Microsoft GH-600 : Developing in Agentic AI Systems

  • Exam Code: GH-600
  • Exam Name: Developing in Agentic AI Systems
  • Updated: Oct 04, 2026
  • Q & A: 111 Questions and Answers

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Microsoft GH-600 Exam Syllabus Topics:

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

                                                                                                                                    Microsoft Developing in Agentic AI Systems Sample Questions:

                                                                                                                                    Question #1

                                                                                                                                    You have a GitHub repository that uses a GitHub Actions workflow to run an agent-driven change plan as part of a CI pipeline. The workflow generates an artifact named plan.json that includes a field named risk. risk has possible values of low, medium, or high.
                                                                                                                                    You need to ensure that a human must confirm the execution of the workflow when risk is medium or high. The workflow must proceed automatically only when risk is low.
                                                                                                                                    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.

                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer:

                                                                                                                                    Question #2

                                                                                                                                    You have a GitHub Enterprise Cloud repository that uses GitHub Actions for CI and requires pull requests for all changes.
                                                                                                                                    You are planning a GitHub Actions workflow where a coding agent drafts implementation changes and tests from GitHub issues, and an automated review runs before human review.
                                                                                                                                    You need the agent to draft changes from an assigned issue, open a pull request, and add an automated review to the pull request before requesting a human review.
                                                                                                                                    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:

                                                                                                                                    Question #3

                                                                                                                                    You have a GitHub repository that uses GitHub Actions to run an autonomous coding-agent workflow.
                                                                                                                                    Your team requires that session logs be captured as workflow artifacts so that agent runs can be audited and traced back to a specific execution and code state.
                                                                                                                                    How should you complete the workflow? To answer, drag the appropriate values to the correct targets.

                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer:

                                                                                                                                    Question #4

                                                                                                                                    You are evaluating the logs of the multi-agent workflow in repo2.
                                                                                                                                    For each of the following statements, select Yes if the statement is true. Otherwise, select No.
                                                                                                                                    NOTE: Each correct selection is worth one point.

                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer:

                                                                                                                                    Question #5

                                                                                                                                    In Microsoft Visual Studio Code, you are using GitHub Copilot Chat to generate documentation for a new feature.
                                                                                                                                    Earlier in the day, you used Copilot Chat extensively for an unrelated refactoring task.
                                                                                                                                    You discover that the Copilot responses for the new documentation task are influenced by the earlier conversation.
                                                                                                                                    You need Copilot to focus only on the current task and avoid using prior conversational context. The solution must NOT affect other conversations.
                                                                                                                                    What should you do?

                                                                                                                                    • A. Modify the Chat > Agent: Max Requests setting.
                                                                                                                                    • B. Start a new Copilot Chat conversation.
                                                                                                                                    • C. Clear the chat history of the current conversation.
                                                                                                                                    • D. Change from sidebar chat to inline chat.
                                                                                                                                    • E. Use @file to restrict the Copilot context to the currently open file.
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: B  🗳️

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