Microsoft GH-600 Q&A - in .pdf

  • GH-600 pdf
  • 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
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. Generate automated evaluation signals
        • 2. Define success metrics and constraints
          - Tuning agent behavior
          • 1. Refine prompts, tools, and workflows
            • 2. Optimize memory usage and constraints
              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
                      Prepare agent architecture and SDLC processes15–20%- Integrate agents into SDLC workflows
                      • 1. Define inputs, outputs, and success criteria
                        • 2. Identify and mitigate agent anti-patterns
                          • 3. Define agent steps in SDLC
                            - Observability and control
                            • 1. Enable human-in-the-loop controls
                              • 2. Produce inspectable artifacts in GitHub
                                • 3. Define autonomy levels and guardrails
                                  - Planning vs execution boundaries
                                  • 1. Separate planning and execution phases
                                    • 2. Prevent execution before approval
                                      • 3. Validate structured agent plans
                                        Orchestrate multi-agent coordination15–20%- Failure handling and recovery
                                        • 1. Implement rollback and recovery patterns
                                          • 2. Detect stalled or degraded agents
                                            - Multi-agent workflows
                                            • 1. Coordinate parallel agent execution
                                              • 2. Resolve conflicts and overlaps
                                                - Observability and auditability
                                                • 1. Document agent handoffs and decisions
                                                  • 2. Generate logs and artifacts for review
                                                    - Lifecycle management
                                                    • 1. Add/replace/retire agents safely
                                                      Implement tool use and environment interaction20–25%- Development environment integration
                                                      • 1. Scope agents to repositories or branches
                                                        • 2. Enable autonomous actions (PRs, branches)
                                                          • 3. Enable CI-based agent execution
                                                            - Agent tool configuration
                                                            • 1. Configure tool permissions and scope
                                                              • 2. Select and configure tools
                                                                - 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
                                                                        Manage memory, state, and execution10–15%- State persistence and drift control
                                                                        • 1. Detect and correct context drift
                                                                          • 2. Persist task progress as artifacts
                                                                            - Agent memory strategies
                                                                            • 1. Short-term vs long-term memory selection
                                                                              • 2. Memory scoping and expiration rules
                                                                                - Cross-tool continuity
                                                                                • 1. Share state across tools and environments
                                                                                  • 2. Prevent stale or conflicting context

                                                                                    Microsoft GitHub Agentic AI Developer Sample Questions:

                                                                                    1. Hotspot Question
                                                                                    Your company uses Microsoft Visual Studio Code and GitHub Copilot Chat.
                                                                                    You have a GitHub repository that uses main as the default branch. The repository contains a workspace custom agent stored at .github/agents/release-notes.agent.md.
                                                                                    A developer switches to a branch named branch1 where the agent file does NOT exist. In the same session, the developer switches to a user profile named profile1.profile1 contains a custom agent file named release-notes.agent.md that has user-invokable set to false.
                                                                                    For each of the following statements, select Yes if the statement is true. Otherwise, select No.
                                                                                    NOTE: Each correct selection is worth one point.


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


                                                                                    3. You are architecting an agentic AI system and need the agent's tool-calling behavior to be constrained so it can only call a specific allow-listed set of MCP tools, never arbitrary ones. What should you configure?

                                                                                    A) .copilotignore
                                                                                    B) Tool/server allow-list in the MCP client configuration
                                                                                    C) Repository ruleset
                                                                                    D) /usage


                                                                                    4. During a Copilot CLI session, an MCP tool call fails because the external service requires re- authentication. What is the most likely resolution path?

                                                                                    A) Re-authenticate the MCP server connector
                                                                                    B) Switch to plan mode
                                                                                    C) Run /compact to clear context
                                                                                    D) Run /diff to inspect changes


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


                                                                                    Solutions:

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

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