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

1. What are the three key phases in adopting GenAI in a test organization?

A) Planning; execution; sign-off
B) Discovery; initiation and usage definition; utilization and iteration
C) Prototype; pilot; decommission
D) Training; certification; outsourcing

2. What does an embedding represent in an LLM?

A) Tokens grouped into context windows
B) A set of test cases for validation
C) Logical rules for reasoning
D) Numerical vectors capturing semantic relationships

3. An attacker sends extremely long prompts to overflow context so the model leaks snippets from its training data. Which attack vector is this?

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

4. What is a primary compliance concern related to Shadow AI in organizational test environments?

A) Automated compliance validation during AI tool deployment
B) Violation of established data handling and regulatory compliance standards
C) Failure to update system documentation within the test process
D) Difficulty in aligning project milestones with business outcomes

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) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
B) Add a step to review the change log for syntax errors before analysis.
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: