Microsoft GH-600 : GitHub Agentic AI Developer

  • Exam Code: GH-600
  • Exam Name: GitHub Agentic AI Developer
  • Updated: Aug 21, 2026     Q & A: 85 Questions and Answers

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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Manage memory, state, and execution10–15%- Cross-tool continuity
  • 1. Share state across tools and environments
    • 2. Prevent stale or conflicting context
      - Agent memory strategies
      • 1. Short-term vs long-term memory selection
        • 2. Memory scoping and expiration rules
          - State persistence and drift control
          • 1. Persist task progress as artifacts
            • 2. Detect and correct context drift
              Topic 2: Implement tool use and environment interaction20–25%- Agent tool configuration
              • 1. Select and configure tools
                • 2. Configure tool permissions and scope
                  - Safe execution and error handling
                  • 1. Escalation paths and traceability
                    • 2. Retries and rollback strategies
                      - 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: Evaluation, error analysis, and tuning15–20%- Define evaluation criteria
                                • 1. Define success metrics and constraints
                                  • 2. Generate automated evaluation signals
                                    - Tuning agent behavior
                                    • 1. Optimize memory usage and constraints
                                      • 2. Refine prompts, tools, and workflows
                                        - Failure analysis
                                        • 1. Analyze logs, traces, and artifacts
                                          • 2. Classify reasoning, tool, and context errors
                                            Topic 4: Orchestrate multi-agent coordination15–20%- Failure handling and recovery
                                            • 1. Detect stalled or degraded agents
                                              • 2. Implement rollback and recovery patterns
                                                - Multi-agent workflows
                                                • 1. Resolve conflicts and overlaps
                                                  • 2. Coordinate parallel agent execution
                                                    - Lifecycle management
                                                    • 1. Add/replace/retire agents safely
                                                      - Observability and auditability
                                                      • 1. Document agent handoffs and decisions
                                                        • 2. Generate logs and artifacts for review
                                                          Topic 5: Prepare agent architecture and SDLC processes15–20%- 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. Define agent steps in SDLC
                                                                  • 2. Identify and mitigate agent anti-patterns
                                                                    • 3. Define inputs, outputs, and success criteria
                                                                      - Planning vs execution boundaries
                                                                      • 1. Validate structured agent plans
                                                                        • 2. Prevent execution before approval
                                                                          • 3. Separate planning and execution phases
                                                                            Topic 6: Implement guardrails and accountability10–15%- Guardrails and human-in-the-loop
                                                                            • 1. Enforce least-privilege execution
                                                                              • 2. Require approvals for sensitive actions
                                                                                - 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. A pull request created by the Copilot coding agent needs to be automatically closed if it fails to pass required checks after three retry attempts, per your organization's governance policy. What should you configure?

                                                                                    A) A repository ruleset with agent-specific merge conditions and CI enforcement
                                                                                    B) /compact
                                                                                    C) .copilotignore
                                                                                    D) agents.md


                                                                                    2. You have a private GitHub repository that has Copilot memory enabled.
                                                                                    Several developers who have write access to the repository make changes across multiple branches, including creating some pull requests that are later closed without merging.
                                                                                    Your team needs to understand how GitHub Copilot ensures that only task-relevant, up-to-date information influences code suggestions, even when older memories exist.
                                                                                    How does Copilot manage memories?

                                                                                    A) Copilot stores memories indefinitely until a repository administrator deletes them manually.
                                                                                    B) Copilot automatically blocks memory creation from pull requests that are closed without merging, to prevent outdated information from being stored.
                                                                                    C) Copilot stores memories per user, ensuring that only the developer who created a memory can trigger the memory in future sessions.
                                                                                    D) Copilot validates each memory's citations against the current branch before using the memory, and ignores the memory if the referenced code no longer exists.


                                                                                    3. 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.


                                                                                    4. Your organization wants to ensure the Copilot coding agent cannot push directly to main, and all its changes must go through a pull request review process like any other contributor. What enforces this?

                                                                                    A) copilot-instructions.md
                                                                                    B) .copilotignore
                                                                                    C) Standard branch protection rules on the main branch
                                                                                    D) /context


                                                                                    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.
                                                                                    While upgrading App1, the agent identifies 47 issues, including a security vulnerability, and 46 API incompatibilities across different projects.
                                                                                    Which two actions are unsafe to delegate to the agent and require human involvement? Each correct answer presents a complete solution.
                                                                                    NOTE: Each correct selection is worth one point.

                                                                                    A) Review the plan.md file for dependencies.
                                                                                    B) Validate the assessment.md file for accuracy.
                                                                                    C) Generate the assessment.md file.
                                                                                    D) Validate whether the tasks.md file exists.
                                                                                    E) Approve all Git commits.


                                                                                    Solutions:

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

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