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| Section | Weight | Objectives |
|---|---|---|
| Tools for Testing Generative AI | 20% | - Using Tools for Common Testing Activities
|
| Testing Activities for Generative AI | 30% | - Prompt-Based Testing
|
| Fundamentals of Generative AI | 20% | - AI Terminology
|
| Risks and Testing Challenges for Generative AI | 30% | - Testing Challenges for Generative AI
|
1. What is a hallucination in LLM outputs?
A) A systematic preference learned from data
B) Generation of factually incorrect content for the task
C) A logical mistake in multi-step deduction
D) A transient network failure during inference
2. 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) Use of a conversational tone and improved response personalization
C) Ability to trigger automated actions beyond conversation
D) Reliance on predefined templates to generate short, factual answers
3. Which factor MOST influences the overall energy consumption of a Generative AI model used in software testing tasks?
A) The duration of user sessions primarily affects latency but not power efficiency
B) The type of cloud platform affects processing speed but not total energy draw
C) The location of the data center determines model bias and accuracy levels
D) The number of tokens processed directly determines the carbon intensity of each query
4. An attacker sends extremely long prompts to overflow context so the model leaks snippets from its training data. Which attack vector is this?
A) Data poisoning
B) Data exfiltration
C) Malicious code generation
D) Request manipulation
5. 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 mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
C) Specify that the role is a test architect specializing in CI/CD pipelines.
D) Include references to version control systems like Git in the constraints.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: B |
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