Overview

AI agents are transforming the way software is built, powering intelligent chatbots, automating complex workflows, and enabling systems that can reason, plan, and act autonomously. As large language models (LLMs), reinforcement learning, and open-source agent frameworks mature, developers now have the tools to build truly agentic AI systems in Python. Building Agentic AI Systems with Python is a hands-on, end-to-end guide to designing, developing, and deploying intelligent agents for real-world applications. Rather than focusing on theory alone, this book emphasizes practical architectures, implementation patterns, and production-ready workflows used in modern agentic AI systems. You will learn how agentic systems work at a fundamental level, covering agent architectures, memory, planning, tool usage, and decision-making. The book explores how LLMs drive reasoning and interaction, how reinforcement learning enables adaptive behavior, and how multiple agents can collaborate to solve complex tasks. Through step-by-step projects and real implementations, you will build: Conversational AI agents with persistent memory and contextual awareness Task-oriented agents that use tools, APIs, and external services Automation pipelines using frameworks like n8n Multi-agent systems capable of coordination and collaboration Python-driven autonomous agents that learn and improve over time Beyond development, the book also addresses production concerns, including system integration, deployment strategies, monitoring, performance optimization, and long-term scalability. You'll learn how to package agents for real use cases and connect them with vector databases, external APIs, and modern infrastructure. Who This Book Is For This book is written for developers, engineers, data scientists, and AI enthusiasts who want to move beyond simple scripts and build intelligent, agent-based systems. A basic understanding of Python is recommended, but no prior experience with reinforcement learning or agent frameworks is required. If you want to build AI systems that don't just respond, but think, learn, and act, this book provides the practical knowledge and hands-on skills to help you do it. Start building the next generation of intelligent automation with agentic AI.

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