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GitHub GitHub-Copilot Exam Syllabus Topics:

Section	Weight	Objectives
GitHub Copilot Data, Privacy, and Architecture		- Data handling and privacy safeguards 1. Content exclusions and enterprise controls 2. Data usage and retention considerations
Prompt Engineering and Context Crafting		- Effective prompting techniques 1. Zero-shot and few-shot prompting 2. Context optimization for code generation
Responsible AI	7%	- Explain responsible usage of AI 1. Risks and limitations of generative AI 2. Ethical AI practices and mitigation of harm 3. Bias, privacy, security, and transparency considerations 4. Validating AI-generated output
Developer Productivity with Copilot		- Workflow optimization 1. Using Copilot in IDE workflows 2. Debugging and code completion enhancement
GitHub Copilot Plans and Features	31%	- Copilot plans comparison 1. Copilot Individual vs Business vs Enterprise 2. IDE integration and Copilot Chat usage - Core Copilot features 1. Chat-based assistance 2. CLI and multi-suggestion workflows 3. Inline code suggestions

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GitHub CopilotCertification Exam Sample Questions (Q59-Q64):

NEW QUESTION # 59
What is a limitation of content exclusions?

A. Content exclusions can only be configured by an enterprise administrator.
B. Repository administrators and organization owners cannot manage content exclusion settings.
C. Content exclusions can be worked around as it is only available for Git repositories.
D. Content exclusions are only available in the GitHub Copilot Individual plan.

Answer: C

Explanation:
A limitation is that content exclusions are only available for Git repositories, meaning they can be worked around if content is accessed through other means.

NEW QUESTION # 60
How do you generate code suggestions with GitHub Copilot in the CLI?

A. Type out the code snippet -> Use the copilot refine command to enhance it -> Review the suggested command.
B. Write code comments -> Press the suggestion shortcut -> Select the best suggestion from the list.
C. Describe the project's architecture -> Use the copilot generate command -> Accept the generated suggestion.
D. Use 'gh copilot suggest' -> Write the command you want -> Select the best suggestion from the list.

Answer: D

Explanation:
In the terminal you invoke Copilot with the GitHub CLI by running gh copilot suggest, then enter your natural‑language request and choose from the list of command suggestions it returns.

NEW QUESTION # 61
What GitHub Copilot feature can be configured at the organization level to prevent GitHub Copilot suggesting publicly available code snippets?

A. GitHub Copilot Chat in the IDE
B. GitHub Copilot Chat in GitHub Mobile
C. GitHub Copilot duplication detection filter
D. GitHub Copilot access to Bing

Answer: C

Explanation:
The duplication detection filter can be configured at the organization level to prevent GitHub Copilot from suggesting publicly available code snippets.

NEW QUESTION # 62
Which Copilot Individual features are available when using a supported extension for Visual Studio, VS Code, or JetBrains IDEs? (Each correct answer presents part of the solution. Choose two.)

A. Chat
B. Code suggestions
C. Knowledge Base
D. Pull Request Diff Analysis

Answer: A,B

NEW QUESTION # 63
How does GitHub Copilot Chat ensure that a function works correctly?

A. By writing the implementation code for the function.
B. By suggesting assertions based on the code's context and semantics.
C. By automatically writing all the tests for the function.
D. By executing the test cases to validate the correctness of the code.

Answer: B

Explanation:
GitHub Copilot Chat can suggest assertions based on the code's context and semantics to help developers verify the correctness of their functions. These assertions serve as checks that the function behaves as expected under various conditions.

NEW QUESTION # 64
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