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ISQI CT-GenAI Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: LLM-Powered Test Infrastructure10%- RAG, fine-tuning, and model adaptation
- AI agents and integration with test tools
- Architecture and deployment considerations
Topic 2: Introduction to Generative AI for Software Testing15%- Core concepts: Generative AI, LLMs, foundation models
- Use cases across the testing lifecycle
- Capabilities and limitations relevant to testing
Topic 3: Prompt Engineering for Effective Software Testing35%- Principles and structure of effective prompts
- Prompt patterns for test design, data generation, automation
- Iterative refinement and evaluation of prompts
Topic 4: Deploying and Integrating GenAI in Test Organisations15%- Roles, skills, and team readiness
- Measuring value and continuous improvement
- Strategy, governance, and adoption roadmap
Topic 5: Managing Risks of Generative AI in Software Testing25%- Data privacy, security, and compliance concerns
- Validation, verification, and mitigation strategies
- Hallucinations, bias, inaccuracy, and consistency risks

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

1. Which technique MOST directly reduces hallucinations by grounding the model in project realities?

A) Use longer temperature settings
B) Randomize prompts each run
C) Rely on generic examples only
D) Provide detailed context


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

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


3. A prompt begins: "You are a senior test manager responsible for risk-based test planning on a payments platform." Which component is this?

A) Constraints
B) Role
C) Instruction
D) Context


4. A prompt section states: "Web checkout module v3.2; focus on coupon application; existing regression suite IDs T-112-T-150; recent defect ID BUG-431." Which component is this?

A) Input data
B) Output format
C) Constraints
D) Instruction


5. An LLM prioritizes tests using likelihood X impact but ranks a trivial tooltip change above a payment failure.
What defect does this MOST LIKELY show?

A) Dataset bias toward UI features
B) No defect; this is acceptable
C) Reasoning error in risk calculation logic
D) Hallucination


Solutions:

Question # 1
Answer: D
Question # 2
Answer: B
Question # 3
Answer: B
Question # 4
Answer: A
Question # 5
Answer: C

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