February 2026
Intermediate to advanced
268 pages
7h 34m
English
Content preview from The Effective Software Engineer
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Chapter 13. Practical AI for Effective Software Engineers
Effective software engineering prioritizes high-leverage activities that amplify impact. AI has become a powerful amplifier for individual contributors, if used wisely. This chapter provides a pragmatic, tool-agnostic playbook for using AI day-to-day to ship better software more quickly and safely. We’ll walk through where AI helps most, how to wire it into your daily workflow, how to measure its impact, and how to stay within essential security, privacy, and compliance guardrails. The goal isn’t to turn you into an AI engineer, but to make you an engineer who gets more done with AI.
Before we dig into the details, I want to set the stage with some key points to remember:
- AI can speed you up, but it won’t replace your judgment.
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Modern AI coding assistants have demonstrated significant productivity boosts—for example, one controlled study found developers completed a task about 55% faster with an AI pair programmer’s help. However, faster doesn’t automatically mean better. AI suggestions can be wrong or insecure. Research has shown that AI models can produce incorrect or misleading information in a significant percentage of cases, so you must apply engineering judgment and oversight at every step. In practice, you’ll still reject many AI-generated ideas, and you’ll need to review the ones you accept just as critically as if a junior developer wrote them.
- Treat AI like any other dependency: test and verify its outputs. ...
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O’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.
I 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.
I’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.
I'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.