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

1. 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) Instruction
D) Constraints

2. An LLM prioritizes tests using likelihood X impact but ranks a trivial tooltip change above a payment failure.
What defect does this MOST LIKELY show?

A) No defect; this is acceptable
B) Reasoning error in risk calculation logic
C) Dataset bias toward UI features
D) Hallucination

3. Which competency MOST helps testers steer LLMs to produce useful, on-policy testware?

A) Configuring network routers
B) Mastering prompt engineering
C) Writing low-level device drivers
D) Designing custom CPU instructions

4. Which statement about fine-tuning for test tasks is INCORRECT?

A) It can be applied to smaller SLMs to improve task performance with lower compute
B) It replaces the model's general knowledge entirely and prevents overfitting
C) It enhances relevance to organizational terminology and formats
D) It adapts a pre-trained model to a domain using task-specific data

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

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

Solutions: