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GitHub GitHub-Copilot Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Configure Privacy, Exclusions, Safeguards	10-15%	- Agent permissions, content exclusions, org policies
Topic 2: Responsible AI	15-20%	- Ethics, validation, bias mitigation, transparency
Topic 3: Improve Developer Productivity	10-15%	- Agent workflows, productivity, SDLC integration
Topic 4: Apply Prompt Engineering and Context	10-15%	- Model-specific prompting, context files, best practices
Topic 5: GitHub Copilot Features	25-30%	- Multi-model, Agent Mode, Mission Control, BYOK
Topic 6: Understand GitHub Copilot Data and Architecture	10-15%	- Pipeline, MCP, context gathering, data handling

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GitHub CopilotCertification Exam Sample Questions (Q105-Q110):

NEW QUESTION # 105
An Organization wants to adopt GitHub Copilot to support their developer in writing code. Which of the following statements best describes the responsible AI operation?

A. Implementing a human code review process to ensure accountability and security checks alongside Copilot-generated coderight
B. Disabling manual intervention to completely make the development cycle automated
C. Enabling Copilot to commit the code directly into the prod branch without the developer's interference to increase ops speed
D. Relying solely on Copilot to write unit tests

Answer: A

Explanation:
Responsible AI operation involves transparency, oversight, and security. By enforcing human review and applying security best practices, teams can ensure responsible AI operation and Accountability.
Reference:
https://learn.microsoft.com/en-us/training/modules/responsible-ai-with-github-Copilot/5-summary?ns-enrollment-type=learningpath&ns-enrollment-id=learn.github-Copilot

NEW QUESTION # 106
What is the correct way to access the audit log events for GitHub Copilot Business?

A. Navigate to the Insights tab in the repository settings
B. Use the Audit log section in the organization's GitHub settings
C. Use the Code tab in the GitHub repository
D. Navigate to the Security tab in the organization's GitHub settings

Answer: B

Explanation:
Audit log events for GitHub Copilot Business can be accessed through the Audit log section within the organization's GitHub settings. This log provides a record of activities related to Copilot usage and configuration.

NEW QUESTION # 107
If you are working on open source projects, GitHub Copilot Individual can be paid:

A. Through an Azure Subscription
B. Copilot Individual is a free service for all open source projects
C. Based on the payment method in your user profile
D. Through an invoice or a credit card

Answer: C

NEW QUESTION # 108
Which of the following is the correct way to access the audit log events for GitHub Copilot Business?

A. Navigate to the Insights tab in the repository settings
B. Use the Audit log section in the organization's GitHub settings
C. Use the Code tab in the GitHub repository
D. Navigate to the Security tab in the organization's GitHub settings

Answer: B

NEW QUESTION # 109
Which of the following statements correctly describes how GitHub Copilot Individual uses prompt data? Each correct answer presents part of the solution. (Choose two.)

A. Prompt data is used to train machine learning models for better code suggestions.
B. Prompt data is used internally by GitHub for improving the search engine.
C. Real-time user input helps generate context-aware code suggestions.
D. Prompt data is stored unencrypted for faster processing.

Answer: A,C

Explanation:
Copilot uses your real‑time input (the prompt and surrounding code) to generate relevant, context
‑aware suggestions on the fly.
Under the Individual plan, unless you opt out, your prompts and accepted suggestions are fed back into GitHub's model‑training pipeline to improve future code completions.

NEW QUESTION # 110
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