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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 AI approach requires feature engineering and structured data preparation?

A) Generative AI
B) Symbolic AI
C) Classical Machine Learning
D) Deep Learning

2. What distinguishes an LLM-powered agent from a basic AI chatbot in test processes?

A) Ability to trigger automated actions beyond conversation
B) Use of a conversational tone and improved response personalization
C) Reliance on predefined templates to generate short, factual answers
D) Ability to respond to prompts without explicit user instructions

3. Which setting can reduce variability by narrowing the sampling distribution during inference?

A) Increasing learning rate
B) Using a larger context window
C) Lowering temperature
D) Increasing temperature

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

5. Which statement BEST describes vision-language models (VLMs)?

A) VLMs are a superset of multimodal LLMs.
B) VLMs are a subset of multimodal LLMs integrating visual and textual information.
C) VLMs process audio and video but not images.
D) VLMs are unrelated to multimodal LLMs and focus only on UI automation.

Solutions: