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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 | - 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 | - 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 4 | - 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 5 | - 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 6 | - 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 (Q73-Q78):
NEW QUESTION # 73
What types of content can GitHub Copilot Knowledge Base answer questions about? (Each correct answer presents part of the solution. Choose three.)
- A. Code snippets
- B. Design patterns
- C. Documentation
- D. Screenshots
- E. Compiled binaries
Answer: A,B,C
Explanation:
"GitHub Copilot Knowledge Bases allow you to ask questions about your organization's documentation, design patterns, and code snippets." This proves that Copilot Knowledge Base can work with code snippets, documentation, and design patterns, but not binaries or screenshots.
References: GitHub Copilot Enterprise Knowledge Base documentation.
NEW QUESTION # 74
How can users provide feedback about GitHub Copilot Chat using their IDE?
- A. By posting on the GitHub forums
- B. Through the "Share Feedback" button in the Copilot Chat panel
- C. By filling out a feedback form on the GitHub website
- D. By emailing the support team directly
Answer: B
Explanation:
"In supported IDEs, you can provide feedback directly from the Copilot Chat panel by selecting the 'Share Feedback' option." This establishes that the in-IDE "Share Feedback" button is the official channel for submitting user feedback.
References: GitHub Copilot Chat feedback documentation.
NEW QUESTION # 75
You use GitHub Copilot Chat to debug a function.
You discover that GitHub Copilot is using irrelevant chat threads to generate output.
You need to ensure that GitHub Copilot only uses new input to generate output.
What should you do, and how will this affect the prompt process flow?
- A. Start a new chat in GitHub Copilot Chat; the previous chat history will not be included in the new model input.
- B. Start a new chat in GitHub Copilot Chat; the previous chat history will remain included in the model input.
- C. Continue the existing chat; the previous chat history will be removed from the model input.
- D. Continue the existing chat; the previous chat history will remain included in the model input.
Answer: A
Explanation:
GitHub Copilot Chat uses conversation history as part of the context for later responses. GitHub ' s prompt- engineering guidance recommends keeping chat history relevant, while GitHub ' s AI-usage guidance specifically advises starting a new conversation when moving to unrelated work because a long thread carries prior history into subsequent requests. In this scenario, irrelevant earlier chat threads are contaminating the context used for debugging. Starting a new Copilot Chat session creates a clean conversational context for the new prompt, so the previous thread is no longer included as model input for that new conversation.
Continuing in the same chat would preserve the unwanted context. Therefore, the correct action is to start a new chat, with the effect of removing the prior chat history from the new model input.
NEW QUESTION # 76
How does GitHub Copilot Chat help in understanding the existing codebase?
- A. By answering questions about the code and generating explanations.
- B. By running code linters and formatters.
- C. By providing visual diagrams of the code structure.
- D. By automatically refactoring code to improve readability.
Answer: A
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 # 77
You recently ended an interactive GitHub Copilot CLI session.
You need to start a new session that meets the following requirements:
* Provides a list of previously saved interactive sessions
* Resumes the most recently ended session
Which command should you run for each requirement? Each command may be used once, more than once, or not at all.

Answer:
Explanation:

Explanation:

NEW QUESTION # 78
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