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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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. Detect and correct context drift
            • 2. Persist task progress as artifacts
              Topic 2: Prepare agent architecture and SDLC processes15–20%- 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
                          - Planning vs execution boundaries
                          • 1. Validate structured agent plans
                            • 2. Prevent execution before approval
                              • 3. Separate planning and execution phases
                                Topic 3: 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
                                        Topic 4: Implement tool use and environment interaction20–25%- 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
                                                - Development environment integration
                                                • 1. Enable autonomous actions (PRs, branches)
                                                  • 2. Scope agents to repositories or branches
                                                    • 3. Enable CI-based agent execution
                                                      - Safe execution and error handling
                                                      • 1. Escalation paths and traceability
                                                        • 2. Retries and rollback strategies
                                                          Topic 5: Orchestrate multi-agent coordination15–20%- Failure handling and recovery
                                                          • 1. Implement rollback and recovery patterns
                                                            • 2. Detect stalled or degraded agents
                                                              - Lifecycle management
                                                              • 1. Add/replace/retire agents safely
                                                                - Multi-agent workflows
                                                                • 1. Resolve conflicts and overlaps
                                                                  • 2. Coordinate parallel agent execution
                                                                    - Observability and auditability
                                                                    • 1. Generate logs and artifacts for review
                                                                      • 2. Document agent handoffs and decisions
                                                                        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. Analyze logs, traces, and artifacts
                                                                                  • 2. Classify reasoning, tool, and context errors

                                                                                    Microsoft GitHub Agentic AI Developer Sample Questions:

                                                                                    1. You have multiple GitHub Copilot coding agents that run tasks concurrently.
                                                                                    You live stream the session log output and see the following.

                                                                                    What is a possible cause of the error?

                                                                                    A) a preToolUse hook
                                                                                    B) a GitHub app installation policy
                                                                                    C) a postToolUse hook
                                                                                    D) a Copilot firewall policy


                                                                                    2. 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 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.
                                                                                    B) Add shared/config.yaml to a CODEOWNERS file that requires SG_Review approval before any changes can be merged.
                                                                                    C) Configure a concurrency group on both agent workflows so that only one workflow runs at a time.
                                                                                    D) Configure tools: ['read', 'search'] in both agent profiles to prevent either agent from writing files.


                                                                                    3. Hotspot Question
                                                                                    You have a GitHub Enterprise organization that uses GitHub Copilot.
                                                                                    You discover that GitHub Copilot Chat responses in Microsoft Visual Studio Code are influenced by earlier, unrelated troubleshooting prompts from the same conversation.
                                                                                    You need to ensure that the Copilot Chat conversation context is limited to information relevant to the current work item. The solution must minimize effort.
                                                                                    What should you do? To answer, select the appropriate options in the answer area.
                                                                                    NOTE: Each correct selection is worth one point.


                                                                                    4. Hotspot Question
                                                                                    You have a GitHub repository that contains the following custom agent files:
                                                                                    - A file named planner.agent.md that includes YAML frontmatter with a
                                                                                    handoffs entry that has label: Start Implementation, agent:
                                                                                    implementer, and prompt: Now implement the plan outlined above
                                                                                    - A file named implementer.agent.md that is in the same directory as
                                                                                    planner.agent.md and includes YAML frontmatter that has name:
                                                                                    IMPLEMENTER
                                                                                    You add a third agent file named review.agent.md.review.agent.md includes YAML frontmatter that has name: code-review.
                                                                                    You make the following changes to planner.agent.md:
                                                                                    - Update the existing handoff to include send: true and model: GPT-5.2
                                                                                    (copilot).
                                                                                    - Add a second handoff that has label: Run Review, agent: code-review,
                                                                                    and prompt: Review the code changes made in the previous step.
                                                                                    No other agent files are modified.
                                                                                    For each of the following statements, select Yes if the statement is true. Otherwise, select No.
                                                                                    NOTE: Each correct selection is worth one point.


                                                                                    5. Drag and Drop Question
                                                                                    You have a GitHub Enterprise Cloud Organization that uses the GitHub Copilot coding agent to resolve issues asynchronously.
                                                                                    When an issue is assigned to GitHub Copilot, the agent creates a draft pull request, but your team cannot always tell whether the agent is actively working, has completed its session, or is awaiting workflow approval.
                                                                                    Which execution context does each signal indicate? To answer, drag the appropriate context to the correct signals. Each signal 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: C
                                                                                    Question # 3
                                                                                    Answer: Only visible for members
                                                                                    Question # 4
                                                                                    Answer: Only visible for members
                                                                                    Question # 5
                                                                                    Answer: Only visible for members

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