Microsoft GH-600 : Developing in Agentic AI Systems

  • Exam Code: GH-600
  • Exam Name: Developing in Agentic AI Systems
  • Updated: Sep 18, 2026
  • Q & A: 111 Questions and Answers

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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Prepare agent architecture and SDLC processes15–20%- Planning vs execution boundaries
  • 1. Prevent execution before approval
    • 2. Validate structured agent plans
      • 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
              - Observability and control
              • 1. Produce inspectable artifacts in GitHub
                • 2. Define autonomy levels and guardrails
                  • 3. Enable human-in-the-loop controls
                    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. Enforce least-privilege execution
                          • 2. Require approvals for sensitive actions
                            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. Memory scoping and expiration rules
                                  • 2. Short-term vs long-term memory selection
                                    - Cross-tool continuity
                                    • 1. Share state across tools and environments
                                      • 2. Prevent stale or conflicting context
                                        Orchestrate multi-agent coordination15–20%- Multi-agent workflows
                                        • 1. Coordinate parallel agent execution
                                          • 2. Resolve conflicts and overlaps
                                            - Failure handling and recovery
                                            • 1. Implement rollback and recovery patterns
                                              • 2. Detect stalled or degraded agents
                                                - Observability and auditability
                                                • 1. Document agent handoffs and decisions
                                                  • 2. Generate logs and artifacts for review
                                                    - Lifecycle management
                                                    • 1. Add/replace/retire agents safely
                                                      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
                                                                  Implement tool use and environment interaction20–25%- Development environment integration
                                                                  • 1. Enable CI-based agent execution
                                                                    • 2. Scope agents to repositories or branches
                                                                      • 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. Select and configure tools
                                                                              • 2. Configure tool permissions and scope
                                                                                - MCP server configuration
                                                                                • 1. Add MCP servers to agents
                                                                                  • 2. Configure registries and allow lists

                                                                                    Microsoft GitHub Agentic AI Developer Sample Questions:

                                                                                    Question #1

                                                                                    You have a GitHub repository that uses GitHub Actions to run an autonomous coding-agent workflow.
                                                                                    Your team requires that session logs be captured as workflow artifacts so that agent runs can be audited and traced back to a specific execution and code state.
                                                                                    How should you complete the workflow? To answer, drag the appropriate values to the correct targets.

                                                                                    Reveal Solution  Discussion  0

                                                                                    Correct Answer:

                                                                                    Question #2

                                                                                    You need to provide access to the API key of MCP1. The solution must meet the security requirements.
                                                                                    What should you do?

                                                                                    • A. In the product-api repository settings, add the API key directly to the .mcp/server.json file by using a plaintext apiKey field.
                                                                                    • B. Store the API key as a secret in the Copilot environment of product-api by using a name prefix of COPILOT_MCP_, and then reference the variable name in the mcp.json configuration.
                                                                                    • C. In product-api, add the API key as a GitHub Actions encrypted secret and reference the secret by using ${{ secrets.KEY }} in the workflow YAML of agent1.
                                                                                    • D. Store the API key as a GitHub Codespaces user secret scoped to product-api.
                                                                                    Reveal Solution  Discussion  0

                                                                                    Correct Answer: B  🗳️

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                                                                                    Question #3

                                                                                    In Microsoft Visual Studio Code, you are using GitHub Copilot Chat to generate documentation for a new feature.
                                                                                    Earlier in the day, you used Copilot Chat extensively for an unrelated refactoring task.
                                                                                    You discover that the Copilot responses for the new documentation task are influenced by the earlier conversation.
                                                                                    You need Copilot to focus only on the current task and avoid using prior conversational context. The solution must NOT affect other conversations.
                                                                                    What should you do?

                                                                                    • A. Modify the Chat > Agent: Max Requests setting.
                                                                                    • B. Change from sidebar chat to inline chat.
                                                                                    • C. Use @file to restrict the Copilot context to the currently open file.
                                                                                    • D. Start a new Copilot Chat conversation.
                                                                                    • E. Clear the chat history of the current conversation.
                                                                                    Reveal Solution  Discussion  0

                                                                                    Correct Answer: D  🗳️

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                                                                                    Question #4

                                                                                    Before App1 is upgraded, you need to verify each individual upgrade step and whether all tests have passed.
                                                                                    Which file should you use?

                                                                                    • A. <project>/.github/plan.md
                                                                                    • B. <project>/.github/upgrades/{scenarioId}/assessment.md
                                                                                    • C. <project>/.github/upgrades/{scenarioId}/tasks.md
                                                                                    • D. <project>/.mcp/agent.md
                                                                                    Reveal Solution  Discussion  0

                                                                                    Correct Answer: C  🗳️

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                                                                                    Question #5

                                                                                    You are analyzing the following agent logs.
                                                                                    2026-03-19 21:00:59.905 [info] ccreq:6343bff1.copilotmd | success | gpt-5.3-codex | 10385ms | [panel/editAgent]
                                                                                    2026-03-19 21:01:09.644 [info] ccreq:4612e90d.copilotmd | success | gpt-5.3-codex | 9806ms | [panel/editAgent]
                                                                                    2026-03-19 21:01:09.856 [info] [ToolCallingLoop] Stop hook result: shouldContinue=false, reasons=undefined
                                                                                    2026-03-19 21:01:30.816 [info] ccreq:9dcd0468.copilotmd | success | gpt-5.3-codex | 5489ms | [panel/editAgent]
                                                                                    2026-03-19 21:01:31.475 [error] Error from tool mcp_microsoftdocs_microsoft_docs_search with args
                                                                                    {"query":"VS Code custom agent name from frontmatter and filename behavior"}:
                                                                                    Cannot read properties of undefined (reading 'invoke'):
                                                                                    TypeError: Cannot read properties of undefined (reading 'invoke')
                                                                                    You need to classify the error in a report for your company's CTO.
                                                                                    How should you classify the error?

                                                                                    • A. Network issue
                                                                                    • B. Context issue
                                                                                    • C. Tool misuse
                                                                                    • D. Reasoning error
                                                                                    Reveal Solution  Discussion  0

                                                                                    Correct Answer: C  🗳️

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