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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. Which competency MOST helps testers steer LLMs to produce useful, on-policy testware?

A) Designing custom CPU instructions
B) Mastering prompt engineering
C) Writing low-level device drivers
D) Configuring network routers

2. Which option BEST differentiates the three prompting techniques?

A) Few-shot = no examples; Chaining = single prompt; Meta = disable iteration
B) Chaining = give examples; Few-shot = break tasks; Meta = manual edits only
C) Meta = step decomposition; Chaining = zero-shot only; Few-shot = manual optimization
D) Few-shot = examples; Chaining = multi-step prompts; Meta = model helps draft/refine prompts

3. What is a hallucination in LLM outputs?

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

4. What BEST protects sensitive test data at rest and in transit?

A) Rely on obfuscation instead of encryption
B) Disable TLS and rely on VPN only
C) Use public file shares with read-only links
D) Enforce role-based access controls

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

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

Solutions: