Microsoft GitHub Agentic AI Developer : GH-600

GH-600
  • Exam Code: GH-600
  • Exam Name: GitHub Agentic AI Developer
  • Updated: Sep 07, 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%- 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 2: Evaluation, error analysis, and tuning15–20%- Define evaluation criteria
              • 1. Define success metrics and constraints
                • 2. Generate automated evaluation signals
                  - Failure analysis
                  • 1. Analyze logs, traces, and artifacts
                    • 2. Classify reasoning, tool, and context errors
                      - Tuning agent behavior
                      • 1. Refine prompts, tools, and workflows
                        • 2. Optimize memory usage and constraints
                          Topic 3: Implement guardrails and accountability10–15%- Autonomy and risk levels
                          • 1. Classify agent actions by risk
                            • 2. Assign autonomy levels with compliance constraints
                              - Guardrails and human-in-the-loop
                              • 1. Require approvals for sensitive actions
                                • 2. Enforce least-privilege execution
                                  Topic 4: Orchestrate multi-agent coordination15–20%- Observability and auditability
                                  • 1. Document agent handoffs and decisions
                                    • 2. Generate logs and artifacts for review
                                      - Lifecycle management
                                      • 1. Add/replace/retire agents safely
                                        - Failure handling and recovery
                                        • 1. Detect stalled or degraded agents
                                          • 2. Implement rollback and recovery patterns
                                            - Multi-agent workflows
                                            • 1. Coordinate parallel agent execution
                                              • 2. Resolve conflicts and overlaps
                                                Topic 5: Prepare agent architecture and SDLC processes15–20%- Observability and control
                                                • 1. Define autonomy levels and guardrails
                                                  • 2. Enable human-in-the-loop controls
                                                    • 3. Produce inspectable artifacts in GitHub
                                                      - Planning vs execution boundaries
                                                      • 1. Separate planning and execution phases
                                                        • 2. Validate structured agent plans
                                                          • 3. Prevent execution before approval
                                                            - 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 tool use and environment interaction20–25%- Agent tool configuration
                                                                  • 1. Select and configure tools
                                                                    • 2. Configure tool permissions and scope
                                                                      - Development environment integration
                                                                      • 1. Enable autonomous actions (PRs, branches)
                                                                        • 2. Scope agents to repositories or branches
                                                                          • 3. Enable CI-based agent execution
                                                                            - MCP server configuration
                                                                            • 1. Configure registries and allow lists
                                                                              • 2. Add MCP servers to agents
                                                                                - Safe execution and error handling
                                                                                • 1. Escalation paths and traceability
                                                                                  • 2. Retries and rollback strategies

                                                                                    Microsoft GitHub Agentic AI Developer Sample Questions:

                                                                                    Question #1

                                                                                    Drag and Drop Question
                                                                                    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. Each signal 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.

                                                                                    Answer:


                                                                                    Explanation:
                                                                                    Box 1: The agent acknowledges the assignment and will create the draft pull request.
                                                                                    When an issue is assigned to the GitHub Copilot coding agent, the eyes emoji reaction indicates that the agent has acknowledged the task and is actively starting work in the background.
                                                                                    Box 2: The agent session is actively running and generating live logs.
                                                                                    The signal indicating that "the pull request timeline shows Copilot started work" means that the agent session is actively running and generating live logs.
                                                                                    When a pull request timeline shows that Copilot started work, it indicates that the execution context is actively working.
                                                                                    Actively working: Indicated when the pull request timeline explicitly logs that Copilot started work or updates the PR body with a list of in-progress sub-tasks.
                                                                                    Box 3: A human must manually approve and run the workflow.
                                                                                    When a draft pull request exists but GitHub Actions checks are not running, it indicates that the execution context is awaiting workflow approval.
                                                                                    Reference:
                                                                                    https://docs.github.com/en/copilot/how-tos/copilot-on-github/use-copilot-agents/kick-off-a-task

                                                                                    Question #2

                                                                                    You have a multi-agent GitHub Actions workflow that uploads review artifacts for each run.
                                                                                    You discover that some workflow run artifacts are being deleted manually.
                                                                                    You need to use your organization's audit log data to identify which user deleted the artifacts.
                                                                                    Which audit log search filter should you use?

                                                                                    • A. operation:remove
                                                                                    • B. action:workflows.run
                                                                                    • C. action:artifact.destroy
                                                                                    • D. repo:<org>/<repo>
                                                                                    Answer: C

                                                                                    Explanation: Only visible for Exam4Tests members. You can sign-up / login (it's free).

                                                                                    Question #3

                                                                                    Drag and Drop Question
                                                                                    You have a GitHub repository that uses a custom GitHub Copilot coding agent defined in the rollout-bot.agent.md file.
                                                                                    You need to update a workflow so that agent-profile changes can be rolled back by reverting a single commit and rerunning the workflow. The workflow must check out the exact commit being deployed and apply the agent profile from the repository at that commit.
                                                                                    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.

                                                                                    Answer:


                                                                                    Explanation:
                                                                                    Box 1: inputs.ref
                                                                                    The specific commit being targeted.
                                                                                    Box 2: agents/rollout-bot.agent.md
                                                                                    The profile file to validate
                                                                                    Box 3: ${{ github.sha }}
                                                                                    The exact commit ref that the checkout action fetched
                                                                                    Reference:
                                                                                    https://octopus.com/devops/github-actions/github-actions-workflows/

                                                                                    Question #4

                                                                                    You are debugging an agentic workflow that intermittently fails specific tool calls with rate-limit errors when connecting to an internal MCP server. What is the most direct remediation?

                                                                                    • A. Switch to --allow-all
                                                                                    • B. Increase the MCP server's configured rate limits/quota
                                                                                    • C. Run /clear
                                                                                    • D. Add a CODEOWNERS entry
                                                                                    Answer: B

                                                                                    Explanation: Only visible for Exam4Tests members. You can sign-up / login (it's free).

                                                                                    Question #5

                                                                                    While using agent mode in VS Code, you want Copilot to run a specific test suite as a validation step after making changes, without manually invoking the terminal each time. What feature enables this?

                                                                                    • A. .copilotignore
                                                                                    • B. CODEOWNERS
                                                                                    • C. Tool/terminal invocation permissions in agent mode
                                                                                    • D. MCP server integration
                                                                                    Answer: C

                                                                                    Explanation: Only visible for Exam4Tests members. You can sign-up / login (it's free).

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