Generative Analysis: The Power of Generative AI for Object-Oriented Software Engineering with UML, 1st edition

Published by Addison-Wesley Professional (June 25, 2025) © 2025

  • Jim Arlow
  • Ila Neustadt
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Title overview

Keep Pace with How Generative AI Is Transforming the Face of Software Engineering

Generative AI is revolutionising software engineering. Many aspects of manual coding are becoming automated, and the skills needed by software engineers, developers, and analysts are evolving. Anyone who writes or works with code will need to produce precise analysis artifacts to feed the AI code-generation process. Enter generative analysis: a precise, structured way for software engineers, programmers, and analysts to transition to this new, AI-enhanced software engineering world.

In Generative Analysis, experts Jim Arlow and Ila Neustadt leverage Literate Modeling, M++, and multivalent logic to lay out a step-by-step approach to object-oriented analysis that produces clear and unambiguous results suitable for further processing into code by generative AI systems such as Copilot, ChatGPT, and Gemini. Prepare for the challenge of the future by understanding the flexibility you already have at hand using generative analysis.

  • Gain a new perspective on the shift to generative AI-based programming models
  • Understand how generative analysis artifacts feed generative AIs to generate code and UML models
  • Explore techniques that feed into and refine each other until a precise analysis definition of a software system is achieved
  • Recognize milestones and end points to eliminate "analysis paralysis"
  • Learn to work at the right level of abstraction to leverage the most power from generative AI
  • Gain understanding from real-world, detailed examples of prompts and AI responses

This guide teaches advanced, precise, and sophisticated analysis techniques that will allow you to thrive in the new world of software engineering with generative AI.

Table of contents

  • Chapter 1: Generative Analysis for Generative AI
  • Chapter 2: Launching OLAS, the example project
  • Chapter 3: Capturing information in Generative Analysis
  • Chapter 4: OLAS Elaboration phase
  • Chapter 5: Communication
  • Chapter 6: M++
  • Chapter 7: Literate Modeling
  • Chapter 8: Information in Generative Analysis
  • Chapter 9: Generative Analysis by example
  • Chapter 10: OLAS use case modeling
  • Chapter 11: The Administration subsystem
  • Chapter 12: The Security subsystem
  • Chapter 13: The Catalog subsystem
  • Chapter 14: The Loan subsystem
  • Chapter 15: The Innsmouth interface
  • Chapter 16: Milton++

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