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Microsoft GH-300 Exam Overview:
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| Topic | Details |
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| Topic 1 | - Domain 4: Prompt Crafting and Prompt Engineering This section measures skills of Software Developers and AI Interaction Designers in effectively crafting prompts to optimize Copilotโs output. It reviews foundational concepts such as prompt components, the role of language in prompting, zero-shot vs. few-shot prompting, and how chat history influences responses. Best practices and engineering principles for prompt design and training methods are also covered.
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| Topic 2 | - Privacy Fundamentals and Context Exclusions: This domain focuses on Security Engineers and Compliance Officers and addresses improving code quality with Copilotโs test suggestions and security optimizations. It covers identification of security vulnerabilities, performance enhancements, and privacy features like content exclusions at repository and organization levels with explanation of their limitations. Candidates learn about safeguarding mechanisms such as duplication detection, contractual protections, security checks, and troubleshooting guide for common Copilot issues including context exclusions and suggestion gaps.
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| Topic 3 | - Domain 6: Testing with GitHub Copilot: This section measures abilities of QA Engineers and Test Automation Specialists to use Copilot for test generation, including unit and integration tests. It explains how Copilot can identify edge cases and assist in writing assertions. The domain also covers different Copilot subscription SKUs, privacy considerations, organizational code suggestion settings, and configuration files related to Copilot.
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Microsoft GitHub Copilot Sample Questions (Q120-Q125):
NEW QUESTION # 120
What method can be used to interact with GitHub Copilot?
- A. From a watch window in an IDE debug session
- B. By using chat capabilities in NeoVim
- C. From a web browser at https://github.copilot.com
- D. By using a properly configured GitHub CLI
Answer: B
Explanation:
GitHub Copilot is an AI-powered code completion tool that integrates directly into supported Integrated Development Environments (IDEs) and code editors, such as Visual Studio Code, JetBrains IDEs, NeoVim, and others. Developers interact with it through their coding environment, where it provides real-time code suggestions, autocompletions, and (in some cases) chat-like capabilities via extensions or plugins (e.g., GitHub Copilot Chat in supported editors).
Evaluation of Options:
A). By using a properly configured GitHub CLI
The GitHub CLI (Command Line Interface) is a tool for interacting with GitHub repositories and workflows from the terminal, but it is not a method for interacting with GitHub Copilot. Copilot operates within code editors/IDEs, not through the CLI. Incorrect.
B). By using chat capabilities in NeoVim
This is partially correct. GitHub Copilot can be used in NeoVim with the appropriate plugin (e.g., the Copilot.vim plugin), and GitHub Copilot Chat-a feature that allows conversational interaction-may also be available depending on the setup and version. However, "chat capabilities in NeoVim" alone is not the primary or standard way to describe Copilot interaction, as it's more about code suggestions than chat. This is the closest option but not perfectly precise. Partially correct.
C). From a watch window in an IDE debug session
The "watch window" in an IDE is used during debugging to monitor variable values, not to interact with GitHub Copilot. Copilot provides suggestions while coding, not specifically in debug sessions or watch windows. Incorrect.
D). From a web browser at https://github.copilot.com
There is no such URL as "https://github.copilot.com" dedicated to interacting with GitHub Copilot. Copilot is accessed via GitHub's authentication and integrated into editors/IDEs, not through a standalone web browser interface. Information about Copilot is available on GitHub's official site (e.g., https://github.com/features/copilot), but interaction happens in the coding environment. Incorrect.
NEW QUESTION # 121
Identify the right use cases where GitHub Copilot Chat is most effective. (Each correct answer presents part of the solution. Choose two.)
- A. Create a technical requirement specification from the business requirement documentation
- B. Creation of a unit test scenario for newly developed Python code
- C. Explain a legacy COBOL code and translate the code to another language like Python.
- D. Creation of end-to-end performance testing scenarios for a web application
Answer: B,C
Explanation:
GitHub Copilot Chat is effective for explaining and translating legacy code and generating unit test scenarios for new code.
NEW QUESTION # 122
You are deploying a new development environment to a Windows 11 device.
You need to install GitHub Copilot CLI, and then start an interactive GitHub Copilot CLI session.
Which command should you run for each requirement? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:


NEW QUESTION # 123
What is the impact of the "Fill-In-the-Middle" (FIM) technique on GitHub Copilot's code suggestions?
- A. Allows Copilot to generate suggestions based only on the prefix of the code.
- B. Ignores both the prefix and suffix of the code, focusing only on user comments for context.
- C. Restricts Copilot to use only external databases for generating code suggestions.
- D. Improves suggestions by considering both the prefix and suffix of the code, filling in the middle part more accurately.
Answer: D
Explanation:
"Fill-in-the-Middle (FIM) enables Copilot to consider both prefix and suffix code, generating more accurate suggestions for the missing middle portion." This makes option D correct, as it explains how FIM enhances suggestion accuracy.
References: GitHub Copilot model training and FIM technique documentation.
NEW QUESTION # 124
Which of the following GitHub Copilot Business related activities can be tracked using the organization audit logs?
- A. Suggestions blocked by duplication detection filtering
- B. Code suggestions made by GitHub Copilot
- C. Changes to content exclusion settings
- D. Accepted chat suggestions
Answer: C
Explanation:
Organization audit logs track changes to content exclusion settings, providing administrators with visibility into configuration changes.
Reference: GitHub Copilot Business audit logs.
NEW QUESTION # 125
......
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