 4, 2026 · In this tutorial, we’ll build a ChatBot using the Spring AI framework and RAG (Retrieval Augmented Generation) technique. With the help of Spring AI, we’ll integrate with the Redis Vector database to store and retrieve data to enhance the prompt for the LLM (Large Language Model). Once the LLM receives the prompt with the relevant data, it effectively generates a response with the latest ... 1 day ago · Learn how to build an AI Knowledge Assistant using Spring AI, Ollama, and RAG. Step-by-step Java tutorial covering document ingestion, embeddings, and vector storage. Aug 9, 2025 · What is Retrieval-Augmented Generation (RAG)? RAG is a framework that enhances the responses of LLMs by connecting them to external knowledge bases. Instead of just relying on its training data, the model can query your private data source to find relevant information before generating an answer. Here’s a simplified overview of the RAG flow: Retrieve: When a user asks a question, the system ...
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