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ISQI CT-GenAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Deploying and Integrating GenAI in Test Organisations | 15% | - Measuring value and continuous improvement - Strategy, governance, and adoption roadmap - Roles, skills, and team readiness |
| LLM-Powered Test Infrastructure | 10% | - AI agents and integration with test tools - RAG, fine-tuning, and model adaptation - Architecture and deployment considerations |
| Managing Risks of Generative AI in Software Testing | 25% | - Data privacy, security, and compliance concerns - Hallucinations, bias, inaccuracy, and consistency risks - Validation, verification, and mitigation strategies |
| 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 |
| Introduction to Generative AI for Software Testing | 15% | - Use cases across the testing lifecycle - Capabilities and limitations relevant to testing - Core concepts: Generative AI, LLMs, foundation models |
ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:
What are the three key phases in adopting GenAI in a test organization?
- A. Planning; execution; sign-off
- B. Discovery; initiation and usage definition; utilization and iteration
- C. Prototype; pilot; decommission
- D. Training; certification; outsourcing
Correct Answer: B 🗳️
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What does an embedding represent in an LLM?
- A. Tokens grouped into context windows
- B. A set of test cases for validation
- C. Logical rules for reasoning
- D. Numerical vectors capturing semantic relationships
Correct Answer: D 🗳️
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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. Malicious code generation
- C. Data poisoning
- D. Data exfiltration
Correct Answer: D 🗳️
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What is a primary compliance concern related to Shadow AI in organizational test environments?
- A. Automated compliance validation during AI tool deployment
- B. Violation of established data handling and regulatory compliance standards
- C. Failure to update system documentation within the test process
- D. Difficulty in aligning project milestones with business outcomes
Correct Answer: B 🗳️
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You are tasked with applying structured prompting to perform impact analysis on recent code changes. Which of the following improvements would BEST align the prompt with structured prompt engineering best practices for comprehensive impact analysis?
- A. Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
- B. Add a step to review the change log for syntax errors before analysis.
- C. Specify that the role is a test architect specializing in CI/CD pipelines.
- D. Include references to version control systems like Git in the constraints.
Correct Answer: A 🗳️
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