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| Topic | Details |
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| Topic 1 | - Prompt Engineering: This section of the exam measures skills of AI Engineers and Software Developers and covers the fundamentals of prompt engineering, including key principles, techniques, and best practices for generating high-quality outputs. It explains different prompting strategies such as zero-shot and few-shot prompting, how context influences AI-generated responses, and the role of structured prompts in guiding Copilot's behavior. It also discusses the prompt lifecycle and ways to enhance model performance through refined input instructions.
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| Topic 2 | - GitHub Copilot Plans and FeaturesThis section of the exam measures the skills of Software Engineers and IT Administrators and covers different GitHub Copilot plans, including Individual, Business, and Enterprise editions. It explains the integration of GitHub Copilot within IDEs and discusses key features such as inline chat, multiple suggestions, and exception handling. The section details the policies for managing GitHub Copilot within organizations, including auditing logs and API management. It also highlights advanced functionalities like knowledge bases for improved code quality and best practices for Copilot Chat usage.
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| Topic 3 | - Developer Use Cases for AI: This section of the exam measures skills of Full-Stack Developers and Cloud Engineers and covers how AI enhances developer productivity across various tasks such as learning new programming languages, debugging, writing documentation, and refactoring code. It discusses how GitHub Copilot integrates with the Software Development Lifecycle (SDLC) and its role in modernizing legacy applications. It also highlights the use of AI for personalized responses, sample data generation, and improving overall efficiency in software development.
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| Topic 4 | - Privacy Fundamentals and Context Exclusions: This section of the exam measures skills of Cybersecurity Specialists and Compliance Officers and covers privacy safeguards and content exclusion settings in GitHub Copilot. It explains how Copilot can identify security vulnerabilities, suggest optimizations, and enforce secure coding practices. It also includes details on content ownership, data filtering mechanisms, and exclusion configurations. The section concludes with troubleshooting guidelines for managing context exclusions and ensuring compliance with organizational security policies.
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GitHub CopilotCertification Exam Sample Questions (Q14-Q19):
NEW QUESTION # 14
When using GitHub Copilot to identify missing tests in your codebase, which of the following is the most important factor to consider?
- A. Ensuring that the correct context is available to GitHub Copilot.
- B. Close all the tabs in your IDE that do not have tests in them.
- C. Having a high test coverage percentage in the codebase.
- D. Using well-known coding practices in your repository.
Answer: A
Explanation:
GitHub Copilot needs the relevant code and test files in its context window to spot where tests are missing - without that context, it can't accurately identify gaps.
NEW QUESTION # 15
Select a strategy to increase the performance of GitHub Copilot Chat.
- A. Limit the number of concurrent users accessing GitHub Copilot Chat
- B. Apply prompt engineering techniques to be more specific
- C. Use a single GitHub Copilot Chat query to find resolutions for the collection of technical requirements
- D. Optimize the usage of memory-intensive operations within generated code
Answer: B
Explanation:
Applying prompt engineering techniques to be more specific is the best strategy to increase the performance and relevance of GitHub Copilot Chat's responses.
NEW QUESTION # 16
Your organization wants GitHub Copilot Enterprise to suggest code based on internal coding practices and documentation. Which of the following features should be configured to allow Copilot to access and utilize organization-specific content?
- A. Enabling GitHub Copilot Chat in the IDE
- B. Creating and configuring Knowledge Bases in GitHub Copilot Enterpriseright
- C. Activating audit logs for internal repository access tracking
- D. Setting up GitHub Copilot CLI with access permissions
Answer: B
Explanation:
GitHub Copilot Enterprise allows organizations to create and configure Knowledge Bases containing internal code snippets, documentation, best practices, and more. These resources are used by Copilot to provide contextually relevant suggestions based on proprietary content.
Reference:
https://docs.github.com/en/enterprise-cloud@latest/Copilot/customizing-Copilot/managing-Copilot-knowledge-bases
NEW QUESTION # 17
How does GitHub Copilot assist developers in minimizing context switching?
- A. GitHub Copilot can completely replace the need for human collaboration.
- B. GitHub Copilot can predict and prevent bugs before they occur.
- C. GitHub Copilot can automatically handle project management tasks.
- D. GitHub Copilot allows developers to stay in their IDE.
Answer: D
Explanation:
By surfacing code suggestions and documentation directly in your editor, Copilot keeps you working within your IDE and reduces the need to switch to external resources.
NEW QUESTION # 18
What are the potential limitations of GitHub Copilot in maintaining existing codebases?
- A. GitHub Copilot might not fully understand the context and dependencies within a large codebase.
- B. GitHub Copilot's suggestions are always aware of the entire codebase.
- C. GitHub Copilot can independently manage and resolve all merge conflicts in version control.
- D. GitHub Copilot can refactor and optimize the entire codebase up to 10,000 lines of code.
Answer: A
Explanation:
GitHub Copilot operates within a limited context window and may not capture all dependencies or the full project structure in a large codebase, so it can misunderstand context and require developer oversight.
NEW QUESTION # 19
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