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Architecting AI Software Systems

You're reading from   Architecting AI Software Systems Crafting robust and scalable AI systems for modern software development

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Product type Paperback
Published in Oct 2025
Last Updated in Oct 2025
Publisher Packt
ISBN-13 9781804615973
Length 212 pages
Edition 1st Edition
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Authors (2):
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Richard D Avila Richard D Avila
Author Profile Icon Richard D Avila
Richard D Avila
Imran Ahmad Imran Ahmad
Author Profile Icon Imran Ahmad
Imran Ahmad
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Toc

Table of Contents (14) Chapters Close

Preface 1. Architecting Fundamentals
2. Fundamentals of AI System Architecture FREE CHAPTER 3. The Case for Architecture 4. Software Engineering and Architecture 5. Architecting AI Systems
6. Conceptual Design for AI Systems 7. Requirements and Architecture for AI Pipelines 8. Design, Integration, and Testing 9. Architecting a Generative AI System – A Case Study 10. Insights and Future Directions 11. Unlock Your Book’s Exclusive Benefits 12. Other Books You May Enjoy
13. Index

System tactics and patterns

Software tactics and patterns drive overall software architecture toward a cohesive design. A tactic is a general principle, while a pattern is a specific realization of that principle. Together, they provide design guidance that helps architects achieve desired quality attributes. The concepts described here are elaborated on and come from the excellent reference book by Bass et al. [1].

Key attributes

Two particularly important high-level attributes are maintainability and availability, which address the system’s evolution over time and its resilience to failures, respectively.

Maintainability tactics and patterns

Maintainability encompasses the system’s capacity to accommodate changes, undergo testing, adapt to new requirements, and support configuration management. This quality attribute breaks down into several tactical areas:

  1. Modifiability focuses on minimizing the cost of change through tactics such as component...
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