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

1. 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) Transitioning from manual execution to complete automation with no human oversight
D) Shifting from test execution toward reviewing, refining, and validating AI-generated testware

2. In the context of software testing, which statements (i-v) about foundation, instruction-tuned, and reasoning LLMs are CORRECT?
i. Foundation LLMs are best suited for broad exploratory ideation when test requirements are underspecified.
ii. Instruction-tuned LLMs are strongest at adhering to fixed test case formats (e.g., Gherkin) from clear prompts.
iii. Reasoning LLMs are strongest at multi-step root-cause analysis across logs, defects, and requirements.
iv. Foundation LLMs are optimal for strict policy compliance and template conformance.
v. Instruction-tuned LLMs can follow stepwise reasoning without any additional training or prompting.

A) i, ii, iii (Duplicate entry in original source)
B) i, ii, iii
C) i, iii, v
D) ii, iii, iv

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

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

4. 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) Constraints
B) Input data
C) Output format
D) Instruction

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

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

Solutions: