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The second format is web-based GitHub-Copilot practice exam and can be accessed through browsers and candidates can take it online. The students don’t need to install or use any plugins or software to attempt the web-based practice exam. The third and last form is the GitHub GitHub-Copilot desktop practice test software that can be used from Windows computers. Candidates that have Windows laptops or computers can take the GitHub-Copilot practice exam efficiently.

GitHub GitHub-Copilot Exam Syllabus Topics:

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

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GitHub CopilotCertification Exam Sample Questions (Q130-Q135):

NEW QUESTION # 130
How can GitHub Copilot be limited when it comes to suggesting unit tests?

A. GitHub Copilot's limitations in generating unit tests can vary based on the IDE version you are using.
B. GitHub Copilot primarily suggests basic unit tests that focus on core functionalities, often requiring additional input from developers for comprehensive coverage.
C. GitHub Copilot can handle any complexity in code and automatically generate appropriate unit tests.
D. GitHub Copilot can generate all types of unit tests, including those for edge cases and complex integration scenarios.

Answer: B

Explanation:
GitHub Copilot often suggests basic unit tests and may not cover all edge cases or complex integration scenarios, requiring developers to supplement its suggestions.

NEW QUESTION # 131
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.)

A. Implementing safeguards to detect and avoid suggesting verbatim snippets from public code
B. Filtering out suggestions that match code from public repositories
C. Reviewing and storing user-specific private repository data for future suggestions
D. Using machine learning models trained only on private repositories

Answer: A,B

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 # 132
How does GitHub Copilot Enterprise assist in code reviews during the pull request process?
(Select two.)

A. It can validate the accuracy of the changes in the pull request.
B. It can answer questions about the changeset of the pull request.
C. It generates a prose summary and a bulleted list of key changes for pull requests.
D. It automatically merges pull requests after an automated review.

Answer: B,C

Explanation:
GitHub Copilot Enterprise assists in code reviews by generating summaries of pull requests and answering questions about the changes made.

NEW QUESTION # 133
What configuration needs to be set to get help from Microsoft and GitHub protecting against IP infringement while using GitHub Copilot?

A. Enable GitHub Copilot license checking
B. Suggestions matching public code to 'blocked'
C. You need to check code suggestions yourself before accepting
D. Enforce blocking of MIT or GPL licensed code

Answer: B

Explanation:
To help protect against IP infringement, you need to configure GitHub Copilot to block suggestions that match public code. This ensures that the generated code is not directly copied from publicly available sources.

NEW QUESTION # 134
What are the effects of content exclusions? (Each correct answer presents part of the solution.
Choose two.)

A. The excluded content is no longer used while debugging the code.
B. The IDE will not count coding suggestions in the excluded content.
C. GitHub Copilot suggestions are no longer available in the excluded files.
D. The excluded content is not directly available to GitHub Copilot to use as context.

Answer: C,D

Explanation:
Content exclusions prevent GitHub Copilot from using the excluded content as context and stop suggestions from being generated in those files.

NEW QUESTION # 135
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