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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. 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) Focusing primarily on user experience improvements and response formatting
C) Maintaining data privacy and minimizing security risks from external services
D) Maximizing scalability by deploying larger cloud-based LLM clusters

2. What is a hallucination in LLM outputs?

A) A transient network failure during inference
B) A systematic preference learned from data
C) A logical mistake in multi-step deduction
D) Generation of factually incorrect content for the task

3. Which concept refers to breaking text into smaller units for processing by LLMs?

A) Transformer
B) Context Window
C) Tokenization
D) Embeddings

4. Which statement BEST contrasts interaction style and scope?

A) Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
B) Both are identical aside from UI theme.
C) Chatbots require API integration; LLM apps do not.
D) Chatbots enable conversational interactions; LLM apps provide capabilities for defined test 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) Malicious code generation
B) Data exfiltration
C) Data poisoning
D) Request manipulation

Solutions: