Software Testing with Generative AI

Part 1 Mindset: Establishing a positive relationship ........with LLMs

1 ■ Enhancing testing with large language models 3

2 ■ Large language models and prompt engineering 15

3 ■ Artificial intelligence, automation, and testing 41

Part 2 Technique: Task identification and prompt ..............engineering in testing

4 ■ AI-assisted testing for developers 55

5 ■ Test planning with AI support 89

6 ■ Rapid data creation using AI 109

7 ■ Accelerating and improving UI automation using AI 133

8 ■ Assisting exploratory testing with artificial intelligence 155

9 ■ AI agents as testing assistants 181

Part 3 Context: Customizing LLMs for testing contexts

10 ■ Introducing customized LLMs 203

11 ■ Contextualizing prompts with retrieval-augmented generation 218

12 ■ Fine-tuning LLMs with business domain knowledge 242