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

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

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

2. When an organization uses an AI chatbot for testing, what is the PRIMARY LLMOps concern?

A) Maximizing scalability by deploying larger cloud-based LLM clusters
B) Achieving faster responses by reducing model checkpoints and updates
C) Maintaining data privacy and minimizing security risks from external services
D) Focusing primarily on user experience improvements and response formatting

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

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) Add a step to review the change log for syntax errors before analysis.
C) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
D) Include references to version control systems like Git in the constraints.

5. 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 adapts a pre-trained model to a domain using task-specific data
C) It replaces the model's general knowledge entirely and prevents overfitting
D) It enhances relevance to organizational terminology and formats

Solutions: