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

1. 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) Data exfiltration
C) Data poisoning
D) Malicious code generation

2. The model flags anomalies in logs and also proposes partitions for input validation tests. Which metrics BEST evaluate these two outcomes together?

A) Precision for anomaly identification and recall for coverage of valid/invalid partitions
B) Time efficiency for anomaly detection and accuracy for coverage of valid/invalid partitions
C) Accuracy for anomaly detection and Precision for coverage of valid/invalid partitions
D) Diversity for anomaly identification and precision for partitions

3. A prompt section states: "Web checkout module v3.2; focus on coupon application; existing regression suite IDs T-112-T-150; recent defect ID BUG-431." Which component is this?

A) Instruction
B) Input data
C) Output format
D) Constraints

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

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

5. 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

Solutions: