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

1. You are tasked with applying structured prompting to perform impact analysis on recent code changes. Which of the following improvements would BEST align the prompt with structured prompt engineering best practices for comprehensive impact analysis?

A) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
B) Add a step to review the change log for syntax errors before analysis.
C) Include references to version control systems like Git in the constraints.
D) Specify that the role is a test architect specializing in CI/CD pipelines.

2. Which setting can reduce variability by narrowing the sampling distribution during inference?

A) Lowering temperature
B) Increasing learning rate
C) Increasing temperature
D) Using a larger context window

3. Which consideration BEST aligns LLM choice with organizational goals in a GenAI testing strategy?

A) Select LLMs aligned to measurable test outcomes, compatible with current infrastructure
B) Select open-source models prioritizing creativity over compliance or performance consistency
C) Select models with maximum vendor visibility and strong online presence to ensure reliability
D) Select broad-coverage models offering diverse functionalities for various test scenarios

4. What is a key data-related aspect when defining a GenAI strategy for testing?

A) Neglect legacy data sources as they provide limited immediate relevance to testing tasks
B) Prioritize accurate and relevant input data secured through defined quality procedures
C) Use only auto-generated synthetic data to avoid dependency on enterprise repositories
D) Aggregate data from all available organizational repositories without filtration

5. You must use GenAI to perform test analysis on a payments module with finalized requirements: (1) generate test conditions, (2) prioritize by risk, (3) check coverage gaps. Which sequence best applies prompt chaining?

A) Generate conditions -> prioritize by risk -> map to requirements to find gaps
B) Prioritize requirements -> generate conditions -> review defects
C) Generate prioritized conditions in one shot -> verify coverage
D) Detect requirement defects -> generate conditions -> prioritize

Solutions: