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Abstract Retrieval-Augmented Generation (RAG) has become a standard paradigm for grounding Large Language Models in factual data. However, existing RAG systems often exhibit critical limitations in complex, dynamic environments: linear context weight...

Deploying a Retrieval-Augmented Generation (RAG) application to the cloud can be a challenging yet rewarding endeavor. In this blog post, I'll walk you through creating and deploying a document-based chatbot that allows users to upload documents, pro...

A Inteligência Artificial (IA) está em constante evolução, e uma das abordagens mais promissoras atualmente é o RAG (Retrieval-Augmented Generation). Essa técnica combina a capacidade de buscar informações relevantes (retrieval) com a geração de text...
