adesso Intelligent Agent - an addon ecosystem for extending and empowering RAG systems

Transforming Intelligent Systems through Retrieval-Augmented Generation: Opportunities and Emerging Challenges

An in-depth analysis of the evolution of Naïve RAG to Modular and Advanced RAG models, and the introduction of new innovations, such as self-reflection, dense vector recovery, and the use of different models.

Rethinking Knowledge Retrieval for Generation: A Survey on RAG Architectures and Applications

Large Language Models (LLMs) have demonstrated remarkable fluency and versatility across natural language tasks but remain fundamentally limited by their static knowledge and susceptibility to hallucinations, especially in domains requiring up to date or attribute grounded information. Retrieval Augmented Generation (R...

Evaluating RAG approaches for Question Answering

Creating an AI Agent Using Unique Language Attributes

This paper presents a Hebrew-first local LLM chat agent that combines Retrieval-Augmented Generation (RAG), citation-aware document answering, controlled web search, and full right-toleft (RTL) user interaction. Unlike cloud-only assistants, the default response path operates locally, supporting privacy, predictable op...

Retrieval-Augmented Generation (RAG): Architectures, Evaluation Metrics, and Security Challenges in Large Language Models

Retrieval-Augmented Generation (RAG) is a sophisticated approach employed to enhance the efficiency of Large Language Models (LLMs). Most of the existing LLMs primarily rely on pre-trained data, which can be either obsolete or insufficient at times, hence providing suboptimal outcomes. To mitigate this problem, RAG beg...

Unlocking Data with Generative AI and RAG

Generative AI is helping organizations tap into their data in new ways, with retrieval-augmented generation (RAG) combining the strengths of large language models (LLMs) with internal data for more intelligent and relevant AI applications. The author harnesses his decade of ML experience in this book to equip you with...