Microsoft GH-600 exam dumps : GitHub Agentic AI Developer

  • Exam Code: GH-600
  • Exam Name: GitHub Agentic AI Developer
  • Updated: Sep 12, 2026     Q & A: 111 Questions and Answers

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Microsoft GH-600 Exam Syllabus Topics:

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

                                                                                    Microsoft GitHub Agentic AI Developer Sample Questions:

                                                                                    Question #1

                                                                                    You have a GitHub Enterprise Cloud organization that uses the GitHub Copilot coding agent to resolve issues asynchronously.
                                                                                    When an issue is assigned to GitHub Copilot, the agent creates a draft pull request, but your team cannot always tell whether the agent is actively working, has completed its session, or is awaiting workflow approval.
                                                                                    Which execution context does each signal indicate? To answer, drag the appropriate context to the correct signals.

                                                                                    Answer:

                                                                                    Question #2

                                                                                    You are evaluating the following workflow YAML.
                                                                                    jobs:
                                                                                    agent1:
                                                                                    runs-on: ubuntu-latest
                                                                                    environment: agent-sandbox
                                                                                    steps:
                                                                                    - uses: actions/checkout@v4
                                                                                    For each of the following statements, select Yes if the statement is true. Otherwise, select No.
                                                                                    NOTE: Each correct selection is worth one point.

                                                                                    Answer:

                                                                                    Question #3

                                                                                    You have a GitHub repository that uses GitHub Actions for CI.
                                                                                    Your team is piloting the GitHub Copilot coding agent to autonomously create branches and open pull requests. The repository follows trunk-based development that uses main as the default branch.
                                                                                    You need to ensure that the agent meets the following requirements:
                                                                                    Changes to main can occur only by using pull requests that have at least one approval.
                                                                                    When a pull request is opened, a validation workflow runs.
                                                                                    How should you configure the repository? To answer, select the appropriate options in the answer area.

                                                                                    Answer:

                                                                                    Question #4

                                                                                    You have a GitHub Enterprise organization that uses GitHub Copilot.
                                                                                    You discover that GitHub Copilot Chat responses in Microsoft Visual Studio Code are influenced by earlier, unrelated troubleshooting prompts from the same conversation.
                                                                                    You need to ensure that the Copilot Chat conversation context is limited to information relevant to the current work item. The solution must minimize effort.
                                                                                    What should you do? To answer, select the appropriate options in the answer area.
                                                                                    NOTE: Each correct selection is worth one point.

                                                                                    Answer:

                                                                                    Question #5

                                                                                    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
                                                                                    Answer: A

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