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ISQI CT-GenAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: LLM-Powered Test Infrastructure | 10% | - RAG, fine-tuning, and model adaptation - Architecture and deployment considerations - AI agents and integration with test tools |
| Topic 2: Deploying and Integrating GenAI in Test Organisations | 15% | - Measuring value and continuous improvement - Strategy, governance, and adoption roadmap - Roles, skills, and team readiness |
| Topic 3: Introduction to Generative AI for Software Testing | 15% | - Use cases across the testing lifecycle - Core concepts: Generative AI, LLMs, foundation models - Capabilities and limitations relevant to testing |
| Topic 4: Prompt Engineering for Effective Software Testing | 35% | - Prompt patterns for test design, data generation, automation - Iterative refinement and evaluation of prompts - Principles and structure of effective prompts |
| Topic 5: Managing Risks of Generative AI in Software Testing | 25% | - Hallucinations, bias, inaccuracy, and consistency risks - Data privacy, security, and compliance concerns - Validation, verification, and mitigation strategies |
ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:
Which statement BEST contrasts interaction style and scope?
- A. Both are identical aside from UI theme.
- B. Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
- C. Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.
- D. Chatbots require API integration; LLM apps do not.
Correct Answer: C 🗳️
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Which concept refers to breaking text into smaller units for processing by LLMs?
- A. Tokenization
- B. Embeddings
- C. Transformer
- D. Context Window
Correct Answer: A 🗳️
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Which competency MOST helps testers steer LLMs to produce useful, on-policy testware?
- A. Mastering prompt engineering
- B. Writing low-level device drivers
- C. Designing custom CPU instructions
- D. Configuring network routers
Correct Answer: A 🗳️
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An attacker sends extremely long prompts to overflow context so the model leaks snippets from its training data. Which attack vector is this?
- A. Request manipulation
- B. Data poisoning
- C. Data exfiltration
- D. Malicious code generation
Correct Answer: C 🗳️
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Which standard specifies requirements for managing AI systems within an organization, supporting consistent GenAI use in testing?
- A. ISO/IEC 23053:2022
- B. EU AI Act
- C. NIST AI RMF 1.0
- D. ISO/IEC 42001:2023
Correct Answer: D 🗳️
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