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

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

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

2. You are using an LLM to assist in analyzing test execution trends to predict potential risks. Which of the following improvements would BEST enhance the LLM's ability to predict risks and provide actionable alerts?

A) Emphasize constraints that focus on deviations that could impact release timelines or quality gates.
B) Add an instruction to calculate statistical variance and highlight tests that deviate by more than 20% from baseline metrics.
C) Expand the output format to include risk predictions with severity levels, recommended actions, and a timeline for team intervention based on trend analysis.
D) Specify that the role is a test analyst with expertise in predictive analytics and risk management.

3. Which setting can reduce variability by narrowing the sampling distribution during inference?

A) Using a larger context window
B) Lowering temperature
C) Increasing learning rate
D) Increasing temperature

4. What is a hallucination in LLM outputs?

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

5. What does an embedding represent in an LLM?

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

Solutions: