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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 | - 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 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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Microsoft GitHub Copilot Sample Questions (Q127-Q132):
NEW QUESTION # 127
Which REST API endpoint is used to modify details about a GitHub Copilot Business subscription? (Each correct answer presents part of the solution. Choose two.)
- A. Reassign Copilot seats based on GitHub repository size
- B. Add teams to the Copilot subscription for an organization
- C. Upgrade or downgrade the subscription tier
- D. Migrate Copilot seat assignments between GitHub organizations
- E. Remove teams from the Copilot subscription for an organization
Answer: B,E
Explanation:
The REST API endpoints are used to add and remove teams from the Copilot Business subscription within an organization.
Reference: GitHub Copilot Business API documentation.
NEW QUESTION # 128
What role does the pre-processing of user input play in the data flow of GitHub Copilot Chat?
- A. It enriches the input prompt with additional context before passing it to the language model.
- B. It formats the output response before presenting it to the user.
- C. It filters out irrelevant information from the user's input prompt.
- D. It directly generates a response based on the user's input prompt.
Answer: A
Explanation:
"Before being sent to the model, user input is pre-processed to enrich the prompt with contextual information such as open files, code selections, or previous conversation history." This shows that pre-processing is used to enrich input with context, making option B correct.
References: GitHub Copilot Chat architecture documentation.
NEW QUESTION # 129
How long does GitHub retain Copilot data for Business and Enterprise? (Each correct answer presents part of the solution. Choose two.)
- A. User Engagement Data: Kept for Two Years
- B. Prompts and Suggestions: Retained for 28 days
- C. Prompts and Suggestions: Not retained
- D. User Engagement Data: Kept for One Year
Answer: A,B
Explanation:
For GitHub Copilot Business and Enterprise, prompts and suggestions are retained for 28 days to provide context and improve the service. User engagement data, which includes usage patterns and interactions, is kept for two years. This data retention policy is designed to balance service improvement with user privacy.
NEW QUESTION # 130
When using an IDE with a supported GitHub Copilot plug-in, which Chat features can be accessed from within the IDE? (Each correct answer presents part of the solution. Choose two.)
- A. Plan coding tasks
- B. Find out about releases and commits
- C. Generate unit tests
- D. Explain code and suggest improvements
Answer: C,D
Explanation:
Exact extracts:
* "In supported IDEs, you can ask Copilot Chat to explain code or suggest improvements." References: GitHub Copilot Chat IDE integration documentation.
NEW QUESTION # 131
If you are working on open source projects, GitHub Copilot Individual can be paid:
- A. Based on the payment method in your user profile
- B. Through an invoice or a credit card
- C. Through an Azure Subscription
- D. N/A - Copilot Individual is a free service for all open source projects
Answer: A
Explanation:
"GitHub Copilot Individual subscriptions are billed using the payment method configured in your GitHub user profile." There is no free tier for open source projects, so option A is correct.
References: GitHub Copilot billing documentation.
NEW QUESTION # 132
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