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GitHub GitHub-Copilot Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Developer Use Cases for AI14%–20%- Code generation and completion
- Refactoring, documentation, and testing
- Integration with IDEs and workflows
Topic 2: How GitHub Copilot Works and Handles Data10%–15%- Context collection and privacy controls
- Data processing, retention, and usage policies
- Architecture and underlying technology
Topic 3: Prompt Crafting and Prompt Engineering9%–15%- Designing effective prompts
- Iterative improvement and context management
Topic 4: Testing with GitHub Copilot9%–15%- Generating tests and validation
- Verifying output quality and correctness
Topic 5: GitHub Copilot Plans and Features25%–31%- Feature comparison and capabilities
- Configuration and settings
- Free, Pro, Business, Enterprise plans
Topic 6: Privacy Fundamentals and Context Exclusions15%–20%- Protecting sensitive information
- Configuring context exclusion rules
Topic 7: Responsible AI7%–20%- Legal and compliance considerations
- Ethical and safe use of AI tools

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GitHub CopilotCertification Exam Sample Questions (Q103-Q108):

NEW QUESTION # 103
When using GitHub Copilot to identify missing tests in your codebase, which of the following is the most important factor to consider?

Answer: C

Explanation:
GitHub Copilot needs the relevant code and test files in its context window to spot where tests are missing - without that context, it can't accurately identify gaps.


NEW QUESTION # 104
How does GitHub Copilot identify matching code and ensure that public code is appropriately handled or blocked? Each correct answer presents part of the solution. (Choose two.)

Answer: B,D

Explanation:
Copilot includes a duplication‑detection filter that checks generated snippets against a corpus of public code to detect verbatim matches and avoid suggesting them.
When the "Block suggestions matching public code" setting is enabled, any suggestion that exceeds a similarity threshold with public repository code is suppressed before reaching the user.


NEW QUESTION # 105
What is the correct way to exclude specific files from being used by GitHub Copilot Business during code suggestions?

Answer: D

Explanation:
The correct way to exclude files is through the GitHub Copilot settings in the user interface, which allows administrators to specify files and directories to be ignored.


NEW QUESTION # 106
Which of the following are true about code suggestions? Each correct answer presents part of the solution. (Choose two.)

Answer: B,E

Explanation:
You can use keyboard shortcuts (e.g., Tab or Ctrl+→) to accept the next word (or token) of an inline suggestion.
When you request alternative completions, Copilot opens them in the Copilot pane (a new editor tab) where you can browse and insert the option you prefer.


NEW QUESTION # 107
What is the primary purpose of organization audit logs in GitHub Copilot Business?

Answer: D

Explanation:
Organization audit logs in Copilot Business record administrator actions - such as policy changes and seat assignments - so you can review and verify who made what changes within your organization.


NEW QUESTION # 108
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