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ISQI CT-GenAI Exam Syllabus Topics:

SectionWeightObjectives
Testing Activities for Generative AI30%- Requirements-Based Testing
  • 1. Non-functional requirements for AI-based systems
  • 2. Functional requirements for AI-based systems
  • 3. AI-related quality requirements
- Prompt-Based Testing
  • 1. Test data creation with GenAI
  • 2. Prompt engineering basics
  • 3. Test case design using prompts
- Model and Output Evaluation
  • 1. Output correctness and quality assessment
  • 2. Checkpoint testing
  • 3. Human evaluation methods
  • 4. Metamorphic testing
  • 5. Automated evaluation methods
- Traceability and Documentation
  • 1. Test coverage of AI model components
  • 2. Documentation requirements for AI testing
Tools for Testing Generative AI20%- Testing Tools Overview
  • 1. Selecting appropriate tools for specific testing needs
  • 2. Categories of GenAI testing tools
- Using Tools for Common Testing Activities
  • 1. Security testing tools
  • 2. Simulation and monitoring tools
  • 3. Prompt testing tools
  • 4. Model evaluation tools
Risks and Testing Challenges for Generative AI30%- Quality Risks Specific to Generative AI
  • 1. Incorrect or fabricated outputs (hallucinations)
  • 2. Dependency on external components
  • 3. Inconsistent responses across runs
  • 4. Offensive, harmful, or biased content
  • 5. Inappropriate output for the context
  • 6. Input sensitivity (prompt brittleness)
- Testing Challenges for Generative AI
  • 1. Ethical testing concerns
  • 2. Test oracle problem
  • 3. Coverage challenges
  • 4. Non-deterministic output behavior
  • 5. Complexity of the AI component
  • 6. Subjectivity of quality assessment
  • 7. Regulatory and compliance considerations
Fundamentals of Generative AI20%- Generative AI Concepts
  • 1. Emergent capabilities and limitations
  • 2. Model types (Base, Instruction-tuned, RAG)
  • 3. AI model behavior
  • 4. Training data and context windows
  • 5. Hallucinations
  • 6. Alignment and guardrails
- AI Development Lifecycle
  • 1. Data collection, preparation, and curation
  • 2. Deployment and monitoring
  • 3. Evaluation
  • 4. Model training and fine-tuning
- AI Terminology
  • 1. Machine Learning (ML)
  • 2. Generative AI (GenAI)
  • 3. Tokens and prompts
  • 4. Deep Learning
  • 5. Artificial Intelligence (AI)
  • 6. Large Language Models (LLMs)
  • 7. Transformer architecture

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

1. Which standard specifies requirements for managing AI systems within an organization, supporting consistent GenAI use in testing?

A) ISO/IEC 23053:2022
B) NIST AI RMF 1.0
C) ISO/IEC 42001:2023
D) EU AI Act


2. Your team needs to generate 500 API test cases for a REST API with 50 endpoints. You have documented 10 exemplar test cases that follow your organization's standard format. You want the LLM to generate test cases following the pattern demonstrated in your examples. Which of the following prompting techniques is BEST suited to achieve your goal in this scenario?

A) Meta prompting
B) Prompt chaining
C) Few-shot prompting
D) Zero-shot prompting


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

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


4. The model flags anomalies in logs and also proposes partitions for input validation tests. Which metrics BEST evaluate these two outcomes together?

A) Time efficiency for anomaly detection and accuracy for coverage of valid/invalid partitions
B) Diversity for anomaly identification and precision for partitions
C) Precision for anomaly identification and recall for coverage of valid/invalid partitions
D) Accuracy for anomaly detection and Precision for coverage of valid/invalid partitions


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

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


Solutions:

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

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