GitHub Agentic AI Developer: GH-600 Exam

"GitHub Agentic AI Developer", also known as GH-600 exam, is a Microsoft Certification. With the complete collection of questions and answers, UpdateDumps has assembled to take you through 85 Q&As to your GH-600 Exam preparation. In the GH-600 exam resources, you will cover every field and category in GitHub Administrator Certification helping to ready you for your successful Microsoft Certification.

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  • Updated on: Aug 26, 2026
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  • Updated on: Aug 26, 2026
  • No. of Questions: 85 Questions & Answers

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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Evaluation, error analysis, and tuning15–20%- Failure analysis
  • 1. Classify reasoning, tool, and context errors
    • 2. Analyze logs, traces, and artifacts
      - Define evaluation criteria
      • 1. Define success metrics and constraints
        • 2. Generate automated evaluation signals
          - Tuning agent behavior
          • 1. Refine prompts, tools, and workflows
            • 2. Optimize memory usage and constraints
              Topic 2: Implement tool use and environment interaction20–25%- Safe execution and error handling
              • 1. Escalation paths and traceability
                • 2. Retries and rollback strategies
                  - Agent tool configuration
                  • 1. Configure tool permissions and scope
                    • 2. Select and configure tools
                      - Development environment integration
                      • 1. Enable autonomous actions (PRs, branches)
                        • 2. Enable CI-based agent execution
                          • 3. Scope agents to repositories or branches
                            - MCP server configuration
                            • 1. Add MCP servers to agents
                              • 2. Configure registries and allow lists
                                Topic 3: Orchestrate multi-agent coordination15–20%- Failure handling and recovery
                                • 1. Implement rollback and recovery patterns
                                  • 2. Detect stalled or degraded agents
                                    - Lifecycle management
                                    • 1. Add/replace/retire agents safely
                                      - Multi-agent workflows
                                      • 1. Resolve conflicts and overlaps
                                        • 2. Coordinate parallel agent execution
                                          - Observability and auditability
                                          • 1. Generate logs and artifacts for review
                                            • 2. Document agent handoffs and decisions
                                              Topic 4: Manage memory, state, and execution10–15%- Agent memory strategies
                                              • 1. Memory scoping and expiration rules
                                                • 2. Short-term vs long-term memory selection
                                                  - State persistence and drift control
                                                  • 1. Persist task progress as artifacts
                                                    • 2. Detect and correct context drift
                                                      - Cross-tool continuity
                                                      • 1. Share state across tools and environments
                                                        • 2. Prevent stale or conflicting context
                                                          Topic 5: Prepare agent architecture and SDLC processes15–20%- Planning vs execution boundaries
                                                          • 1. Separate planning and execution phases
                                                            • 2. Validate structured agent plans
                                                              • 3. Prevent execution before approval
                                                                - Observability and control
                                                                • 1. Enable human-in-the-loop controls
                                                                  • 2. Produce inspectable artifacts in GitHub
                                                                    • 3. Define autonomy levels and guardrails
                                                                      - Integrate agents into SDLC workflows
                                                                      • 1. Identify and mitigate agent anti-patterns
                                                                        • 2. Define agent steps in SDLC
                                                                          • 3. Define inputs, outputs, and success criteria
                                                                            Topic 6: Implement guardrails and accountability10–15%- Guardrails and human-in-the-loop
                                                                            • 1. Require approvals for sensitive actions
                                                                              • 2. Enforce least-privilege execution
                                                                                - Autonomy and risk levels
                                                                                • 1. Classify agent actions by risk
                                                                                  • 2. Assign autonomy levels with compliance constraints

                                                                                    Microsoft GitHub Agentic AI Developer Sample Questions:

                                                                                    1. Your team wants Copilot's suggestions to reflect knowledge of internal library APIs that are not publicly documented and not present in the codebase being edited. What is the most appropriate solution?

                                                                                    A) Enable plan mode
                                                                                    B) Add the internal docs as copilot-instructions.md
                                                                                    C) Use .copilotignore to hide public APIs
                                                                                    D) Connect an MCP server that exposes the internal documentation


                                                                                    2. You have a GitHub Enterprise Cloud Organization that uses GitHub Actions for CI/CD.
                                                                                    You plan to enable an agent to update and deploy workflows that access production environment secrets.
                                                                                    You need to select an autonomy level for a compliance-sensitive workflow.
                                                                                    Which autonomy level should you select?

                                                                                    A) human-in-the-loop with required manual approvals for production
                                                                                    B) fully autonomous execution without approvals
                                                                                    C) read-only analysis with no ability to trigger workflows
                                                                                    D) autonomous execution limited to non-production environments


                                                                                    3. You have a GitHub Enterprise Cloud Organization that uses a custom coding agent to run GitHub Actions workflows that create branches, open pull requests, and merge changes after required checks pass.
                                                                                    You need to log all agent-initiated actions and ensure that the logs are retained for two years.
                                                                                    What should you do?

                                                                                    A) Configure audit log retention.
                                                                                    B) Enable log forwarding.
                                                                                    C) Configure audit log streaming to Azure Event Hubs.
                                                                                    D) Enable Git events in the audit log.


                                                                                    4. Drag and Drop Question
                                                                                    You have a GitHub repository that uses GitHub Actions for CI on pull requests.
                                                                                    You have a GitHub Copilot coding agent that opens pull requests for backlog items, and your company requires automated checks for agent-generated changes.
                                                                                    You plan to standardize success criteria so that pull requests created by agents only succeed when unit tests pass and CodeQL analysis completes.
                                                                                    You need to configure a GitHub Actions workflow that runs on pull requests, executes unit tests, and performs CodeQL analysis.
                                                                                    How should you complete the workflow? To answer, drag the appropriate values to the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
                                                                                    NOTE: Each correct selection is worth one point.


                                                                                    5. Case Study 1 - Contoso, Ltd
                                                                                    Overview
                                                                                    Contoso Ltd. is a software development company located in the United States.
                                                                                    Existing Environment
                                                                                    GitHub Environment
                                                                                    Contoso uses GitHub Enterprise and assigns GitHub Copilot Pro+ licenses to its developers. The developers use Microsoft Visual Studio Code as their IDE.
                                                                                    Contoso has a customer portal. The code for the portal is stored in a GitHub repository named repo1that contains the following:
                                                                                    - A custom agent named agent1 that includes instructions to review specs related to best practices
                                                                                    - A custom instruction file named validate-instructions.md that is used to validate tone of voice and applies to all .md and .txt files
                                                                                    - A custom instruction file named codereview.instructions.md that is used by the Copilot coding agent but is excluded for use by the Copilot code review repo1 has the following structure:
                                                                                    - The front-end is stored in the /frontend folder.
                                                                                    - The API logic is stored in the /api folder.
                                                                                    Contoso has a second repository named repo2 that contains a legacy .NET application named App1 built by using .NET 6. repo2 has a multi-agent workflow for modernization tasks.
                                                                                    Contoso enables the Model Context Protocol (MCP) registry and allows the Microsoft Learn MCP Server. Every developer must configure their own connection to the Learn MCP Server.
                                                                                    Problem Statements
                                                                                    The developers working in repo1 report that the Microsoft Learn documentation is NOT being retrieved when they attempt to validate a design by using agent1.
                                                                                    The testing team at Contoso identifies that the customer portal uses inconsistent UI styles, which leads to customer confusion and branding issues. The UI inconsistencies stem from variations in the folder structure.
                                                                                    Agent Logs
                                                                                    You have the following logs for the multi-agent workflow used in repo2.

                                                                                    Requirements
                                                                                    Planned Changes
                                                                                    Contoso plans to have all agents and developers in repo1use the Microsoft Learn MCP to ensure that reviews are validated by using the appropriate documentation. This must be implemented centrally.
                                                                                    Contoso plans to leverage AI-powered coding agents to implement new portal features and pages.
                                                                                    Technical Requirements
                                                                                    App1 must be upgraded to .NET 10. A previous upgrade attempt was started by using the Copilot modernization agent, but the attempt was never finalized.
                                                                                    You plan to retry the upgrade. You must first analyze App1 by using AI, and then generate a report that contains breaking changes and deprecated patterns before retrying the upgrade.
                                                                                    All AI-generated code for UI styling must adhere to a predefined folder structure.
                                                                                    The architects at Contoso need help building implementation plans for repo1. The company wants to implement a new agent named agent2 to analyze the code base and the code requirements, and then respond with a detailed plan. The agent must NOT be able to edit files or run local commands.
                                                                                    The developers must be able to delegate work to the Copilot coding agent by assigning issues to the agent.
                                                                                    Hotspot Question
                                                                                    You need to implement agent2 to meet the technical requirements.
                                                                                    How should you complete the YAML configuration? To answer, drag the appropriate values to the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
                                                                                    NOTE: Each correct selection is worth one point.


                                                                                    Solutions:

                                                                                    Question # 1
                                                                                    Answer: D
                                                                                    Question # 2
                                                                                    Answer: A
                                                                                    Question # 3
                                                                                    Answer: C
                                                                                    Question # 4
                                                                                    Answer: Only visible for members
                                                                                    Question # 5
                                                                                    Answer: Only visible for members

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