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Advanced examination information

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

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

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

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

4. What does an embedding represent in an LLM?

A) A set of test cases for validation
B) Numerical vectors capturing semantic relationships
C) Logical rules for reasoning
D) Tokens grouped into context windows

5. What is a primary compliance concern related to Shadow AI in organizational test environments?

A) Difficulty in aligning project milestones with business outcomes
B) Failure to update system documentation within the test process
C) Automated compliance validation during AI tool deployment
D) Violation of established data handling and regulatory compliance standards

Solutions: