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| Section | Weight | Objectives |
|---|---|---|
| Testing Activities for Generative AI | 30% | - Requirements-Based Testing
|
| Fundamentals of Generative AI | 20% | - Generative AI Concepts
|
| Risks and Testing Challenges for Generative AI | 30% | - Quality Risks Specific to Generative AI
|
| Tools for Testing Generative AI | 20% | - Testing Tools Overview
|
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) Specify that the role is a test architect specializing in CI/CD pipelines.
B) Include references to version control systems like Git in the constraints.
C) Add a step to review the change log for syntax errors before analysis.
D) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
2. What are the three key phases in adopting GenAI in a test organization?
A) Prototype; pilot; decommission
B) Discovery; initiation and usage definition; utilization and iteration
C) Planning; execution; sign-off
D) Training; certification; outsourcing
3. Which of the following is NOT a valid form of LLM-driven test data generation?
A) Creating combinatorial data (e.g., pairwise)
B) Creating production database backups
C) Generating synthetic datasets
D) Setting boundary values
4. Which technique MOST directly reduces hallucinations by grounding the model in project realities?
A) Provide detailed context
B) Randomize prompts each run
C) Rely on generic examples only
D) Use longer temperature settings
5. In the context of software testing, which statements (i-v) about foundation, instruction-tuned, and reasoning LLMs are CORRECT?
i. Foundation LLMs are best suited for broad exploratory ideation when test requirements are underspecified.
ii. Instruction-tuned LLMs are strongest at adhering to fixed test case formats (e.g., Gherkin) from clear prompts.
iii. Reasoning LLMs are strongest at multi-step root-cause analysis across logs, defects, and requirements.
iv. Foundation LLMs are optimal for strict policy compliance and template conformance.
v. Instruction-tuned LLMs can follow stepwise reasoning without any additional training or prompting.
A) i, ii, iii (Duplicate entry in original source)
B) ii, iii, iv
C) i, ii, iii
D) i, iii, v
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: C |
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