Building AI Agents with LLMs, RAG, and Knowledge Graphs: A practical guide to autonomous and modern AI agents

by Salvatore Raieli

Published: 2023

Executive Summary

Salvatore Raieli’s Building AI Agents with LLMs, RAG, and Knowledge Graphs offers a hands-on, practical guide to constructing intelligent AI agents by integrating large language models (LLMs), retrieval-augmented generation (RAG), and knowledge graphs. The book’s core thesis centers on the synergy of these cutting-edge technologies to create autonomous AI agents capable of sophisticated reasoning, contextual understanding, and dynamic knowledge retrieval. Raieli, drawing on his expertise in AI and software engineering, bridges the gap between theoretical AI concepts and real-world applications. This book stands out by focusing not only on LLMs but also on how to enhance their capabilities with structured knowledge graphs and RAG techniques, providing a comprehensive framework for building next-generation AI systems. For leaders and decision-makers, the book demystifies complex AI architectures and offers actionable insights into deploying AI agents that can improve business processes, customer interactions, and decision support systems.

Why Read This

This book is essential for executives and AI practitioners seeking to understand how to leverage advanced AI technologies beyond standard machine learning models. It informs decisions on adopting AI agents that can autonomously retrieve and synthesize information, improving problem-solving and operational efficiency. The book addresses challenges in AI deployment, such as knowledge integration and contextual awareness, offering a fresh perspective on building AI systems that are both intelligent and practical for business use.

Key Takeaways for Readers

  • Learn how to combine LLMs with retrieval-augmented generation to enhance AI agent accuracy and relevance.
  • Understand the role of knowledge graphs in structuring and contextualizing information for AI agents.
  • Gain practical guidance on building autonomous AI agents capable of complex reasoning and decision-making.
  • Discover real-world applications where these integrated AI technologies can transform business operations and customer engagement.

Purchase URL: https://www.amazon.com/dp/183508706X