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Microsoft GitHub Agentic AI Developer : GH-600 Exam

GH-600 Exam Questions
  • Exam Code: GH-600
  • Exam Name: GitHub Agentic AI Developer
  • Updated: Sep 04, 2026
  • Q & A: 85 Questions and Answers
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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Orchestrate multi-agent coordination15–20%- Failure handling and recovery
  • 1. Detect stalled or degraded agents
    • 2. Implement rollback and recovery patterns
      - Lifecycle management
      • 1. Add/replace/retire agents safely
        - Multi-agent workflows
        • 1. Coordinate parallel agent execution
          • 2. Resolve conflicts and overlaps
            - Observability and auditability
            • 1. Generate logs and artifacts for review
              • 2. Document agent handoffs and decisions
                Topic 2: Manage memory, state, and execution10–15%- 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
                        - State persistence and drift control
                        • 1. Persist task progress as artifacts
                          • 2. Detect and correct context drift
                            Topic 3: Evaluation, error analysis, and tuning15–20%- Tuning agent behavior
                            • 1. Optimize memory usage and constraints
                              • 2. Refine prompts, tools, and workflows
                                - Define evaluation criteria
                                • 1. Define success metrics and constraints
                                  • 2. Generate automated evaluation signals
                                    - Failure analysis
                                    • 1. Classify reasoning, tool, and context errors
                                      • 2. Analyze logs, traces, and artifacts
                                        Topic 4: 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 5: Prepare agent architecture and SDLC processes15–20%- Observability and control
                                                • 1. Produce inspectable artifacts in GitHub
                                                  • 2. Define autonomy levels and guardrails
                                                    • 3. Enable human-in-the-loop controls
                                                      - Planning vs execution boundaries
                                                      • 1. Validate structured agent plans
                                                        • 2. Prevent execution before approval
                                                          • 3. Separate planning and execution phases
                                                            - 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 tool use and environment interaction20–25%- MCP server configuration
                                                                  • 1. Add MCP servers to agents
                                                                    • 2. Configure registries and allow lists
                                                                      - Development environment integration
                                                                      • 1. Scope agents to repositories or branches
                                                                        • 2. Enable CI-based agent execution
                                                                          • 3. Enable autonomous actions (PRs, branches)
                                                                            - Safe execution and error handling
                                                                            • 1. Escalation paths and traceability
                                                                              • 2. Retries and rollback strategies
                                                                                - Agent tool configuration
                                                                                • 1. Configure tool permissions and scope
                                                                                  • 2. Select and configure tools

                                                                                    Microsoft GitHub Agentic AI Developer Sample Questions:

                                                                                    Question 1

                                                                                    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 2

                                                                                    You are about to start a complex refactoring task in the GitHub Copilot CLI.
                                                                                    Before Copilot makes any changes, you need to review and agree on the approach.
                                                                                    What should you do first?

                                                                                    A. Start the Copilot CLI and specify the --agent=Task parameter.
                                                                                    B. From the Copilot CLI, run the /compact command.
                                                                                    C. Start the Copilot CLI and specify the --allow-all parameter.
                                                                                    D. From the Copilot CLI, switch to plan mode.


                                                                                    Question 3

                                                                                    A designated top-level instructions file is used by some agentic tools to describe overall repository purpose, build/test commands, and conventions in a tool-agnostic way (usable across multiple AI coding agents, not just Copilot). What is this file commonly called?

                                                                                    A. copilot-instructions.md
                                                                                    B. copilot-setup-steps.yml
                                                                                    C. .copilotignore
                                                                                    D. agents.md


                                                                                    Question 4

                                                                                    Hotspot Question
                                                                                    You have the following agent logs.

                                                                                    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

                                                                                    You have a GitHub Enterprise repository that runs an autonomous agent by using a GitHub Actions workflow. The workflow has the following jobs:
                                                                                    - agent-run that generates trace.json and plan.md
                                                                                    - review that waits for human approval before continuing
                                                                                    - deploy that uses the outputs from agent-run
                                                                                    You need to make the files inspectable in the GitHub Actions UI and ensure that the files are available to the review and deploy jobs.
                                                                                    What should you do in the workflow?

                                                                                    A. Commit trace.json and plan.md back to the repository from agent-run.
                                                                                    B. Use dependency caching to store trace.json and plan.md.
                                                                                    C. Store trace.json and plan.md on a network share and have later jobs retrieve them from the share.
                                                                                    D. Upload trace.json and plan.md as workflow artifacts in agent-run, and download the files inside the jobs.


                                                                                    Solutions:

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

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