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

1. You must generate test cases for a new payments rule. The system includes API specifications stored in a vector database and prior tests in a relational database. Which of the following sequences BEST represents the correct order for applying a Retrieval-Augmented Generation (RAG) workflow?
i. Retrieve semantically similar specification chunks from the vector database ii. Feed both retrieved datasets as context for the LLM to generate new test cases iii. Retrieve relevant historical cases from the relational database iv. Submit a focused query describing the new test requirement

A) iii -> iv -> i -> ii
B) i -> iv -> iii -> ii
C) iv -> i -> iii -> ii
D) iv -> iii -> i -> ii

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

4. What is a key data-related aspect when defining a GenAI strategy for testing?

A) Aggregate data from all available organizational repositories without filtration
B) Prioritize accurate and relevant input data secured through defined quality procedures
C) Use only auto-generated synthetic data to avoid dependency on enterprise repositories
D) Neglect legacy data sources as they provide limited immediate relevance to testing tasks

5. An attacker sends extremely long prompts to overflow context so the model leaks snippets from its training data. Which attack vector is this?

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

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