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  • Exam Code: GH-600
  • Exam Name: Developing in Agentic AI Systems
  • No. of Questions: 111 Questions and Answers
  • Updated: Oct 05, 2026
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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Implement tool use and environment interaction20-25%- Select and configure agent tools
  • 1. Configure agent tools
    • 2. Identify required tools
      • 3. Configure agent tool permissions
        - Operate agents with safe execution paths and robust error handling
        • 1. Implement escalation paths
          • 2. Implement retries
            • 3. Implement traceability and accountability for agent actions
              • 4. Implement rollbacks
                • 5. Implement error handling
                  - Integrate agents within development environments
                  • 1. Enable an agent to perform autonomous actions, including creating branches and pull requests
                    • 2. Configure an agent to use branch-based scope
                      • 3. Configure an agent to be invoked in a CI workflow
                        • 4. Evaluate the execution context for an agent
                          • 5. Configure an agent to handle environment-specific constraints
                            • 6. Configure an agent's scope to a specific repository
                              - Configure MCP servers
                              • 1. Configure a GitHub remote MCP server
                                • 2. Configure the MCP registries
                                  • 3. Configure MCP allow lists
                                    • 4. Add an MCP server as a tool to an agent
                                      Topic 2: Manage memory, state, and execution10-15%- Implement agent memory strategies
                                      • 1. Choose between short-term, long-term, and external memory
                                        • 2. Define memory expiration, pruning, and reset rules
                                          • 3. Scope agent memory to task-relevant information
                                            - Persist agent state and manage context drift
                                            • 1. Detect and correct drift during extended agent execution
                                              • 2. Capture task progress and decisions as durable artifacts
                                                • 3. Resume agent work without repeating steps or diverging from prior decisions
                                                  - Ensure continuity of agent memory and state across tools and environments
                                                  • 1. Prevent stale context
                                                    • 2. Prevent conflicting context
                                                      • 3. Share agent state
                                                        Topic 3: Orchestrate multi-agent coordination15-20%- Detect and respond to multi-agent failures and degraded behavior
                                                        • 1. Implement multi-agent recovery patterns, including rollback and human-in-the-loop
                                                          • 2. Identify failed, partial, or stalled agent executions
                                                            • 3. Respond to degraded behavior or coordination 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
                                                                    - 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. Document key decisions, handoffs, and outcomes across agents
                                                                        • 3. Perform post-hoc analysis of multi-agent behavior
                                                                          - Operate and manage multi-agent workflows
                                                                          • 1. Configure agent isolation for parallel execution
                                                                            • 2. Detect and resolve agent conflicts, including overlapping code changes, duplicated effort, and contradictory outputs
                                                                              • 3. Apply an orchestration pattern to coordinate multiple agents
                                                                                Topic 4: Perform evaluation, error analysis, and tuning15-20%- 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. Generate evaluation signals by using automated scanning tools
                                                                                      • 4. Align evaluation criteria with development intent
                                                                                        - 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
                                                                                                  Topic 5: Prepare agent architecture and SDLC processes15-20%- Integrate agents into the software development lifecycle (SDLC)
                                                                                                  • 1. Identify and mitigate common anti-patterns in agents
                                                                                                    • 2. Identify steps for agents to perform
                                                                                                      • 3. Define inputs, outputs, and success criteria for agents
                                                                                                        - 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
                                                                                                              - Define boundaries between planning, reasoning, and action
                                                                                                              • 1. Configure an agent to output a structured plan
                                                                                                                • 2. Prevent agent action until the agent checked and approved
                                                                                                                  • 3. Configure agent planning to be distinct from agent execution
                                                                                                                    • 4. Validate agent plans
                                                                                                                      Topic 6: 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. Block actions that violate defined security, compliance, or Responsible AI policies
                                                                                                                              • 3. Require explicit authorization or controlled paths for irreversible or compliance-sensitive changes
                                                                                                                                • 4. Identify the subset of actions that require human judgment
                                                                                                                                  • 5. Scope permissions and execution contexts to enforce least-privilege access

                                                                                                                                    Microsoft Developing in Agentic AI Systems Sample Questions:

                                                                                                                                    You use the GitHub Copilot CLI in ephemeral dev containers.
                                                                                                                                    You need to provide Copilot with reusable guidance for a specific task only. The guidance must be stored in the repository and invoked only when the task is relevant.
                                                                                                                                    What should you do?

                                                                                                                                    • A. Add repository-wide custom instructions to .github/copilot-instructions.md.
                                                                                                                                    • B. Add personal custom instructions to the user's Copilot settings.
                                                                                                                                    • C. Create a skill under .copilot/skills/<skill-name>/SKILL.md.
                                                                                                                                    • D. Create a skill under .github/skills/<skill-name>/SKILL.md.
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: D  🗳️

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

                                                                                                                                    You have a repository that uses the GitHub Copilot coding agent and supports hooks stored under .github/hooks.
                                                                                                                                    You need a Shell command to run automatically whenever an agent execution fails.
                                                                                                                                    Which type of hook should you use?

                                                                                                                                    • A. agentStop
                                                                                                                                    • B. sessionEnd
                                                                                                                                    • C. errorOccurred
                                                                                                                                    • D. postToolUse
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: C  🗳️

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

                                                                                                                                    While upgrading App1, the agent identifies 47 issues, including a security vulnerability, and 46 API incompatibilities across different projects.
                                                                                                                                    Which two actions are unsafe to delegate to the agent and require human involvement? Each correct answer presents a complete solution.
                                                                                                                                    NOTE: Each correct selection is worth one point.

                                                                                                                                    • A. Approve all Git commits.
                                                                                                                                    • B. Validate the assessment.md file for accuracy.
                                                                                                                                    • C. Generate the assessment.md file.
                                                                                                                                    • D. Validate whether the tasks.md file exists.
                                                                                                                                    • E. Review the plan.md file for dependencies.
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: A,B  🗳️

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

                                                                                                                                    You have a GitHub repository that uses the GitHub Copilot coding agent. The repository uses strict branch protections on the main branch.
                                                                                                                                    You maintain a long-lived branch named release/1.4 that has different dependencies and CI checks.
                                                                                                                                    You need the agent to create a hotfix that is implemented and validated against the release/1.4 branch. The solution must prevent the agent from basing its work on main.
                                                                                                                                    What should you do?

                                                                                                                                    • A. Select the repository and the release/1.4 branch in the Copilot agents UI before you run the agent task.
                                                                                                                                    • B. Require human reviews on changes to main.
                                                                                                                                    • C. In .github/copilot-instructions.md, instruct the agent to always check out release/1.4 instead of main when creating hotfixes.
                                                                                                                                    • D. Add concurrency: release/1.4 to .github/workflows/copilot-setup-steps.yml.
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: A  🗳️

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

                                                                                                                                    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.

                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer:

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