GH-600 Questions & Answers & GH-600 Study Guide & GH-600 Exam Preparation

Microsoft GH-600 : GitHub Agentic AI Developer

Exam Code: GH-600

Exam Name: GitHub Agentic AI Developer

Updated: Aug 15, 2026

Q & A: 85 Questions and Answers

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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Prepare agent architecture and SDLC processes15–20%- Integrate agents into SDLC workflows
  • 1. Define inputs, outputs, and success criteria
    • 2. Define agent steps in SDLC
      • 3. Identify and mitigate agent anti-patterns
        - Observability and control
        • 1. Define autonomy levels and guardrails
          • 2. Produce inspectable artifacts in GitHub
            • 3. Enable human-in-the-loop controls
              - Planning vs execution boundaries
              • 1. Separate planning and execution phases
                • 2. Prevent execution before approval
                  • 3. Validate structured agent plans
                    Topic 2: 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. Enforce least-privilege execution
                          • 2. Require approvals for sensitive actions
                            Topic 3: Evaluation, error analysis, and tuning15–20%- Tuning agent behavior
                            • 1. Optimize memory usage and constraints
                              • 2. Refine prompts, tools, and workflows
                                - Failure analysis
                                • 1. Classify reasoning, tool, and context errors
                                  • 2. Analyze logs, traces, and artifacts
                                    - Define evaluation criteria
                                    • 1. Define success metrics and constraints
                                      • 2. Generate automated evaluation signals
                                        Topic 4: Implement tool use and environment interaction20–25%- Safe execution and error handling
                                        • 1. Escalation paths and traceability
                                          • 2. Retries and rollback strategies
                                            - MCP server configuration
                                            • 1. Configure registries and allow lists
                                              • 2. Add MCP servers to agents
                                                - Agent tool configuration
                                                • 1. Select and configure tools
                                                  • 2. Configure tool permissions and scope
                                                    - Development environment integration
                                                    • 1. Scope agents to repositories or branches
                                                      • 2. Enable CI-based agent execution
                                                        • 3. Enable autonomous actions (PRs, branches)
                                                          Topic 5: Orchestrate multi-agent coordination15–20%- Observability and auditability
                                                          • 1. Generate logs and artifacts for review
                                                            • 2. Document agent handoffs and decisions
                                                              - Lifecycle management
                                                              • 1. Add/replace/retire agents safely
                                                                - 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
                                                                        Topic 6: 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. 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

                                                                                    Microsoft GitHub Agentic AI Developer Sample Questions:

                                                                                    1. You are using GitHub Copilot Chat's agent mode in VS Code and want it to autonomously use tools (terminal, file edits, tests) to complete a multi-step task, checking in with you between major steps. What is this interaction mode called?

                                                                                    A) Agent mode
                                                                                    B) Ask mode
                                                                                    C) Inline mode
                                                                                    D) Edit mode


                                                                                    2. Your organization requires that any workflow file changes proposed by an autonomous agent be reviewed by a member of the security team before merging, regardless of who opened the pull request. What combination should you configure?

                                                                                    A) .copilotignore + agents.md
                                                                                    B) CODEOWNERS + a required branch protection rule
                                                                                    C) copilot-instructions.md + required status checks
                                                                                    D) MCP server permissions + repository ruleset


                                                                                    3. You have a GitHub repository.
                                                                                    Developers use the GitHub Copilot CLI and repository-scoped hooks under .github/hooks/*.json.
                                                                                    You need to allow the Copilot CLI to automatically run low-risk Bash commands. The solution must prevent the autonomous execution of high-risk commands, such as sudo, rm -rf /, and curl ... | bash.
                                                                                    What should you do?

                                                                                    A) Configure a userPromptSubmitted hook that logs prompts and exits nonzero.
                                                                                    B) Configure a preToolUse hook that returns permissionDecision: "deny".
                                                                                    C) Add .github/hooks/logs/ to .gitignore.
                                                                                    D) Configure a sessionStart hook that prints a policy banner.


                                                                                    4. An agentic coding session in the terminal has grown too long, and you want to discard all prior conversation history and start clean, without summarization. Which slash command should you run?

                                                                                    A) /compact
                                                                                    B) /usage
                                                                                    C) /reset-context
                                                                                    D) /clear


                                                                                    5. Drag and Drop Question
                                                                                    You have a GitHub repository that uses the GitHub Copilot CLI to run autonomous tasks.
                                                                                    You need to validate each generated command before it runs. Any commands that attempt to modify paths outside the repository must be blocked.
                                                                                    How should you complete the YAML? 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.


                                                                                    Solutions:

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

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