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| Section | Objectives |
|---|---|
| Prompt Engineering for Testing | - Prompt design techniques
|
| Foundations of Generative AI and LLMs | - Introduction to Generative AI in Software Testing
|
| Risk, Quality, and Limitations of GenAI | - Risks in GenAI usage
|
| Organizational Adoption and Governance | - Enterprise GenAI adoption
|
| Application of GenAI in Software Testing | - Practical use in testing workflows
|
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) Add a step to review the change log for syntax errors before analysis.
B) Include references to version control systems like Git in the constraints.
C) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
D) Specify that the role is a test architect specializing in CI/CD pipelines.
2. Which consideration BEST aligns LLM choice with organizational goals in a GenAI testing strategy?
A) Select broad-coverage models offering diverse functionalities for various test scenarios
B) Select models with maximum vendor visibility and strong online presence to ensure reliability
C) Select open-source models prioritizing creativity over compliance or performance consistency
D) Select LLMs aligned to measurable test outcomes, compatible with current infrastructure
3. 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
4. Which AI approach requires feature engineering and structured data preparation?
A) Symbolic AI
B) Classical Machine Learning
C) Generative AI
D) Deep Learning
5. An LLM prioritizes tests using likelihood X impact but ranks a trivial tooltip change above a payment failure.
What defect does this MOST LIKELY show?
A) Reasoning error in risk calculation logic
B) No defect; this is acceptable
C) Dataset bias toward UI features
D) Hallucination
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: A |
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