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Microsoft GH-300 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Prompt engineering and context crafting10%- Optimization
  • 1. Prompt refinement techniques
    - Prompt design
    • 1. Prompt structure and context usage
      • 2. Zero-shot and few-shot prompting
        Topic 2: Use GitHub Copilot responsibly15%- Copilot responsible operation
        • 1. Safe usage practices in development workflows
          - Responsible AI principles
          • 1. Validation of AI-generated output
            • 2. Ethical AI usage and governance
              • 3. Risks and limitations of generative AI
                Topic 3: Understand GitHub Copilot data and architecture15%- System behavior and limitations
                • 1. LLM limitations
                  • 2. Suggestion lifecycle
                    - Data handling
                    • 1. Input processing and prompt construction
                      • 2. Data flow and privacy boundaries
                        Topic 4: Improve developer productivity with Copilot10%- Software development enhancement
                        • 1. Legacy code modernization
                          • 2. Code generation and refactoring
                            • 3. Sample data generation
                              - Testing and security
                              • 1. Unit and integration test generation
                                • 2. Security and performance suggestions
                                  Topic 5: Use GitHub Copilot features30%- Organization administration
                                  • 1. Audit logs and subscription management
                                    • 2. Policy management and feature control
                                      - Advanced Copilot capabilities
                                      • 1. Copilot Spaces and Spark
                                        • 2. Pull request summaries and code review
                                          • 3. Agent Mode and Edit Mode
                                            - IDE integration
                                            • 1. Inline suggestions and chat usage
                                              • 2. CLI usage and setup
                                                • 3. File and repository exclusions
                                                  Topic 6: Privacy, exclusions, and safeguards15%- Privacy configuration
                                                  • 1. Content exclusions and repository controls
                                                    • 2. Data ownership and usage limitations
                                                      - Security safeguards
                                                      • 1. Security warnings and mitigations
                                                        • 2. Duplication detection

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                                                          Microsoft GitHub Copilot Sample Questions (Q126-Q131):

                                                          NEW QUESTION # 126
                                                          When using GitHub Copilot Chat to generate unit tests, which slash command would you use?

                                                          Answer: B

                                                          Explanation:
                                                          "/tests: Generate unit tests for the selected code or function."
                                                          This is the official description of the /tests slash command, confirming it is the command used to create unit tests.
                                                          References: GitHub Copilot Chat slash command reference.


                                                          NEW QUESTION # 127
                                                          How can you get multiple suggestions from GitHub Copilot?

                                                          Answer: C

                                                          Explanation:
                                                          You can get multiple suggestions by opening the completions panel in your editor, which displays alternative code suggestions.


                                                          NEW QUESTION # 128
                                                          A social media manager wants to use AI to filter content. How can they promote transparency in the platform' s AI operations?

                                                          Answer: B

                                                          Explanation:
                                                          Exact extracts:
                                                          * "Transparency. AI systems should be understandable."
                                                          References: Microsoft Responsible AI guidelines and transparency notes.


                                                          NEW QUESTION # 129
                                                          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?

                                                          Answer: D

                                                          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 # 130
                                                          What are two techniques that can be used to improve prompts to GitHub Copilot? (Select two.)

                                                          Answer: B,C

                                                          Explanation:
                                                          Improving prompts involves providing specific success criteria and including links to supporting documentation to give GitHub Copilot more context and direction.


                                                          NEW QUESTION # 131
                                                          ......

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