Skip to Content
Building Applications with AI Agents
book

Building Applications with AI Agents

by Michael Albada
September 2025
Beginner to intermediate
354 pages
10h 47m
English
O'Reilly Media, Inc.
Content preview from Building Applications with AI Agents

Chapter 4. Tool Use

While foundation models are great at chatting for hours, tools are the building blocks that empower AI agents to retrieve additional information and context, perform tasks, and interact with the environment in meaningful ways. In the context of AI, a tool can be defined as a specific capability or a set of actions that an agent can perform to achieve a desired outcome. These tools range from simple, single-step tasks to complex, multistep operations that require advanced reasoning and problem-solving abilities. Especially if you want your agent to make actual changes, instead of just searching for and providing information, tools will be how those changes are executed.

The significance of tools in AI agents parallels the importance of competencies in human professionals. Just as a doctor needs a diverse set of tools to diagnose and treat patients, an AI agent requires a repertoire of tools to handle various tasks effectively. This chapter aims to provide a comprehensive understanding of tools in AI agents, exploring their design, development, and deployment.

AI agents, at their core, are sophisticated systems designed to interact with their environment, process information, and execute tasks autonomously. To do this efficiently, they rely on a structured set of tools. These tools are modular components that can be developed, tested, and optimized independently, then integrated to form a cohesive system capable of complex behavior.

In practical terms, a tool ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

AI Agents in Action

AI Agents in Action

Micheal Lanham
AI Agents in Action

AI Agents in Action

Micheal Lanham

Publisher Resources

ISBN: 9781098176495Errata Page