AI Agents in Practice: Design, implement, and scale autonomous AI systems for production - Softcover

Valentina Alto

Softcover

ISBN 10: 180580135X ISBN 13: 9781805801351

Verlag: Packt Publishing, 2025

Inhaltsangabe

Master the art of building AI agents with this hands-on guide to orchestration, multi-agent systems, real-world case studies, and ethical insights to drive immediate business impact

Key Features

• Build production-ready AI agents with hands-on tutorials for diverse industry applications
• Explore multi-agent system architectures with practical frameworks for orchestrator comparison
• Future-proof your AI development with ethical implementation strategies and security patterns
• Purchase of the print or Kindle book includes a free PDF eBook

Book Description

As AI agents evolve to take on complex tasks and operate autonomously, you need to learn how to build these next-generation systems. Author Valentina Alto brings practical, industry-grounded expertise in AI Agents in Practice to help you go beyond simple chatbots and create AI agents that plan, reason, collaborate, and solve real-world problems using large language models (LLMs) and the latest open-source frameworks.

In this book, you'll get a comparative tour of leading AI agent frameworks such as LangChain and LangGraph, covering each tool's strengths, ideal use cases, and how to apply them in real-world projects. Through step-by-step examples, you’ll learn how to construct single-agent and multi-agent architectures using proven design patterns to orchestrate AI agents working together. Case studies across industries will show you how AI agents drive value in real-world scenarios, while guidance on responsible AI will help you implement ethical guardrails from day one. The chapters also set the stage with a brief history of AI agents, from early rule-based systems to today's LLM-driven autonomous agents, so you understand how we got here and where the field is headed.

By the end of this book, you'll have the practical skills, design insights, and ethical foresight to build and deploy AI agents that truly make an impact.

What you will learn

• Build core agent components such as LLMs, memory systems, tool integration, and context management
• Develop production-ready AI agents using frameworks such as LangChain with code
• Create effective multi-agent systems using orchestration patterns for problem-solving
• Implement industry-specific agents for e-commerce, customer support, and more
• Design robust memory architectures for agents with short- and long-term recall
• Apply responsible AI practices with monitoring, guardrails, and human oversight
• Optimize AI agent performance and cost for production environments

Who this book is for

This book is ideal for AI engineers and data scientists looking to move beyond basic LLM implementations to build sophisticated autonomous agents. Software developers and system architects will find practical guidelines for integrating agents into existing tech stacks. Product managers and technical entrepreneurs will gain strategic insights into how AI agents can solve business problems across industries. A basic understanding of machine learning concepts and working knowledge of Python are required to make the most of this book and implement production-ready AI agent systems.

Table of Contents

1. Evolution of GenAI Workflows
2. The Rise of AI Agents
3. The Need for an AI Orchestrator
4. The Need for Memory and Context Management
5. The Need for Tools and External Integrations
6. Building Your First AI Agent with LangChain
7. Multi-Agent Applications
8. Orchestrating Intelligence: Blueprint for Next-Gen Agent Protocols
9. Navigating Ethical Challenges in Real-World AI

Über diesen Titel

Über die Autorin bzw. den Autor

Valentina Alto is a technical architect specializing in AI and intelligent apps at Microsoft Innovation Hub in Dubai. During her tenure at Microsoft, she covered different roles as a solution specialist, focusing on data, AI, and applications workloads within the manufacturing, pharmaceutical, and retail industries and driving customers' digital transformations in the era of AI. Valentina is an active tech author and speaker who contributes to books, articles, and events on AI and machine learning. Over the past two years, Valentina has published two books on generative AI and large language models, further establishing her expertise in the field.

Details zur Ausgabe

• Verlag: Packt Publishing
• Erscheinungsdatum: 2025
• Sprache: Englisch
• ISBN 10: 180580135X
• ISBN 13: 9781805801351
• Einband: Taschenbuch
• Anzahl der Seiten: 282
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: gpsr@libri.de; gpsr@libri.de; ; Friedensallee 273; Hamburg; 22763; Deutschland