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| Topic | Details |
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| Topic 1 | - 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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| Topic 2 | - Responsible :This section of the exam measures skills of AI Ethics Officers and Risk Managers and covers the responsible and ethical usage of AI technologies. It explains the risks and limitations associated with generative AI tools, including biases in training data and the need to validate AI outputs. Candidates learn how to operate AI responsibly by identifying potential harms such as bias, fairness, privacy concerns, and mitigating these harms by applying ethical AI principles.
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| Topic 3 | - GitHub Copilot Plans and Feature: This domain targets Product Managers and DevOps Engineers and focuses on understanding the various GitHub Copilot subscription plans like Individual, Business, and Enterprise, including distinctions and management features. It covers how Copilot is integrated into IDEs, different triggering methods for code suggestions, organizational policy management, subscription administration via API, and effective use of Copilot Chat and Knowledge Bases. Candidates also learn about CLI usage and configuration.
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| Topic 4 | - Developer Use Cases for AI: Targeting Software Engineers and Technical Leads, this domain elaborates on how AI improves developer productivity across common tasks like learning new languages, translation, documentation, debugging, data science, and refactoring. It discusses Copilot’s support in software development lifecycle management and highlights its limitations. Use of the productivity API to track Copilot’s impact is also included.
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| Topic 5 | - How GitHub Copilot Works and Handles Data: Designed for Machine Learning Engineers and Data Privacy Specialists, this section covers the data lifecycle and processing behind Copilot’s code suggestions. It explains how context is gathered, prompts constructed, responses generated, and post-processed through proxy services. Candidates understand Copilot’s data policies, handling of inputs, and limitations such as context window size and data age influencing suggestion relevance.
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| Topic 6 | - Privacy Fundamentals and Context Exclusions: This domain focuses on Security Engineers and Compliance Officers and addresses improving code quality with Copilot’s 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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Microsoft GitHub Copilot Sample Questions (Q106-Q111):
NEW QUESTION # 106
How can you use GitHub Copilot to get inline suggestions for refactoring your code? (Select two.)
- A. By highlighting the code you want to fix, right-clicking, and selecting "Fix using GitHub Copilot."
- B. By highlighting the code you want to fix, right-clicking, and selecting "Refactor using GitHub Copilot."
- C. By adding comments to your code and triggering a suggestion.
- D. By running the gh copilot fix command.
- E. By using the "/fix" command in GitHub Copilot in-line chat.
Answer: B,C
Explanation:
You can use GitHub Copilot for inline refactoring suggestions by adding comments to your code to trigger suggestions and by highlighting the code and selecting "Refactor using GitHub Copilot" from the context menu.
NEW QUESTION # 107
A team is using GitHub Copilot Individual in their daily development activities. They need to exclude specific files from being used to inform code completion suggestions. How can they achieve this?
- A. Have an organization owner configure content exclusions
- B. Have a repo administrator configure content exclusions
- C. Add a .gitignore file to the repo
- D. Use the #file Chat variable to exclude the files
- E. Upgrade to Copilot Business
Answer: E
Explanation:
"Content exclusions are available only with GitHub Copilot Business and Enterprise. Copilot Individual users cannot configure exclusions." This confirms that the only way for the team to achieve exclusions is by upgrading to Copilot Business.
References: GitHub Copilot content exclusions documentation.
NEW QUESTION # 108
How can GitHub Copilot assist developers during the requirements analysis phase of the Software Development Life Cycle (SDLC)?
- A. By providing templates and code snippets that help in documenting requirements.
- B. By identifying and fixing potential requirement conflicts when using /help.
- C. By automatically generating detailed requirements documents.
- D. By managing stakeholder communication and meetings.
Answer: A
Explanation:
GitHub Copilot can assist during the requirements analysis phase by providing templates and code snippets that aid in documenting requirements. This helps streamline the process of capturing and organizing project requirements.
Reference: GitHub Copilot documentation on SDLC assistance.
NEW QUESTION # 109
Which Copilot Enterprise features are available in all commercially supported IDEs?
- A. Knowledge bases
- B. Inline suggestions
- C. Pull request summaries
- D. Chat
Answer: D
Explanation:
"Copilot Enterprise provides inline code suggestions and Copilot Chat in all commercially supported IDEs.
Additional features, such as pull request summaries and knowledge bases, are available in GitHub.com." This confirms that inline suggestions and Chat are the features consistently available in IDEs.
References: GitHub Copilot Enterprise feature documentation.
NEW QUESTION # 110
How can GitHub Copilot assist developers during the requirements analysis phase of the Software Development Life Cycle (SDLC)?
- A. By providing templates and code snippets that help in documenting requirements.
- B. By identifying and fixing potential requirement conflicts when using /help.
- C. By automatically generating detailed requirements documents.
- D. By managing stakeholder communication and meetings.
Answer: A
Explanation:
GitHub Copilot can assist during the requirements analysis phase by providing templates and code snippets that aid in documenting requirements. This helps streamline the process of capturing and organizing project requirements.
NEW QUESTION # 111
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