Raw (01) (RCET) Raw Core Exam Test

[MohamedRadwan-DevOps]

Raw (01): (RCET) Raw Core Exam Test

Document Type: RCET (Raw Core Exam Test)
Scope: This document provides a raw, stripped-down exam practice set derived from the full PEXT material, containing only the question text, answer options, and the correct answer for each item. It delivers high-volume test material across multiple modules without explanations or additional notes, optimized for rapid-fire assessment, repetition, and timing practice.

1. Which Microsoft ethical AI principle is aimed at ensuring AI systems treat all people equally?
   A. Inclusiveness
   B. Privacy and Security
   C. Fairness
   D. Reliability and Safety
   Correct Answer(s): C

2. Which types of prompts or code snippets might be flagged by the GitHub Copilot toxicity filter? (Choose two)
   A. Sexually explicit content
   B. Code with logical errors
   C. Hate speech or discriminatory language
   D. Strong personal opinions in comments
   Correct Answer(s): A, C

3. Which Responsible AI principle is focused on ensuring people remain accountable for the deployment and impact of AI systems?
   A. Transparency
   B. Accountability
   C. Inclusiveness
   D. Reliability and Safety
   Correct Answer(s): B

4. Which principle requires AI systems to be dependable, consistent, and work as intended under expected conditions?
   A. Inclusiveness
   B. Privacy and Security
   C. Reliability and Safety
   D. Fairness
   Correct Answer(s): C

5. Which of the following is not a Microsoft Responsible AI principle?
   A. Fairness
   B. Reliability and Safety
   C. Transparency
   D. Maximizing Profit
   Correct Answer(s): D

6. Which principle emphasizes protecting data, ensuring confidentiality, and maintaining security in AI systems?
   A. Reliability and Safety
   B. Privacy and Security
   C. Fairness
   D. Accountability
   Correct Answer(s): B

7. What is the primary goal of the Inclusiveness principle?
   A. Ensure AI systems are reliable under stress
   B. Ensure AI systems are only used in enterprise settings
   C. Ensure AI systems are accessible and usable by diverse groups of people
   D. Ensure AI systems provide maximum profit
   Correct Answer(s): C

8. What is a key responsibility under the Transparency principle?
   A. Allowing unrestricted public access to AI data
   B. Making AI system operations understandable to people
   C. Guaranteeing AI systems never malfunction
   D. Ensuring AI systems produce open-source code
   Correct Answer(s): B

9. Which principle addresses the risk of biased or unrepresentative training data?
   A. Accountability
   B. Transparency
   C. Reliability and Safety
   D. Fairness
   Correct Answer(s): D

10. Why is human oversight critical under the Accountability principle?
    A. To maintain responsibility for outcomes and correct harmful results
    B. To replace organizational governance with automated systems
    C. To ensure AI systems run without any human involvement
    D. To guarantee all AI code is bug-free
    Correct Answer(s): A

11. Which principle requires proactively informing users when AI systems are making decisions that affect them?
    A. Transparency
    B. Inclusiveness
    C. Accountability
    D. Privacy and Security
    Correct Answer(s): A

12. A team wants to deploy GitHub Copilot but needs assurance that personal data will not be exposed in completions. Which principle directly addresses this concern?
    A. Transparency
    B. Privacy and Security
    C. Reliability and Safety
    D. Accountability
    Correct Answer(s): B

13. Which principle requires that AI systems clearly communicate their limitations and potential risks?
    A. Inclusiveness
    B. Transparency
    C. Reliability and Safety
    D. Accountability
    Correct Answer(s): B

14. Which principle helps ensure AI solutions do not unintentionally exclude people with disabilities?
    A. Reliability and Safety
    B. Privacy and Security
    C. Accountability
    D. Inclusiveness
    Correct Answer(s): D

15. Which principle requires organizations to establish processes for identifying, assessing, and mitigating risks before AI deployment?
    A. Accountability
    B. Privacy and Security
    C. Fairness
    D. Reliability and Safety
    Correct Answer(s): D

16. Which Microsoft Responsible AI principle emphasizes that people, not machines, are ultimately answerable for AI outcomes?
    A. Transparency
    B. Fairness
    C. Accountability
    D. Privacy and Security
    Correct Answer(s): C

17. Which principle requires that AI systems are tested for accuracy, security, and reliability before widespread release?
    A. Transparency
    B. Accountability
    C. Reliability and Safety
    D. Inclusiveness
    Correct Answer(s): C

18. A development team wants to explain to users when GitHub Copilot is generating suggestions in their IDE. Which principle supports this communication?
    A. Privacy and Security
    B. Inclusiveness
    C. Accountability
    D. Transparency
    Correct Answer(s): D

19. Which principle focuses on preventing discrimination by ensuring AI systems are trained and evaluated with representative datasets?
    A. Transparency
    B. Privacy and Security
    C. Inclusiveness
    D. Fairness
    Correct Answer(s): D

20. Which Responsible AI principle is violated if an AI system provides recommendations with no way for users to understand its decision-making process?
    A. Reliability and Safety
    B. Privacy and Security
    C. Fairness
    D. Transparency
    Correct Answer(s): D

21. A team notices two issues with their AI tools: GitHub Copilot suggestions work much better for English comments than for non-English ones, and an AI system that auto-assigns code reviews is overloading a few developers while others get very few. Which approach and principles best address both problems?
    A. Apply Fairness and Inclusiveness by expanding non-English training data, testing performance across languages, and adjusting the assignment logic so review workloads are more evenly distributed.
    B. Focus only on Transparency by documenting that English and certain developers are favored.
    C. Rely solely on Reliability and Safety by adding more automated tests, without changing data or assignment logic.
    D. Use Accountability only, by asking managers to manually fix any unfair assignments when they notice them.
    Correct Answer(s): A

22. A team is building an internal GitHub Copilot extension. They want to publish transparency documentation for internal users and enable later audits to understand data sources, model scope, and validation tests. Which option best aligns with the Transparency principle?
    A. Providing a detailed revenue forecast and exact run-costs of the AI system.
    B. Publishing how the AI system works, its intended use, known limitations, and high-level information about data sources and validation methods, while protecting sensitive or proprietary details.
    C. Listing every user’s personal data and identifiers to be “fully transparent.”
    D. Releasing all source code and full training datasets, even if this exposes private data or trade secrets.
    Correct Answer(s): B

23. During a project, a developer uses Copilot and generated code accidentally includes personal identifiers from a public dataset, and later an audit reveals a custom Copilot extension was trained on real customer data without consent. Which actions best demonstrate Accountability while addressing the Privacy and Security violation? Choose two.
    A. Ignore the issues because the data was public or eventually anonymized.
    B. Remove personal identifiers from the codebase, report the incident, and document technical and process changes to prevent recurrence.
    C. Quietly retrain the model on a different dataset without recording what happened.
    D. Escalate the misuse of customer data, document transparently what went wrong, enforce or update policies to require consent before using real customer data, and maintain an auditable record.
    Correct Answer(s): B, D

24. A Copilot for Business customer wants to ensure employees’ private repositories, prompts, and completions are not used to train the Copilot model. A developer proposes adding sensitive user attributes to training data to improve fairness, but this would exceed user consent. Which statement best reflects the correct Responsible AI priority and product behavior?
    A. Privacy and Security should take precedence, private repositories, prompts, and completions in Copilot Business/Enterprise are not used to retrain the base models, and fairness should be improved using synthetic or privacy-preserving methods that respect consent.
    B. Fairness should take precedence, equal performance matters more than consent about data use.
    C. Transparency is most important, documenting the data use is sufficient.
    D. Inclusiveness should override privacy so more groups can be represented in training.
    Correct Answer(s): A

25. A company adopts GitHub Copilot with two strict policies, all Copilot-generated code must pass secure-coding review and validation tests before merge, and developers must fix accessibility issues in generated UI code and document that they have done so. Which combination of principles is most clearly reflected?
    A. Reliability and Safety, Inclusiveness, and Accountability
    B. Fairness only
    C. Privacy and Security only
    D. Transparency only
    Correct Answer(s): A

26. Which principle requires systems to maintain confidentiality of personal information and prevent misuse of data?
    A. Privacy and Security
    B. Fairness
    C. Transparency
    D. Accountability
    Correct Answer(s): A

27. An AI model generates offensive or unsafe content during testing. Which principle is most directly violated?
    A. Reliability and Safety
    B. Transparency
    C. Inclusiveness
    D. Privacy and Security
    Correct Answer(s): A

28. Why is Inclusiveness critical in AI adoption across global teams?
    A. It guarantees AI will never malfunction
    B. It eliminates the need for transparency
    C. It allows AI systems to serve people of different cultures, abilities, and languages
    D. It ensures consistent profitability
    Correct Answer(s): C

29. A team discovers that GitHub Copilot occasionally generates outdated or insecure code patterns. Which Responsible AI principle should guide their response?
    A. Reliability and Safety
    B. Fairness
    C. Inclusiveness
    D. Accountability
    Correct Answer(s): A

30. An organization plans to store encrypted API keys used by its AI assistant. Which approach aligns best with Privacy and Security?
    A. Use a local text file accessible to all developers
    B. Store keys in Azure Key Vault or Managed HSMs with controlled access
    C. Share keys through email with the development team
    D. Keep keys in plaintext within version control for easy access
    Correct Answer(s): B

31. Which GitHub Copilot plan is available at no cost to verified students, teachers, and maintainers of popular open-source projects?
    A. GitHub Copilot Free
    B. GitHub Copilot Pro
    C. GitHub Copilot Business
    D. GitHub Copilot Enterprise
    Correct Answer(s): B

32. Which GitHub Copilot plan is designed for organizations that require license management, policy controls, and usage reporting but do not need enterprise integrations?
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): B

33. Which GitHub Copilot plan provides enterprise features like audit logs, SSO integration, and advanced compliance capabilities?
    A. GitHub Copilot Free
    B. GitHub Copilot Pro
    C. GitHub Copilot Business
    D. GitHub Copilot Enterprise
    Correct Answer(s): D

34. Which GitHub Copilot feature lets developers ask natural-language questions about code, get explanations, and generate suggestions directly within supported IDEs?
    A. GitHub Copilot Chat
    B. GitHub Copilot coding agent
    C. Context exclusions
    D. GitHub Copilot Enterprise
    Correct Answer(s): A

35. Which GitHub Copilot feature helps organizations prevent sensitive data such as secrets, credentials, or proprietary code from being used as context in AI suggestions, available on Copilot Business and Copilot Enterprise?
    A. GitHub Copilot Chat
    B. Content exclusion
    C. GitHub Copilot Pro
    D. Coding agent
    Correct Answer(s): B

36. Which GitHub Copilot plan is most suitable for enterprises that need centralized management, audit logs, SSO, and advanced compliance reporting?
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): C

37. Which GitHub Copilot plan allows organization administrators to manage licenses, configure content (context) exclusion policies, and view usage reporting?
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): B

38. Which GitHub Copilot plan provides enterprise-grade integrations and compliance capabilities, and can be paired with GitHub Premium Support (SLAs) as a separate purchase?
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): C

39. Which GitHub Copilot plan provides repository-level context awareness on GitHub.com, allowing Copilot Chat to reference and understand repository files directly?
    A. GitHub Copilot Business
    B. GitHub Copilot Pro
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): C

40. Which GitHub Copilot plan includes enterprise-grade integrations and compliance capabilities, while GitHub Premium Support with SLAs can be purchased separately if needed?
    A. GitHub Copilot Business
    B. GitHub Copilot Pro
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): C

41. Which GitHub Copilot plan provides usage reporting and organizational policy controls without enterprise-only integrations?
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): B

42. Which GitHub Copilot plan integrates with enterprise identity providers to support Single Sign-On (SSO)?
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): C

43. Which GitHub Copilot plan is best suited for individual developers who want AI-assisted coding features without organizational controls or policy management?
    A. GitHub Copilot Business
    B. GitHub Copilot Enterprise
    C. GitHub Copilot Pro
    D. GitHub Copilot Free
    Correct Answer(s): C

44. Which GitHub Copilot plan(s) provide organization-level usage reporting? (Choose all that apply.)
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): B, C

45. Which GitHub Copilot plan introduces content (context) exclusion policies for admins without requiring enterprise-only integrations?
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): B

46. Your organization is on the GitHub Team plan and needs license management, policy controls, and usage reporting, but no enterprise integrations. Which Copilot plan fits?
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): B

47. Which GitHub Copilot plan(s) provide content/context exclusion to prevent specific files or repositories from being used as suggestion context? (Choose all that apply.)
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): B, C

48. Which statement about support SLAs and Copilot plans is accurate?
    A. Copilot Enterprise includes Premium Support SLAs by default
    B. GitHub Premium Support (with SLAs) is a separate, paid offering for Enterprise customers and can be paired with Copilot Enterprise
    C. Copilot Business includes 24/7 SLA-backed support by default
    D. Copilot Pro includes SLA-backed support for individuals
    Correct Answer(s): B

49. Which statement about SSO and Copilot plans is correct?
    A. SSO is bundled with Copilot Enterprise as a plan feature
    B. SSO is an Enterprise Cloud organization capability; Copilot Enterprise uses your org’s SSO if configured
    C. Copilot Business enables SSO for GitHub Team orgs
    D. Copilot Pro enables SSO for individuals
    Correct Answer(s): B

50. When you start a free 30-day trial of GitHub Enterprise Cloud, which GitHub Copilot plan is included with the trial?
    A. GitHub Copilot Free
    B. GitHub Copilot Pro
    C. GitHub Copilot Business
    D. GitHub Copilot Enterprise
    E. None, Copilot always requires a separate purchase
    Correct Answer(s): C

51. Who can manage (create or edit) content exclusion settings for GitHub Copilot? (Choose all that apply.)
    A. Repository administrators
    B. Organization owners
    C. Enterprise owners
    D. People with the Maintain role for a repository
    E. Outside collaborators
    Correct Answer(s): A, B, C

52. What is the purpose of GitHub Copilot’s duplication detection or code-referencing controls?
    A. To compress prompts for faster latency
    B. To block or identify suggestions that match public code on GitHub
    C. To disable Copilot Chat history
    D. To auto-attribute licenses in your repository
    Correct Answer(s): B

53. Which GitHub Copilot plan is available to enterprises using GitHub Enterprise Cloud, providing advanced compliance, audit, and identity features?
    A. GitHub Copilot Business
    B. GitHub Copilot Enterprise
    C. GitHub Copilot Pro
    D. GitHub Copilot Free
    Correct Answer(s): B

54. Which GitHub Copilot plan provides enterprise proxy support and advanced compliance features, and can be paired with GitHub Premium Support (SLAs) as a separate purchase?
    A. GitHub Copilot Business
    B. GitHub Copilot Enterprise
    C. GitHub Copilot Pro
    D. GitHub Copilot Free
    Correct Answer(s): B

55. Which GitHub Copilot plan enables organization administrators to define and enforce policy settings for how code suggestions are generated?
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): B

56. Which GitHub Copilot plan provides organization administrators with usage metrics and reports for members’ Copilot activity?
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): B, C

57. Which GitHub Copilot plan provides advanced governance for enterprise-scale organizations (for example, enterprise integrations and GitHub.com repository-aware Copilot Chat) alongside audit visibility and compliance support?
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): C

58. Which GitHub Copilot plan offers enterprise-grade integrations with systems such as audit visibility, SSO (org-configured), and compliance features?
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): C

59. In which environments is GitHub Copilot Chat available today? (Choose all that apply.)
    A. GitHub.com
    B. Visual Studio Code
    C. Visual Studio
    D. JetBrains IDEs
    E. GitHub Desktop
    Correct Answer(s): A, B, C, D

60. Which GitHub Copilot plan(s) support centralized seat (license) assignment and management at the organization level? (Choose all that apply.)
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    E. GitHub Team (non-Copilot plan)
    Correct Answer(s): B, C

61. Which GitHub Copilot plan(s) surface Copilot activity in the organization audit log so admins can review who used Copilot features and when? (Choose all that apply.)
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): B, C

62. Which GitHub Copilot plan(s) provide organization-wide policy controls such as content/context exclusions and enforced public code filtering? (Choose all that apply.)
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): B, C

63. Which GitHub Copilot plan enables GitHub.com repository-aware Copilot Chat (summarize/explain code directly from repo files, beyond IDE-only context)?
    A. GitHub Copilot Pro
    B. GitHub Copilot Business
    C. GitHub Copilot Enterprise
    D. GitHub Copilot Free
    Correct Answer(s): C

64. Where are prompts processed when you use GitHub Copilot?
    A. Only on the local IDE; nothing leaves your machine
    B. In the Copilot cloud service, which relays to the selected AI model according to GitHub’s data pipeline
    C. On your company’s GitHub Enterprise Server only
    D. Inside your repository’s CI runner
    Correct Answer(s): B

65. Does GitHub Copilot train on your private code?
    A. Yes, always
    B. Yes, unless you disable telemetry
    C. No, private code, prompts, and completions are not used to train Copilot models
    D. Only for Enterprise organizations
    Correct Answer(s): C

66. Which statement best describes telemetry/usage data for GitHub Copilot?
    A. Copilot collects no usage metrics
    B. Telemetry includes activity and feature usage (for example, completions, chat, agents) for reporting
    C. Telemetry always includes your source code contents
    D. Telemetry is only available to Enterprise customers
    Correct Answer(s): B

67. Which statement about AI models in GitHub Copilot is accurate?
    A. Copilot uses a single fixed model for all features
    B. Copilot supports multiple AI models with different capabilities and trade-offs
    C. Copilot models are limited to natural language, not code
    D. Model choice never affects latency or quality
    Correct Answer(s): B

68. What is a primary benefit of prompt engineering when using Copilot?
    A. It guarantees license-compliant output
    B. It reduces IDE CPU usage
    C. It improves clarity and specificity, leading to better, more relevant suggestions
    D. It disables duplication detection
    Correct Answer(s): C

69. Which is a common developer use case for GitHub Copilot?
    A. Replacing your SCM server
    B. Explaining code or generating unit tests inside your IDE
    C. Running your CI pipelines
    D. Hosting container registries
    Correct Answer(s): B

70. Which GitHub Copilot plan is included by default with GitHub Enterprise Cloud (GHEC)?
    A. Copilot Enterprise
    B. Copilot Business
    C. None, Copilot plans are separate add-ons
    D. Copilot Pro
    Correct Answer(s): C

71. Who benefits most from GitHub Copilot Free?
    A. Enterprises that need audit logs and policy controls
    B. Individuals getting started with Copilot for personal use
    C. Organization admins who need usage reporting
    D. Students or teachers who need Copilot Pro at no cost
    Correct Answer(s): B

72. Which statement best describes Copilot’s context awareness when generating suggestions?
    A. Copilot always uses the entire repository history
    B. Copilot considers only the file name and comments
    C. Copilot uses surrounding code, current file contents, and comments to shape suggestions
    D. Copilot only considers public code
    Correct Answer(s): C

73. Does GitHub Copilot guarantee that generated code is always correct and secure?
    A. Yes, Copilot guarantees security
    B. Yes, Copilot guarantees correctness
    C. No, developers must review and test suggestions
    D. No, but Copilot automatically fixes insecure code
    Correct Answer(s): C

74. What types of prompts or code can be blocked by Copilot’s safety filters? (Choose all that apply.)
    A. Hate speech or discriminatory language
    B. Sexually explicit content
    C. Code with logical errors
    D. Strong personal opinions in comments
    Correct Answer(s): A, B

75. In VS Code, which built-in action helps you gather logs and diagnostics for Copilot issues?
    A. GitHub Copilot: Export Telemetry
    B. Developer: Open Runtime Console
    C. GitHub Copilot: Collect Diagnostics
    D. GitHub Copilot: Reset Extension Cache
    Correct Answer(s): C

76. Which of the following is not a valid, current Copilot plan name?
    A. Copilot Free
    B. Copilot Pro+
    C. Copilot Premium
    D. Copilot Enterprise
    Correct Answer(s): C

77. Where is GitHub Copilot not available?
    A. GitHub Enterprise Cloud
    B. GitHub.com
    C. GitHub Enterprise Server (GHES)
    D. Visual Studio Code
    Correct Answer(s): C

78. Which Copilot admin control limits what content the models can access as input context?
    A. Code referencing
    B. Content exclusion
    C. Prompt engineering
    D. Telemetry retention
    Correct Answer(s): B

79. When matching public code controls are enabled, about how much surrounding code does Copilot compare to detect matches?
    A. ~50 characters
    B. ~150 characters
    C. ~300 characters
    D. The entire file
    Correct Answer(s): B

80. When an enterprise policy enforces a Copilot setting (for example, “block matching public code”), what can organizations do?
    A. Override it at the organization level
    B. Override it at the repository level
    C. Not override it, enterprise-enforced policies take precedence
    D. Override it for public repos only
    Correct Answer(s): C

81. Is GitHub Copilot available in the command line, and what does it help with?
    A. No, Copilot is IDE-only
    B. Yes, via Copilot in the CLI for drafting/explaining commands
    C. Yes, only for Enterprise plans
    D. Yes, if GHES is enabled
    Correct Answer(s): B

82. How does Content exclusion differ from a .gitignore file?
    A. Both prevent files from being pushed to GitHub
    B. Content exclusion limits what Copilot can use as input context; .gitignore controls what Git tracks
    C. Content exclusion blocks outputs similar to excluded files
    D. .gitignore disables Copilot on ignored files
    Correct Answer(s): B

83. At which scopes can code referencing / “Suggestions matching public code” be configured?
    A. Only at the IDE level
    B. At the individual account level and via organization/enterprise policies
    C. Only at the repository level
    D. Only at the enterprise level
    Correct Answer(s): B

84. If an enterprise policy restricts Copilot to a specific set of AI models/surfaces, what can organizations do?
    A. Choose any model/surface regardless of enterprise policy
    B. Configure org settings only within the enterprise-allowed set
    C. Override enterprise policy at the repo level
    D. Disable enterprise policy from the org settings page
    Correct Answer(s): B

85. Which GitHub Copilot capability can autonomously make multi-step code changes and open a pull request for review?
    A. Copilot Chat inline replies
    B. Copilot coding agent
    C. Content exclusion
    D. Code referencing / matching public code
    Correct Answer(s): B

86. Which statement about Copilot Knowledge Bases is accurate?
    A. Available on all Copilot plans
    B. Available on Business and Enterprise
    C. Enterprise-only: use curated docs as chat context on GitHub.com/VS Code
    D. Available on Pro+ and Enterprise
    Correct Answer(s): C

87. At which scopes can code referencing / “Suggestions matching public code” be configured?
    A. Only in IDE settings
    B. At the individual account level and via organization/enterprise policies
    C. Only at the repository level
    D. Only at the enterprise level
    Correct Answer(s): B

88. Which targets can be specified in Content exclusion rules?
    A. Only repositories
    B. Repositories and branches
    C. Repositories, paths/directories, file types, and pattern-based rules
    D. Only file extensions
    Correct Answer(s): C

89. Which statement best describes repository-aware Copilot Chat on GitHub.com?
    A. It is available to all plans by default
    B. It’s an Enterprise capability that lets chat reference repository files/docs on GitHub.com
    C. It runs offline using the IDE only
    D. It requires GHES
    Correct Answer(s): B

90. In VS Code, where do you enable or disable Copilot inline suggestions globally or per language?
    A. File → Preferences → Keyboard Shortcuts → GitHub
    B. Settings → Extensions → GitHub Copilot (Inline Suggest: Enable / Enable for [Language])
    C. Source Control → Git → Copilot
    D. Terminal → Integrated → Copilot
    Correct Answer(s): B

91. Where can you find Copilot/extension logs and deeper Electron logs in VS Code?
    A. Only in GitHub.com → Your profile → Logs
    B. Output panel / Extensions logs folder for Copilot; Developer Tools for Electron logs
    C. Git → Show Git Output (only)
    D. Copilot Chat → /logs command
    Correct Answer(s): B

92. How do you run “GitHub Copilot: Collect Diagnostics” from the Command Palette in VS Code?
    A. Ctrl/Cmd+` → type “diagnostics copilot”
    B. View → Explorer → Diagnostics
    C. Ctrl/Cmd+Shift+P → type “Collect Diagnostics” → select “GitHub Copilot: Collect Diagnostics”
    D. F1 → “Open Logs” (only)
    Correct Answer(s): C

93. On which surfaces is Copilot Chat available?
    A. Only VS Code and Visual Studio
    B. GitHub.com, VS Code, Visual Studio, JetBrains IDEs, Eclipse, Xcode, GitHub Mobile, Windows Terminal
    C. Only GitHub.com
    D. Only IDEs (no browser or mobile)
    Correct Answer(s): B

94. What’s the difference between Copilot Edits – Edit mode and Agent mode?
    A. Edit = disables approvals; Agent = requires approvals
    B. Edit = user-driven targeted edits; Agent = autonomous multi-step changes (can open a PR)
    C. Edit = chat only; Agent = inline only
    D. Edit = repository-aware; Agent = IDE-only
    Correct Answer(s): B

95. What do Copilot code reviews and PR summaries provide on GitHub.com?
    A. Auto-merge PRs
    B. AI review suggestions and natural-language summaries of changes
    C. License scanning
    D. Static code analysis only
    Correct Answer(s): B

96. For individuals, which statements about access and eligibility are correct?
    A. Copilot Free is for personal use; Pro is paid but may be free for verified students/teachers/maintainers
    B. Pro is only for organizations
    C. Business is required for single developers
    D. Enterprise includes Pro seats for free
    Correct Answer(s): A

97. Who purchases and assigns seats for Business vs. Enterprise plans?
    A. Developers purchase directly in the IDE
    B. Org owners purchase/assign Business; Enterprise owners manage Enterprise subscriptions and seat assignment
    C. Repository admins purchase both
    D. Students purchase Enterprise
    Correct Answer(s): B

98. Which answer best captures the Copilot plan taxonomy and key highlights?
    A. Free, Team, Premium
    B. Free / Pro (individual), Pro+ (individual), Business (org), Enterprise (org)
    C. Pro, Business, Enterprise only
    D. Free, Team, Enterprise Server
    Correct Answer(s): B

99. What’s the practical contrast in how developers invoke Copilot features?
    A. Inline suggestions: appear near the cursor (accept with Tab/Enter). Chat: open a chat panel and prompt (supports selections).
    B. Both are automatically applied without user action
    C. Only chat can generate code; inline cannot
    D. Inline runs in the browser; chat runs only in IDEs
    Correct Answer(s): A

100. Can Copilot help generate unit tests in supported IDEs?
     A. No, only refactors are supported
     B. Yes, use Copilot Chat or context prompts to generate tests for selected code
     C. Only on Enterprise plans
     D. Only in JetBrains IDEs
     Correct Answer(s): B