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Updated: Aug 11, 2026

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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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. Assign autonomy levels with compliance constraints
        • 2. Classify agent actions by risk
          Topic 2: 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. Resolve conflicts and overlaps
                  • 2. Coordinate parallel agent execution
                    - Failure handling and recovery
                    • 1. Detect stalled or degraded agents
                      • 2. Implement rollback and recovery patterns
                        Topic 3: Implement tool use and environment interaction20–25%- 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. Scope agents to repositories or branches
                                • 3. Enable CI-based agent execution
                                  - Agent tool configuration
                                  • 1. Configure tool permissions and scope
                                    • 2. Select and configure tools
                                      - Safe execution and error handling
                                      • 1. Retries and rollback strategies
                                        • 2. Escalation paths and traceability
                                          Topic 4: Manage memory, state, and execution10–15%- State persistence and drift control
                                          • 1. Detect and correct context drift
                                            • 2. Persist task progress as artifacts
                                              - Cross-tool continuity
                                              • 1. Share state across tools and environments
                                                • 2. Prevent stale or conflicting context
                                                  - Agent memory strategies
                                                  • 1. Short-term vs long-term memory selection
                                                    • 2. Memory scoping and expiration rules
                                                      Topic 5: Prepare agent architecture and SDLC processes15–20%- Observability and control
                                                      • 1. Define autonomy levels and guardrails
                                                        • 2. Enable human-in-the-loop controls
                                                          • 3. Produce inspectable artifacts in GitHub
                                                            - 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
                                                                  - Planning vs execution boundaries
                                                                  • 1. Prevent execution before approval
                                                                    • 2. Separate planning and execution phases
                                                                      • 3. Validate structured agent plans
                                                                        Topic 6: Evaluation, error analysis, and tuning15–20%- 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
                                                                                - Tuning agent behavior
                                                                                • 1. Optimize memory usage and constraints
                                                                                  • 2. Refine prompts, tools, and workflows

                                                                                    Microsoft GitHub Agentic AI Developer Sample Questions:

                                                                                    1. You want the GitHub Copilot coding agent to follow project-specific conventions (coding style, testing requirements, folder structure) on every task it performs in a repository. What should you create?

                                                                                    A) A CODEOWNERS file
                                                                                    B) A .copilotignore file
                                                                                    C) A agents.yml workflow file
                                                                                    D) A copilot-instructions.md file in .github/


                                                                                    2. 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.


                                                                                    3. Drag and Drop Question
                                                                                    You have a GitHub repository that uses a custom GitHub Copilot coding agent defined in the rollout-bot.agent.md file.
                                                                                    You need to update a workflow so that agent-profile changes can be rolled back by reverting a single commit and rerunning the workflow. The workflow must check out the exact commit being deployed and apply the agent profile from the repository at that commit.
                                                                                    How should you complete the workflow? 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.


                                                                                    4. 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


                                                                                    5. 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 troubleshoot the issue reported by Ben.
                                                                                    What should you review?

                                                                                    A) the GitHub Actions runner log for the session job
                                                                                    B) the GITHUB_TOKEN permissions block in the agent1 workflow
                                                                                    C) the GitHub Actions usage metrics of repo1
                                                                                    D) the agent session log in the Agents panel


                                                                                    Solutions:

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

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