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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 -> iii -> i -> ii
D) iv -> i -> iii -> ii

2. 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) Specify that the role is a test architect specializing in CI/CD pipelines.
C) Add a step to review the change log for syntax errors before analysis.
D) Include references to version control systems like Git in the constraints.

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

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

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

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

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

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

Solutions: