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| Topic | Details |
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| Topic 1 | - 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 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 | - 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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| Topic 4 | - 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 5 | - Domain 4: Prompt Crafting and Prompt Engineering This section measures skills of Software Developers and AI Interaction Designers in effectively crafting prompts to optimize Copilot’s 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 6 | - 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 (Q46-Q51):
NEW QUESTION # 46
What is the main purpose of the duplication detection filter in GitHub Copilot?
- A. To compare user-generated code against a private repository for potential matches.
- B. To encourage the user to follow coding best practices preventing code duplication.
- C. To allow administrators to control which suggestions are visible to developers based on custom criteria.
- D. To detect and block suggestions that match public code snippets on GitHub if they contain about 150 characters.
Answer: D
NEW QUESTION # 47
How does GitHub Copilot assist developers in minimizing context switching?
- A. GitHub Copilot allows developers to stay in their IDE.
- B. GitHub Copilot can completely replace the need for human collaboration.
- C. GitHub Copilot can automatically handle project management tasks.
- D. GitHub Copilot can predict and prevent bugs before they occur.
Answer: A
Explanation:
"Copilot reduces the need to switch between documentation, browsers, and editors by bringing suggestions and explanations directly into the IDE." This demonstrates that minimizing context switching comes from enabling developers to stay within their IDE.
References: GitHub Copilot productivity documentation.
NEW QUESTION # 48
How can you use GitHub Copilot to get inline suggestions for refactoring your code? (Select two.)
- A. By running the gh copilot fix command.
- B. By using the "/fix" command in GitHub Copilot in-line chat.
- C. By highlighting the code you want to fix, right-clicking, and selecting "Fix using GitHub Copilot."
- D. By adding comments to your code and triggering a suggestion.
- E. By highlighting the code you want to fix, right-clicking, and selecting "Refactor using GitHub Copilot."
Answer: D,E
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.
Reference: GitHub Copilot refactoring documentation.
NEW QUESTION # 49
Which of the following prompts can be used to guide GitHub Copilot Chat in refactoring code for quality improvements? (Each correct answer presents part of the solution. Choose two.)
- A. "Suggest ways to enhance the maintainability of this code segment."
- B. "Predict future coding trends and update my codebase accordingly."
- C. "Show me how to improve the readability of this function."
- D. "Refactor my application to meet the latest coding standards."
Answer: A,C
Explanation:
Effective prompts for refactoring include requests that focus on specific quality improvements, such as readability and maintainability. These prompts guide GitHub Copilot to provide relevant and actionable suggestions.
Reference: GitHub Copilot prompt engineering best practices.
NEW QUESTION # 50
Which REST API endpoint is used to modify details about a GitHub Copilot Business subscription? (Each correct answer presents part of the solution. Choose two.)
- A. Add teams to the Copilot subscription for an organization
- B. Upgrade or downgrade the subscription tier
- C. Migrate Copilot seat assignments between GitHub organizations
- D. Reassign Copilot seats based on GitHub repository size
- E. Remove teams from the Copilot subscription for an organization
Answer: A,E
NEW QUESTION # 51
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