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| Topic | Details |
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| Topic 1 | - 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 2 | - 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 3 | - 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 4 | - 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 5 | - 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 6 | - 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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Microsoft GitHub Copilot Sample Questions (Q28-Q33):
NEW QUESTION # 28
When crafting prompts for GitHub Copilot, what is a recommended strategy to enhance the relevance of the generated code?
- A. Keep the prompt as short as possible, using single words or brief phrases.
- B. Provide examples of expected input and output within the prompt.
- C. Write the prompt in natural language without any programming language.
- D. Avoid mentioning the programming language to allow for more flexible suggestions.
Answer: B
Explanation:
"To get the best results from GitHub Copilot, provide clear prompts and, when possible, include examples of expected input and output." This establishes that including examples is a recommended prompt engineering strategy.
References: GitHub Copilot prompt engineering documentation.
NEW QUESTION # 29
Which Copilot Enterprise features are available in all commercially supported IDEs?
- A. Knowledge bases
- B. Pull request summaries
- C. Inline suggestions
- 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 # 30
What is the primary role of the /optimize slash command in Visual Studio?
- A. Enhances the performance of the selected code by analyzing its runtime complexity.
- B. Translates code into a more performant language.
- C. Summarizes your documentation into more maintainable and readable formats.
- D. Automatically formats the code according to the selected style guide.
Answer: A
Explanation:
"/optimize Analyze and improve running time of the selected code." This statement from Visual Studio Copilot Chat slash command documentation shows that the role of /optimize is specifically to analyze and improve the runtime performance of selected code, aligning directly with option B.
References: GitHub Copilot official documentation and Visual Studio Copilot Chat command reference.
NEW QUESTION # 31
Which Copilot Enterprise features are available in all commercially supported IDEs?
- A. Knowledge bases
- B. Inline suggestions
- C. Pull request summaries
- D. Chat
Answer: B,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 # 32
How does GitHub Copilot Chat help in understanding the existing codebase?
- A. By providing visual diagrams of the code structure.
- B. By automatically refactoring code to improve readability.
- C. By running code linters and formatters.
- D. By answering questions about the code and generating explanations.
Answer: D
Explanation:
GitHub Copilot Chat helps in understanding existing codebases by answering questions about the code and generating explanations. This allows developers to quickly grasp the functionality and structure of unfamiliar code.
NEW QUESTION # 33
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