Microsoft GH-600 Q&A - in .pdf

  • GH-600 pdf
  • Exam Code: GH-600
  • Exam Name: Developing in Agentic AI Systems
  • Updated: Oct 13, 2026
  • Q & A: 111 Questions and Answers
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  • Exam Name: Developing in Agentic AI Systems
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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Implement guardrails and accountability10-15%- Define autonomy levels
  • 1. Assign autonomy levels to maximize delivery speed while remaining compliant with organizational security and Responsible AI standards
    • 2. Classify agent actions by operational, security, and compliance risk to right-size human interventions
      - Implement guardrails and human-in-the-loop workflows
      • 1. Preserve execution velocity by minimizing approvals that do not materially reduce risk
        • 2. Require explicit authorization or controlled paths for irreversible or compliance-sensitive changes
          • 3. Scope permissions and execution contexts to enforce least-privilege access
            • 4. Identify the subset of actions that require human judgment
              • 5. Block actions that violate defined security, compliance, or Responsible AI policies
                Implement tool use and environment interaction20-25%- Operate agents with safe execution paths and robust error handling
                • 1. Implement rollbacks
                  • 2. Implement retries
                    • 3. Implement error handling
                      • 4. Implement escalation paths
                        • 5. Implement traceability and accountability for agent actions
                          - Select and configure agent tools
                          • 1. Configure agent tools
                            • 2. Identify required tools
                              • 3. Configure agent tool permissions
                                - Configure MCP servers
                                • 1. Add an MCP server as a tool to an agent
                                  • 2. Configure a GitHub remote MCP server
                                    • 3. Configure the MCP registries
                                      • 4. Configure MCP allow lists
                                        - Integrate agents within development environments
                                        • 1. Configure an agent to be invoked in a CI workflow
                                          • 2. Configure an agent's scope to a specific repository
                                            • 3. Enable an agent to perform autonomous actions, including creating branches and pull requests
                                              • 4. Evaluate the execution context for an agent
                                                • 5. Configure an agent to use branch-based scope
                                                  • 6. Configure an agent to handle environment-specific constraints
                                                    Manage memory, state, and execution10-15%- Persist agent state and manage context drift
                                                    • 1. Detect and correct drift during extended agent execution
                                                      • 2. Resume agent work without repeating steps or diverging from prior decisions
                                                        • 3. Capture task progress and decisions as durable artifacts
                                                          - Ensure continuity of agent memory and state across tools and environments
                                                          • 1. Prevent stale context
                                                            • 2. Prevent conflicting context
                                                              • 3. Share agent state
                                                                - Implement agent memory strategies
                                                                • 1. Scope agent memory to task-relevant information
                                                                  • 2. Choose between short-term, long-term, and external memory
                                                                    • 3. Define memory expiration, pruning, and reset rules
                                                                      Prepare agent architecture and SDLC processes15-20%- Define boundaries between planning, reasoning, and action
                                                                      • 1. Configure agent planning to be distinct from agent execution
                                                                        • 2. Configure an agent to output a structured plan
                                                                          • 3. Validate agent plans
                                                                            • 4. Prevent agent action until the agent checked and approved
                                                                              - Configure observability and control for autonomous agents
                                                                              • 1. Configure human intervention for autonomous agents without slowing delivery
                                                                                • 2. Configure agents to produce inspectable artifacts within standard development tooling
                                                                                  • 3. Plan and implement the degree of agent autonomy, including guardrails
                                                                                    - Integrate agents into the software development lifecycle (SDLC)
                                                                                    • 1. Identify steps for agents to perform
                                                                                      • 2. Identify and mitigate common anti-patterns in agents
                                                                                        • 3. Define inputs, outputs, and success criteria for agents
                                                                                          Orchestrate multi-agent coordination15-20%- Detect and respond to multi-agent failures and degraded behavior
                                                                                          • 1. Respond to degraded behavior or coordination across agents
                                                                                            • 2. Implement multi-agent recovery patterns, including rollback and human-in-the-loop
                                                                                              • 3. Identify failed, partial, or stalled agent executions
                                                                                                - Configure observability for multi-agent behavior by using logs, artifacts, and operational signals
                                                                                                • 1. Configure multi-agent workflows to produce artifacts suitable for review and audit
                                                                                                  • 2. Perform post-hoc analysis of multi-agent behavior
                                                                                                    • 3. Document key decisions, handoffs, and outcomes across agents
                                                                                                      - Manage the lifecycle of agents within multi-agent workflows
                                                                                                      • 1. Add agents to existing multi-agent workflows
                                                                                                        • 2. Update, reconfigure, or replace agents without disrupting active workflows
                                                                                                          • 3. Retire agents while preserving auditability and workflow continuity
                                                                                                            - Operate and manage multi-agent workflows
                                                                                                            • 1. Apply an orchestration pattern to coordinate multiple agents
                                                                                                              • 2. Configure agent isolation for parallel execution
                                                                                                                • 3. Detect and resolve agent conflicts, including overlapping code changes, duplicated effort, and contradictory outputs
                                                                                                                  Perform evaluation, error analysis, and tuning15-20%- Tune agent behavior based on evaluation results
                                                                                                                  • 1. Revise instructions, workflows, or constraints
                                                                                                                    • 2. Refine tool usage and tool access
                                                                                                                      • 3. Refine memory usage
                                                                                                                        - Analyze agent failures and identify root causes
                                                                                                                        • 1. Classify root causes, including reasoning errors, tool misuse, and context or environment issues
                                                                                                                          • 2. Identify failures by using logs, plans, traces, outputs, and workflow artifacts
                                                                                                                            - Define success criteria and evaluation signals for agent tasks
                                                                                                                            • 1. Identify qualitative and quantitative evaluation signals to evaluate agents
                                                                                                                              • 2. Specify expected outcomes and operational constraints for agent tasks
                                                                                                                                • 3. Align evaluation criteria with development intent
                                                                                                                                  • 4. Generate evaluation signals by using automated scanning tools

                                                                                                                                    Microsoft Developing in Agentic AI Systems Sample Questions:

                                                                                                                                    Question #1

                                                                                                                                    You have a GitHub repository that uses the GitHub Copilot coding agent to resolve issues and create draft pull requests. The repository has a ruleset named ruleset1 that enforces the following:
                                                                                                                                    Signed commits
                                                                                                                                    Branch protections that require status checks to pass before merge
                                                                                                                                    The agent is blocked from operating in the repository because it fails to comply with the signed-commits rule.
                                                                                                                                    You need to ensure that the agent can create and push changes to copilot/ branches. The solution must enforce the signed-commits rule for human developers on protected branches.
                                                                                                                                    What should you do?

                                                                                                                                    • A. Make Copilot an owner of the repository.
                                                                                                                                    • B. Add Copilot as a bypass actor for ruleset1.
                                                                                                                                    • C. Grant the Copilot coding agent permission to push directly to the copilot/ branches.
                                                                                                                                    • D. Remove the Require signed commits rule from ruleset1.
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: B  🗳️

                                                                                                                                    Explanation: Only visible for ActualCollection members. You can sign-up / login (it's free).

                                                                                                                                    Question #2

                                                                                                                                    Your company uses GitHub Copilot custom agents in Microsoft Visual Studio Code.
                                                                                                                                    The company also uses the Copilot coding agent on GitHub issues.
                                                                                                                                    You have a file named .planner.agent.md that defines an agent named planner. planner has tools set to ['search', 'read', 'fetch']. There are explicit instructions NOT to write or modify any code. The file also defines a handoff labeled Start Implementation to an agent named implementer and sets send to false.
                                                                                                                                    Developers report that after the planner agent produces a plan, implementation sometimes starts immediately in the same conversation and code changes appear without an explicit agent switch.
                                                                                                                                    When Copilot-created pull requests stall, maintainers review the pull request timeline and session logs. Several stalled sessions show outbound network commands blocked by a firewall, and the repositories do NOT contain a .github/copilot-instructions.md file.
                                                                                                                                    For each statement, select Yes or No.

                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer:

                                                                                                                                    Question #3

                                                                                                                                    You have a GitHub repository that uses the GitHub Copilot coding agent to resolve issues and create draft pull requests. The repository uses GitHub Actions for CI, and reviewers rely on pull request timelines and workflow artifacts to understand what the agent did.
                                                                                                                                    During long-running agent tasks, the reviewers lose track of decisions and validation steps, which causes repeated questions and reworks when context drifts between iterations.
                                                                                                                                    You need to persist task progress and decisions as durable artifacts and ensure that the reviewers can verify what the agent did during and after execution by using GitHub as the system of record.
                                                                                                                                    What should you do for each requirement? To answer, drag the appropriate actions to the correct requirements. Each action 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.

                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer:

                                                                                                                                    Question #4

                                                                                                                                    You have a GitHub Enterprise Cloud repository that uses the GitHub Copilot coding agent.
                                                                                                                                    Engineers assign issues to Copilot, and Copilot creates draft pull requests. The engineers start tasks either by assigning issues on github.com or by using GitHub Copilot Chat in an IDE. Reviewers request updates by leaving pull request comments.
                                                                                                                                    You discover that sometimes, Copilot uses outdated requirements after a reviewer posts an updated instruction in a pull request comment, and, in several cases, Copilot fails to resume work from the comment.
                                                                                                                                    You need to ensure that iteration requests are applied to the correct pull request session and are processed consistently.
                                                                                                                                    What should you do?

                                                                                                                                    • A. Ensure that the agent has write access to the repository. Instruct the reviewer to unassign and reassign the original issue to Copilot.
                                                                                                                                    • B. Start a new task from Copilot Chat in the IDE. Instruct the reviewer to mention @github in the task comments.
                                                                                                                                    • C. Ensure that the reviewer has write access to the repository. Instruct the reviewer to mention @copilot in the pull request comments.
                                                                                                                                    • D. Ensure that the agent has write access to the repository. Instruct the reviewer to mention @github in the task comments.
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: C  🗳️

                                                                                                                                    Explanation: Only visible for ActualCollection members. You can sign-up / login (it's free).

                                                                                                                                    Question #5

                                                                                                                                    You want to grant the Copilot coding agent access to only a narrowly scoped set of repository permissions (e.g., read code, write pull requests) rather than full admin access. What governs this scope?

                                                                                                                                    • A. The agent's GITHUB_TOKEN permissions, configured per workflow/repo policy
                                                                                                                                    • B. .copilotignore
                                                                                                                                    • C. copilot-instructions.md
                                                                                                                                    • D. The /context command
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: A  🗳️

                                                                                                                                    Explanation: Only visible for ActualCollection members. You can sign-up / login (it's free).

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