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ISQI CT-GenAI Exam Syllabus Topics:

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

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

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

2. A prompt begins: "You are a senior test manager responsible for risk-based test planning on a payments platform." Which component is this?

A) Role
B) Context
C) Constraints
D) Instruction

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

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

4. A tester uploads crafted images that steer the LLM into validating non-existent acceptance criteria. Which attack vector is this?

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

5. What does an embedding represent in an LLM?

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

Solutions: