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GitHub Certification
GitHub-Copilot Exam
GitHub.GitHub-Copilot.v2026-10-17.q54 Dumps

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Question 36

What is a likely effect of GitHub Copilot being trained on commonly used code patterns?

A.Suggest homogeneous solutions if provided a diverse data set.
B.Suggest innovative coding solutions that are not yet popular.
C.Suggest code snippets that reflect the most common practices in the training data.
D.Suggest completely novel projects, while reducing time on a project.

Correct Answer: C

GitHub Copilot is likely to suggest code snippets that reflect common practices in its training data, as it learns from frequently used patterns.

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Question 37

Which of the following principles are most closely aligned with ethical AI practices? (Select THREE)

A.Ensuring transparency in AI decision-makingright
B.Prioritizing user Privacy and Securityright
C.Prioritizing speed over security to maximize revenue generation
D.Avoiding manual review of AI-generated outputs
E.Promoting Fairness and minimizing bias in AI modelsright

Correct Answer: A,B,E

TRANSPARENCY is a key component of ethical AI. It ensures stakeholders can trace how AI makes decisions and be accountable for suggestions that it generates.
PRIVACY and SECURITY are essential for protecting the sensitive user information and ensuring AI systems are secure and also respects the user's privacy.
Promoting FAIRNESS and reducing bias helps prevent discrimination and welcomes people from all groups of society without considering any kind of differentiators.
Reference:
https://learn.microsoft.com/en-us/training/modules/responsible-ai-with-github-copilot/3-six-principles-of-responsible-ai

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Question 38

Which GitHub Copilot plan could an Azure DevOps organization use without requiring a GitHub Enterprise license?

A.GitHub Copilot Enterprise
B.GitHub Copilot for Azure DevOps
C.Copilot Teams
D.GitHub Copilot Individual

Correct Answer: B

The GitHub Copilot Business plan (branded for use with Azure DevOps) works on any DevOps platform - including Azure DevOps - without needing a GitHub Enterprise Cloud subscription. This lets organizations use Copilot's AI assistance in their existing Azure DevOps workflows without purchasing a GitHub Enterprise license.

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Question 39

Which of the following scenarios best describes the intended use of GitHub Copilot Chat as a tool?

A.A complete replacement for developers generating code.
B.A productivity tool that provides suggestions, but relying on human judgment.
C.A solution for software development, requiring no additional input or oversight.
D.A tool solely designed for debugging and error correction.

Correct Answer: B

GitHub Copilot Chat is designed to be a productivity enhancer, not a replacement for human developers. It provides suggestions and assists with coding tasks, but the final decision and validation always rest with the developer. Copilot Chat is meant to augment the developer's workflow, making it faster and more efficient, but it does not remove the need for human oversight and judgment.

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Question 40

What two options navigate to configure duplicate detection? Each correct answer presents part of the solution. (Choose two.)

A.Organization settings → Copilot → Policies
B.Enterprise settings → Copilot → Policies
C.Repository settings → Copilot → Policies
D.User settings → Copilot → Policies

Correct Answer: A,B

Organization‑ and enterprise‑level Copilot policies (including duplicate‑detection settings) live under Copilot → Policies in both the GitHub Organization Settings and the Enterprise Settings.

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