Microsoft GH-600 : GitHub Agentic AI Developer

  • Exam Code: GH-600
  • Exam Name: GitHub Agentic AI Developer
  • Updated: Sep 01, 2026
  • Q & A: 85 Questions and Answers

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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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 2: Implement tool use and environment interaction20–25%- Development environment integration
              • 1. Enable CI-based agent execution
                • 2. Enable autonomous actions (PRs, branches)
                  • 3. Scope agents to repositories or branches
                    - MCP server configuration
                    • 1. Configure registries and allow lists
                      • 2. Add MCP servers to agents
                        - Agent tool configuration
                        • 1. Configure tool permissions and scope
                          • 2. Select and configure tools
                            - Safe execution and error handling
                            • 1. Retries and rollback strategies
                              • 2. Escalation paths and traceability
                                Topic 3: Manage memory, state, and execution10–15%- Agent memory strategies
                                • 1. Short-term vs long-term memory selection
                                  • 2. Memory scoping and expiration rules
                                    - State persistence and drift control
                                    • 1. Detect and correct context drift
                                      • 2. Persist task progress as artifacts
                                        - Cross-tool continuity
                                        • 1. Share state across tools and environments
                                          • 2. Prevent stale or conflicting context
                                            Topic 4: Orchestrate multi-agent coordination15–20%- Multi-agent workflows
                                            • 1. Resolve conflicts and overlaps
                                              • 2. Coordinate parallel agent execution
                                                - 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. 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. Define autonomy levels and guardrails
                                                            • 2. Enable human-in-the-loop controls
                                                              • 3. Produce inspectable artifacts in GitHub
                                                                - Planning vs execution boundaries
                                                                • 1. Prevent execution before approval
                                                                  • 2. Separate planning and execution phases
                                                                    • 3. Validate structured agent plans
                                                                      - 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
                                                                            Topic 6: Implement guardrails and accountability10–15%- Autonomy and risk levels
                                                                            • 1. Assign autonomy levels with compliance constraints
                                                                              • 2. Classify agent actions by risk
                                                                                - Guardrails and human-in-the-loop
                                                                                • 1. Require approvals for sensitive actions
                                                                                  • 2. Enforce least-privilege execution

                                                                                    Microsoft GitHub Agentic AI Developer Sample Questions:

                                                                                    Question 1

                                                                                    You have a repository on github.com that uses the GitHub Copilot coding agent.
                                                                                    You also use the GitHub Copilot CLI locally to reproduce failures and continue the same work from your terminal.
                                                                                    You need to verify the current token usage.
                                                                                    Which Copilot CLI slash command should you run?

                                                                                    A. /compact
                                                                                    B. /diff
                                                                                    C. /usage
                                                                                    D. /context


                                                                                    Question 2

                                                                                    Hotspot Question
                                                                                    You have a GitHub repository that uses GitHub Copilot Chat in Microsoft Visual Studio Code.
                                                                                    Custom agents are stored in the repository under version control.
                                                                                    Your team uses a multi-agent workflow where a planner agent produces an implementation plan that is then handed off to an implementation agent to make changes.
                                                                                    Recent prompts cause the planner agent to start editing files and running commands before the plan is approved.
                                                                                    You need to configure the planner agent to meet the following requirements:
                                                                                    - Use only read-only tools.
                                                                                    - Hand off to the implementation agent only after the plan is approved.
                                                                                    How should you configure the agent? To answer, select the appropriate options in the answer area.
                                                                                    NOTE: Each correct selection is worth one point.


                                                                                    Question 3

                                                                                    You use a GitHub Actions workflow to orchestrate a multi-agent draft-review process for pull requests. The workflow uploads a single combined review-package artifact at the end of each run.
                                                                                    You discover that the review-package artifact is occasionally missing from the workflow run history, and you suspect that a user deleted it.
                                                                                    You need to identify which user manually deleted a workflow run artifact and when the deletion occurred.
                                                                                    What should you use?

                                                                                    A. the pull request description and comment history
                                                                                    B. the artifact.destroy audit log event
                                                                                    C. the checks.delete_logs audit log event
                                                                                    D. the merge commit history


                                                                                    Question 4

                                                                                    Hotspot Question
                                                                                    You have a GitHub repository that uses the following GrtHub Copilot CLI command in a Bash script.

                                                                                    For each of the following statements, select Yes if the statement is true. Otherwise, select No.
                                                                                    NOTE: Each correct selection is worth one point.


                                                                                    Question 5

                                                                                    During an agentic session, you want to see exactly how many tokens are being consumed by the system prompt, tools, and message history before deciding whether to compact. Which command should you run?

                                                                                    A. /diff
                                                                                    B. /usage
                                                                                    C. /tokens
                                                                                    D. /context


                                                                                    Solutions:

                                                                                    Question 1
                                                                                    Answer: D
                                                                                    Question 2
                                                                                    Answer: Only visible for members
                                                                                    Question 3
                                                                                    Answer: B
                                                                                    Question 4
                                                                                    Answer: Only visible for members
                                                                                    Question 5
                                                                                    Answer: D

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