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Generative AI for Software Development
book

Generative AI for Software Development

by Sergio Pereira
July 2025
Intermediate to advanced
170 pages
4h 13m
English
O'Reilly Media, Inc.
Content preview from Generative AI for Software Development

Chapter 1. Code Generation and Autocompletion

Artificial intelligence can significantly amplify productivity and creativity in code generation and autocompletion. This chapter explores how AI-driven tools are redefining the coding experience, transforming a time-intensive manual process into an interactive, efficient, and error-reducing endeavor.

The advent of AI in code generation is not merely about accelerating developers’ typing speed; it’s about understanding the context of their work, suggesting relevant code snippets, and even generating complex code blocks with minimal inputs. These tools, powered by sophisticated machine learning algorithms, have the ability to learn from vast repositories of code available in public and private databases to continuously improve their suggestions and accuracy.

I will examine how a software engineer can go from doing 100% of the work in a given software-development task to becoming a reviewer of the contributions provided by AI tools. This entails ensuring proper input about what you require from these tools and thoroughly revising the outputs to make sure the deliverable fulfills the requirements.

These AI tools are powerful and impressive, and it’s easy to fall into the trap of using their output without proper precautions—for instance, opening a pull request or pushing code to production without validating how and why the code works. This careless approach carries two important risks:

Outdated code

Most AI tools are trained on data ...

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Publisher Resources

ISBN: 9781098162269Errata Page