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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. You must use GenAI to perform test analysis on a payments module with finalized requirements: (1) generate test conditions, (2) prioritize by risk, (3) check coverage gaps. Which sequence best applies prompt chaining?

A) Generate prioritized conditions in one shot -> verify coverage
B) Detect requirement defects -> generate conditions -> prioritize
C) Generate conditions -> prioritize by risk -> map to requirements to find gaps
D) Prioritize requirements -> generate conditions -> review defects

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

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

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

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

4. You are tasked with applying structured prompting to perform impact analysis on recent code changes. Which of the following improvements would BEST align the prompt with structured prompt engineering best practices for comprehensive impact analysis?

A) Specify that the role is a test architect specializing in CI/CD pipelines.
B) Include references to version control systems like Git in the constraints.
C) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
D) Add a step to review the change log for syntax errors before analysis.

5. Which consideration BEST aligns LLM choice with organizational goals in a GenAI testing strategy?

A) Select models with maximum vendor visibility and strong online presence to ensure reliability
B) Select open-source models prioritizing creativity over compliance or performance consistency
C) Select LLMs aligned to measurable test outcomes, compatible with current infrastructure
D) Select broad-coverage models offering diverse functionalities for various test scenarios

Solutions: