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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 | - 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 3 | - 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 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 | - 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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Microsoft GitHub Copilot Sample Questions (Q84-Q89):
NEW QUESTION # 84
How can GitHub Copilot assist developers during the requirements analysis phase of the Software Development Life Cycle (SDLC)?
- A. By automatically generating detailed requirements documents.
- B. By managing stakeholder communication and meetings.
- C. By providing templates and code snippets that help in documenting requirements.
- D. By identifying and fixing potential requirement conflicts when using /help.
Answer: C
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 # 85
What two options navigate to configure duplicate detection? (Each correct answer presents part of the solution. Choose two.)
- A. Organization settings # Copilot # Policies
- B. Repository settings # Copilot # Policies
- C. Enterprise settings # Copilot # Policies
- D. User settings # Copilot # Policies
Answer: A,C
Explanation:
"Duplicate detection and blocking of public code matches can be configured by enterprise administrators in enterprise or organization-level Copilot policies." This confirms that enterprise and organization settings are the correct paths.
References: GitHub Copilot policy configuration documentation.
NEW QUESTION # 86
How long does it take content exclusion to add or be updated?
- A. 60 - 90 minutes
- B. 24 hours
- C. 45 - 60 minutes
- D. Up to 30 minutes
Answer: D
Explanation:
Content exclusions typically take up to 30 minutes to be added or updated.
Reference: GitHub Copilot content exclusion documentation.
NEW QUESTION # 87
When using GitHub Copilot Chat to generate unit tests, which slash command would you use?
- A. /create-tests
- B. /tests
- C. /generate-tests
- D. /init-tests
Answer: C
NEW QUESTION # 88
What are the potential risks associated with relying heavily on code generated from GitHub Copilot? (Each correct answer presents part of the solution. Choose two.)
- A. GitHub Copilot may decrease developer velocity by requiring too much time in prompt engineering.
- B. GitHub Copilot may increase development lead time by providing irrelevant suggestions.
- C. GitHub Copilot's suggestions may not always reflect best practices or the latest coding standards.
- D. GitHub Copilot may introduce security vulnerabilities by suggesting code with known exploits.
Answer: C,D
Explanation:
Heavy reliance on GitHub Copilot can introduce security vulnerabilities if the generated code contains known exploits. Additionally, Copilot's suggestions may not always align with best practices or the latest standards, requiring careful review and validation.
NEW QUESTION # 89
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