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GitHub GitHub-Copilot Exam Syllabus Topics:

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

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GitHub CopilotCertification Exam Sample Questions (Q98-Q103):

NEW QUESTION # 98
When using GitHub Copilot Chat to generate boilerplate code for various test types, how can you guide the AI to follow the testing standards of your company?

A. By using a specific slash command in the prompt.
B. By using a specific command in the terminal.
C. By using specific prompt examples in your chat request.
D. By using a specific setting in GitHub Copilot's configuration.

Answer: C

Explanation:
Providing concrete examples of your company's test structure and standards within the prompt steers Copilot Chat to generate boilerplate that aligns with your guidelines.

NEW QUESTION # 99
How does GitHub Copilot assist developers in reducing the amount of manual boilerplate code they write?

A. By engaging in real-time collaboration with multiple developers to write boilerplate code.
B. By refactoring the entire codebase to eliminate boilerplate code without developer input.
C. By suggesting code snippets that can be reused across different parts of the project.
D. By predicting future coding requirements and pre-emptively generating boilerplate code

Answer: C

Explanation:
GitHub Copilot identifies repetitive patterns and offers ready‑to‑use code snippets - such as class definitions, CRUD operations, or setup routines - so you don't have to write the same boilerplate from scratch.

NEW QUESTION # 100
As a developer who is evaluating the efficiency of GitHub Copilot in generating accurate code across different problem domains. During your R&D, you want to consider the limitations of GenAI tools like Copilot. Which of the following options best describes a core limitation?

A. Copilot reduces the need for STLC and code reviews
B. Copilot may return output that reflects bias or inaccurate info because of its training dataright
C. Copilot always generates error-free code across all languages
D. Copilot can only be used offline without internet access

Answer: B

Explanation:
Copilot is trained on a vast amount of data, which is publicly available; this data may include the biased, outdated, or incorrect practices of code implementation. This typically highlights a key concern in Responsible AI.
References:
https://learn.microsoft.com/en-us/training/modules/responsible-ai-with-github-Copilot/2-manage-ai-risks

NEW QUESTION # 101
What role does chat history play in GitHub Copilot's code suggestions?

A. Chat history is irrelevant to GitHub Copilot and does not affect its functionality.
B. Chat history is used to train the GitHub Copilot model in real-time.
C. Chat history is stored and shared with other users to enhance collaboration.
D. Chat history provides context to GitHub Copilot, improving the relevance and accuracy of its code suggestions.

Answer: D

Explanation:
Chat history provides valuable context to GitHub Copilot, helping it generate more relevant and accurate code suggestions based on previous interactions and conversations.

NEW QUESTION # 102
Which of the following steps correctly demonstrates how to establish an organization-wide policy for GitHub Copilot Business to restrict its use to certain repositories?

A. Create a copilot.policy file in each repository
B. Apply policies through the GitHub Actions configuration
C. Configure the policies in the organization settings
D. Create a copilot.policy in the .github repository

Answer: C

Explanation:
Organization-wide Copilot Business policies are set up in your GitHub organization's settings, where you can specify exactly which repositories are allowed or blocked for Copilot access.

NEW QUESTION # 103
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