Microsoft : GH-600 Questions & Answers

Last Updated: Aug 09, 2026

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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Implement tool use and environment interaction20–25%- Safe execution and error handling
  • 1. Retries and rollback strategies
    • 2. Escalation paths and traceability
      - Agent tool configuration
      • 1. Select and configure tools
        • 2. Configure tool permissions and scope
          - MCP server configuration
          • 1. Configure registries and allow lists
            • 2. Add MCP servers to agents
              - Development environment integration
              • 1. Enable autonomous actions (PRs, branches)
                • 2. Enable CI-based agent execution
                  • 3. Scope agents to repositories or branches
                    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
                        - State persistence and drift control
                        • 1. Persist task progress as artifacts
                          • 2. Detect and correct context drift
                            - Cross-tool continuity
                            • 1. Prevent stale or conflicting context
                              • 2. Share state across tools and environments
                                Topic 3: Implement guardrails and accountability10–15%- Guardrails and human-in-the-loop
                                • 1. Enforce least-privilege execution
                                  • 2. Require approvals for sensitive actions
                                    - Autonomy and risk levels
                                    • 1. Classify agent actions by risk
                                      • 2. Assign autonomy levels with compliance constraints
                                        Topic 4: Orchestrate multi-agent coordination15–20%- Lifecycle management
                                        • 1. Add/replace/retire agents safely
                                          - Observability and auditability
                                          • 1. Document agent handoffs and decisions
                                            • 2. Generate logs and artifacts for review
                                              - 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
                                                      Topic 5: Prepare agent architecture and SDLC processes15–20%- Integrate agents into SDLC workflows
                                                      • 1. Define agent steps in SDLC
                                                        • 2. Define inputs, outputs, and success criteria
                                                          • 3. Identify and mitigate agent anti-patterns
                                                            - 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. Separate planning and execution phases
                                                                    • 2. Validate structured agent plans
                                                                      • 3. Prevent execution before approval
                                                                        Topic 6: Evaluation, error analysis, and tuning15–20%- Tuning agent behavior
                                                                        • 1. Refine prompts, tools, and workflows
                                                                          • 2. Optimize memory usage and constraints
                                                                            - Define evaluation criteria
                                                                            • 1. Generate automated evaluation signals
                                                                              • 2. Define success metrics and constraints
                                                                                - Failure analysis
                                                                                • 1. Classify reasoning, tool, and context errors
                                                                                  • 2. Analyze logs, traces, and artifacts

                                                                                    Microsoft GitHub Agentic AI Developer Sample Questions:

                                                                                    1. You have a GitHub Enterprise organization that has Copilot memory enabled.
                                                                                    You create a new repository.
                                                                                    What are two ways that memories will be deleted from the repository? Each correct answer presents a complete solution.
                                                                                    NOTE: Each correct selection is worth one point.

                                                                                    A) when the repository is archived
                                                                                    B) automatically after 28 days
                                                                                    C) when the code that created the memory is deleted
                                                                                    D) when pull requests are merged
                                                                                    E) manually by repository members


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


                                                                                    3. Case Study 2
                                                                                    Existing Environment
                                                                                    GitHub Environment
                                                                                    The GitHub environment contains the following:
                                                                                    - Three repositories named product-api, billing-service, and infra-terraform.
                                                                                    - Branch protection on the main branch in all repositories that requires at least one pull request review before merging
                                                                                    - GitHub Actions runners used across all workflows
                                                                                    - A GitHub team named SG_Dev that contains developers
                                                                                    - A GitHub team named SG_Review that contains senior engineers and a security team
                                                                                    - A .github/copilot-instructions.md file that includes general coding conventions for all features Agent environment The product-api repository uses a GitHub Copilot coding agent named agent1 that has the following configurations:
                                                                                    - No custom agent profile is defined.
                                                                                    - A Model Context Protocol (MCP) server named MCP1 is deployed to
                                                                                    https://mcp.litwareinc.internal and provides access to internal ticketing and deployment APIs.
                                                                                    MCP1 requires an API key for authentication.
                                                                                    A second Copilot coding agent named agent2 handles changes in infra-terraform and runs in parallel with agent1 when both agents have open assigned issues.
                                                                                    Copilot memory is NOT enabled for the organization.
                                                                                    Problem Statements
                                                                                    Litware identifies the following issues:
                                                                                    - During two recent sessions, agent1 accessed files in billing-service, which is outside the agent's intended scope.
                                                                                    - agent1 makes code changes immediately after receiving a task.
                                                                                    - A developer named Ben, who is on the SG_Dev team, reports that agent1 completed a session with a successful status and opened a pull request, but the pull request contains no file changes.
                                                                                    Other developers report this intermittently as well.
                                                                                    - Both agent1 and agent2 modified shared/config.yaml in a parallel test run, generating conflicting outputs.
                                                                                    agent1 consistently uses raw try-catch blocks for error handling, which violates the defined implementation guidelines of SG_Dev.
                                                                                    Requirements
                                                                                    Planned Changes
                                                                                    Litware plans to make the following changes:
                                                                                    - Ensure that agent1 can access all the tools in the environment.
                                                                                    - Provide product-api with specific instructions to agent1 without affecting Copilot Chat or Copilot code review.
                                                                                    - Configure MCP1 as a tool for agent1 by modifying the product-api repository MCP configuration.
                                                                                    - Ensure that Copilot retains details that it has learned and uses that knowledge for future work.
                                                                                    This must be applied to all licensed members of the organization.
                                                                                    Implementation guidelines
                                                                                    The development team at Litware identifies the following implementation guidelines:
                                                                                    - Agent workflows must be able to run in parallel.
                                                                                    - Application error handling must use the repository ErrorHandler class.
                                                                                    - agent1 and agent2 must run on isolated branches during parallel execution. File-level conflicts must be detected before merges, and both agents must be able to run concurrently.
                                                                                    Security requirements
                                                                                    Litware identifies the following security requirements:
                                                                                    - Only the members of SG_Review must be able to approve agent1 plan outputs.
                                                                                    - All API keys must be stored and accessed securely.
                                                                                    - The developers must NOT be able to self-approve.
                                                                                    Agent configuration

                                                                                    You need to resolve the issue of the agents generating conflicting output. The solution must meet the implementation guidelines.
                                                                                    What should you do?

                                                                                    A) Configure a concurrency group on both agent workflows so that only one workflow runs at a time.
                                                                                    B) Add shared/config.yaml to a CODEOWNERS file that requires SG_Review approval before any changes can be merged.
                                                                                    C) Configure each agent to work on a separate branch and add a required status check that detects file-level overlap before either pull request can be merged.
                                                                                    D) Configure tools: ['read', 'search'] in both agent profiles to prevent either agent from writing files.


                                                                                    4. 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) /tokens
                                                                                    B) /context
                                                                                    C) /usage
                                                                                    D) /diff


                                                                                    5. You are troubleshooting why a Copilot coding agent pull request keeps failing CI checks after every attempted fix. What is the most effective first step?

                                                                                    A) Switch the agent to --allow-all mode
                                                                                    B) Add clear, reproducible steps and expected behavior to the issue
                                                                                    C) Enable Copilot memory
                                                                                    D) Increase MCP server rate limits


                                                                                    Solutions:

                                                                                    Question # 1
                                                                                    Answer: B,E
                                                                                    Question # 2
                                                                                    Answer: A
                                                                                    Question # 3
                                                                                    Answer: A
                                                                                    Question # 4
                                                                                    Answer: B
                                                                                    Question # 5
                                                                                    Answer: B

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