2026 GitHub GitHub-Copilot: GitHub CopilotCertification Exam High Hit-Rate Latest Exam Topics

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| Topic | Details |
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| Topic 1 | - Privacy Fundamentals and Context Exclusions: This section of the exam measures skills of Cybersecurity Specialists and Compliance Officers and covers privacy safeguards and content exclusion settings in GitHub Copilot. It explains how Copilot can identify security vulnerabilities, suggest optimizations, and enforce secure coding practices. It also includes details on content ownership, data filtering mechanisms, and exclusion configurations. The section concludes with troubleshooting guidelines for managing context exclusions and ensuring compliance with organizational security policies.
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| Topic 2 | - GitHub Copilot Plans and FeaturesThis section of the exam measures the skills of Software Engineers and IT Administrators and covers different GitHub Copilot plans, including Individual, Business, and Enterprise editions. It explains the integration of GitHub Copilot within IDEs and discusses key features such as inline chat, multiple suggestions, and exception handling. The section details the policies for managing GitHub Copilot within organizations, including auditing logs and API management. It also highlights advanced functionalities like knowledge bases for improved code quality and best practices for Copilot Chat usage.
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| Topic 3 | - Developer Use Cases for AI: This section of the exam measures skills of Full-Stack Developers and Cloud Engineers and covers how AI enhances developer productivity across various tasks such as learning new programming languages, debugging, writing documentation, and refactoring code. It discusses how GitHub Copilot integrates with the Software Development Lifecycle (SDLC) and its role in modernizing legacy applications. It also highlights the use of AI for personalized responses, sample data generation, and improving overall efficiency in software development.
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| Topic 4 | - Responsible AI: This section of the exam measures the skills of AI Ethics Analysts and AI Developers and covers the principles of responsible AI usage, the risks associated with AI, and the limitations of generative AI tools. It includes the importance of validating AI-generated outputs and operating AI systems responsibly. It also explores potential harms such as bias, privacy concerns, and fairness issues, along with methods to mitigate these risks. The ethical considerations of AI development and deployment are also discussed.
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| Topic 5 | - Testing with GitHub Copilot: This section of the exam measures skills of QA Engineers and Test Automation Specialists and covers AI-assisted testing methodologies, including the generation of unit tests, integration tests, and edge case detection. It explains how GitHub Copilot improves test effectiveness by suggesting relevant assertions and boilerplate test cases. The section also discusses privacy considerations, organizational code suggestion settings, and best practices for configuring GitHub Copilot’s testing features.
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>> Latest GitHub-Copilot Exam Topics <<
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GitHub CopilotCertification Exam Sample Questions (Q119-Q124):
NEW QUESTION # 119
Which GitHub Copilot plan allows for prompt and suggestion collection?
- A. GitHub Copilot Business
- B. GitHub Copilot Enterprise
- C. GitHub Copilot Codespace
- D. GitHub Copilot Individuals
Answer: B
Explanation:
GitHub Copilot Enterprise allows for prompt and suggestion collection, enabling organizations to analyze and improve their usage of the tool.
NEW QUESTION # 120
Which of the following GitHub Copilot Business related activities can be tracked using the organization audit logs?
- A. Suggestions blocked by duplication detection filtering
- B. Changes to content exclusion settings
- C. Code suggestions made by GitHub Copilot
- D. Accepted chat suggestions
Answer: B
NEW QUESTION # 121
Why is code reviewing still necessary when using GitHub Copilot to write tests?
- A. Because GitHub Copilot can cover all possible scenarios in your test cases.
- B. Because GitHub Copilot replaces the need for manual testing.
- C. Because GitHub Copilot generates the best code possible for the test scenario.
- D. Because GitHub Copilot's generated test cases may not cover all possible scenarios.
Answer: D
Explanation:
Code review is necessary because GitHub Copilot's generated test cases might not cover all possible scenarios, especially edge cases and complex interactions.
NEW QUESTION # 122
In what ways can GitHub Copilot contribute to the design phase of the Software Development Life Cycle (SDLC)?
- A. GitHub Copilot can independently create a complete software design.
- B. GitHub Copilot can suggest design patterns and best practices relevant to the project.
- C. GitHub Copilot can manage design team collaboration and version control.
- D. GitHub Copilot can generate user interface (UI) prototypes without prompting.
Answer: B
Explanation:
During the design phase, Copilot can recommend relevant design patterns and industry best practices based on your code context and comments, helping you make more informed architectural decisions.
NEW QUESTION # 123
What specific function does the '/fix' slash command perform?
- A. Proposes changes for detected issues, suggesting corrections for syntax errors and programming mistakes.
- B. Converts pseudocode into executable code, optimizing for readability and maintainability.
- C. Initiates a code review with static analysis tools for security and logic errors.
- D. Generates new code snippets based on language syntax and best practices.
Answer: A
Explanation:
The /fix command tells Copilot to examine the selected code, identify syntax or logic issues, and propose corrections - streamlining the process of fixing errors directly in your editor.
NEW QUESTION # 124
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