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ISQI CT-GenAI Exam Syllabus Topics:

SectionObjectives
Foundations of Generative AI and LLMs- Introduction to Generative AI in Software Testing
  • 1. Difference between chatbots and LLM-based test tools
    • 2. LLM basics, tokenization, context window, multimodal models
      Risk, Quality, and Limitations of GenAI- Risks in GenAI usage
      • 1. Data privacy and security concerns
        • 2. Environmental and energy considerations
          • 3. Bias and fairness issues
            • 4. Hallucinations and reasoning errors
              Organizational Adoption and Governance- Enterprise GenAI adoption
              • 1. LLMOps and governance models
                • 2. Policy, ethics, and compliance considerations
                  • 3. Integration into CI/CD pipelines
                    Prompt Engineering for Testing- Prompt design techniques
                    • 1. Prompt chaining and meta prompting
                      • 2. Zero-shot, one-shot, few-shot prompting
                        • 3. Structuring prompts for test case generation
                          Application of GenAI in Software Testing- Practical use in testing workflows
                          • 1. Test data generation and augmentation
                            • 2. Regression suite optimization
                              • 3. Defect report analysis and summarization
                                • 4. Test case generation using LLMs

                                  ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:

                                  1. Which statement about fine-tuning for test tasks is INCORRECT?

                                  A) It adapts a pre-trained model to a domain using task-specific data
                                  B) It replaces the model's general knowledge entirely and prevents overfitting
                                  C) It can be applied to smaller SLMs to improve task performance with lower compute
                                  D) It enhances relevance to organizational terminology and formats


                                  2. The model flags anomalies in logs and also proposes partitions for input validation tests. Which metrics BEST evaluate these two outcomes together?

                                  A) Precision for anomaly identification and recall for coverage of valid/invalid partitions
                                  B) Diversity for anomaly identification and precision for partitions
                                  C) Accuracy for anomaly detection and Precision for coverage of valid/invalid partitions
                                  D) Time efficiency for anomaly detection and accuracy for coverage of valid/invalid partitions


                                  3. A prompt begins: "You are a senior test manager responsible for risk-based test planning on a payments platform." Which component is this?

                                  A) Constraints
                                  B) Context
                                  C) Instruction
                                  D) Role


                                  4. A prompt section states: "Web checkout module v3.2; focus on coupon application; existing regression suite IDs T-112-T-150; recent defect ID BUG-431." Which component is this?

                                  A) Output format
                                  B) Constraints
                                  C) Instruction
                                  D) Input data


                                  5. What distinguishes an LLM-powered agent from a basic AI chatbot in test processes?

                                  A) Ability to respond to prompts without explicit user instructions
                                  B) Reliance on predefined templates to generate short, factual answers
                                  C) Ability to trigger automated actions beyond conversation
                                  D) Use of a conversational tone and improved response personalization


                                  Solutions:

                                  Question # 1
                                  Answer: B
                                  Question # 2
                                  Answer: A
                                  Question # 3
                                  Answer: D
                                  Question # 4
                                  Answer: D
                                  Question # 5
                                  Answer: C

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