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

2. Which option BEST differentiates the three prompting techniques?

A) Meta = step decomposition; Chaining = zero-shot only; Few-shot = manual optimization
B) Few-shot = examples; Chaining = multi-step prompts; Meta = model helps draft/refine prompts
C) Few-shot = no examples; Chaining = single prompt; Meta = disable iteration
D) Chaining = give examples; Few-shot = break tasks; Meta = manual edits only

3. What is a hallucination in LLM outputs?

A) A transient network failure during inference
B) A logical mistake in multi-step deduction
C) A systematic preference learned from data
D) Generation of factually incorrect content for the task

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

5. A tester uploads crafted images that steer the LLM into validating non-existent acceptance criteria. Which attack vector is this?

A) Data poisoning
B) Malicious code generation
C) Data exfiltration
D) Request manipulation

Solutions: