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| Topic | Details |
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| Topic 1 | - 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 2 | - 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 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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Microsoft GitHub Copilot Sample Questions (Q109-Q114):
NEW QUESTION # 109
How can you improve the context used by GitHub Copilot? (Each correct answer presents part of the solution. Choose two.)
- A. By adding the important files to your .gitconfig
- B. By opening the relevant tabs in your IDE
- C. By adding the full file paths to your prompt of important files
- D. By adding relevant code snippets to your prompt
Answer: B,D
Explanation:
Improving the context for GitHub Copilot involves opening relevant files in your IDE to provide immediate context and adding relevant code snippets directly to your prompts to give Copilot specific examples and information.
NEW QUESTION # 110
Which of the following GitHub Copilot Business related activities can be tracked using the organization audit logs?
- A. Code suggestions made by GitHub Copilot
- B. Accepted chat suggestions
- C. Changes to content exclusion settings
- D. Suggestions blocked by duplication detection filtering
Answer: C
Explanation:
Organization audit logs track changes to content exclusion settings, providing administrators with visibility into configuration changes.
NEW QUESTION # 111
Where can you validate if GitHub Copilot is not returning suggestions because of content exclusions?
- A. The GitHub Copilot icon in the status bar of the editor will display a message
- B. The code suggestions window will display a warning message
- C. The GitHub Copilot errors panel in your IDE
- D. The GitHub Copilot logs on GitHub.com under your user settings
Answer: A
Explanation:
Exact extracts:
* "When a file is affected by a content exclusion setting, GitHub Copilot will not suggest code completion in that file..." References: GitHub Copilot official troubleshooting documentation on content exclusions.
NEW QUESTION # 112
What kind of insights can the GitHub Copilot usage metrics API provide to help evaluate the effectiveness of GitHub Copilot? (Each correct answer presents part of the solution. Choose two.)
- A. The API can provide Copilot Chat specific suggestions acceptance metrics.
- B. The API can track the number of code suggestions accepted and used in the organization.
- C. The API can generate detailed reports on code quality improvements made by GitHub Copilot.
- D. The API can refactor your code to improve productivity.
- E. The API can provide feedback on coding style and standards compliance.
Answer: A,B
Explanation:
Exact extracts:
* "The Copilot usage metrics API allows organizations to track the number of suggestions shown and accepted by members." References: GitHub Copilot metrics API documentation.
NEW QUESTION # 113
How can GitHub Copilot assist in maintaining consistency across your tests?
- A. By automatically fixing all tests in the code based on the context.
- B. By providing documentation references based on industry best practices.
- C. By writing the implementation code for the function based on context.
- D. By identifying a pattern in the way you write tests and suggesting similar patterns for future tests.
Answer: D
Explanation:
"Copilot learns from the patterns in your existing tests and suggests similar structures, which helps maintain consistency across the test suite." This confirms that Copilot supports test consistency through pattern recognition and suggestion.
References: GitHub Copilot testing documentation.
NEW QUESTION # 114
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