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

1. Which concept refers to breaking text into smaller units for processing by LLMs?

A) Tokenization
B) Transformer
C) Context Window
D) Embeddings

2. 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 mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
C) Include references to version control systems like Git in the constraints.
D) Add a step to review the change log for syntax errors before analysis.

3. What is a hallucination in LLM outputs?

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

4. Which technique MOST directly reduces hallucinations by grounding the model in project realities?

A) Randomize prompts each run
B) Rely on generic examples only
C) Use longer temperature settings
D) Provide detailed context

5. Which statement BEST contrasts interaction style and scope?

A) Chatbots require API integration; LLM apps do not.
B) Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
C) Both are identical aside from UI theme.
D) Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.

Solutions: