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


2. How do tester responsibilities MOSTLY evolve when integrating GenAI into test processes?

A) Moving from black-box exploratory testing toward exclusively performing code-based white-box checks
B) Replacing existing test coverage validation with automated summary reports generated by AI
C) Shifting from test execution toward reviewing, refining, and validating AI-generated testware
D) Transitioning from manual execution to complete automation with no human oversight


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

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


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


5. Which of the following is NOT a valid form of LLM-driven test data generation?

A) Creating combinatorial data (e.g., pairwise)
B) Setting boundary values
C) Generating synthetic datasets
D) Creating production database backups


Solutions:

Question # 1
Answer: C
Question # 2
Answer: C
Question # 3
Answer: D
Question # 4
Answer: A
Question # 5
Answer: D

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