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

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

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

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

4. Which statement BEST differentiates an LLM-powered test infrastructure from a traditional chatbot system used in testing?

A) It focuses primarily on visual dashboards and user navigation features
B) It provides fixed responses from predefined rule sets and scripts
C) It produces scripted conversational responses similar to traditional bots
D) It dynamically generates test insights using contextual information

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

Solutions: