Agentic RAG

Understanding Agentic RAG: AI-Driven Retrieval Augmentation

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Understanding Agentic RAG: AI-Driven Retrieval Augmentation

Despite Retrieval-Augmented Generation (RAG) dominating in 2023, agentic workflows bring significant advancements in 2024. The application of AI agents opens up new possibilities for developing more powerful, robust, and versatile applications driven by large language models (LLMs). One possibility is to leverage AI agents in agentic RAG pipelines to enhance RAG processes. This article will … Read more

Agentic RAG: Extending RAG to SQL Databases

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Agentic RAG: Extending RAG to SQL Databases

Figure: Agentic RAG (Image from the author) 1. Introduction Given the way technology evolves, we have become accustomed to thinking about certain solution constructs from the perspective of specific tools and platforms. For example, Retrieval-Augmented Generation (RAG) is ubiquitous in today’s Gen AI world. Given its emergence in the Gen AI era, we mainly view … Read more