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This article explains how to enhance traditional Retrieval-Augmented Generation (RAG) pipelines by implementing an agentic RAG system. It uses PostgreSQL for data storage and n8n for orchestration, allowing AI to dynamically select tools based on user queries, improving information retrieval accuracy.