Microsoft GH-600 : Developing in Agentic AI Systems

  • Exam Code: GH-600
  • Exam Name: Developing in Agentic AI Systems
  • Updated: Sep 18, 2026
  • Q & A: 111 Questions and Answers

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Microsoft GH-600 Exam Syllabus Topics:

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

                                                                                                                                    Microsoft Developing in Agentic AI Systems Sample Questions:

                                                                                                                                    Question #1

                                                                                                                                    You have a GitHub Enterprise Cloud organization that uses GitHub Actions for CI/CD.
                                                                                                                                    You plan to enable an agent to update and deploy workflows that access production environment secrets.
                                                                                                                                    You need to select an autonomy level for a compliance-sensitive workflow.
                                                                                                                                    Which autonomy level should you select?

                                                                                                                                    • A. Read-only analysis with no ability to trigger workflows
                                                                                                                                    • B. Autonomous execution limited to non-production environments
                                                                                                                                    • C. Human-in-the-loop with required manual approvals for production
                                                                                                                                    • D. Fully autonomous execution without approvals
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: C  🗳️

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                                                                                                                                    Question #2

                                                                                                                                    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. Validate the assessment.md file for accuracy.
                                                                                                                                    • B. Approve all Git commits.
                                                                                                                                    • 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  🗳️

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                                                                                                                                    Question #3

                                                                                                                                    Your company uses Microsoft Visual Studio Code and GitHub Copilot Chat.
                                                                                                                                    You have a GitHub repository that uses main as the default branch. The repository contains a workspace custom agent stored at .github/agents/release-notes.agent.md.
                                                                                                                                    A developer switches to a branch named branch1 where the agent file does NOT exist. In the same session, the developer switches to a user profile named profile1. profile1 contains a custom agent file named release-notes.agent.md that has user-invocable set to false.
                                                                                                                                    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 #4

                                                                                                                                    You need to make changes to repo1 to support the planned changes for the developers.
                                                                                                                                    What should you modify?

                                                                                                                                    • A. .github/agents/*.agent.md
                                                                                                                                    • B. <project>/.mcp/server.json
                                                                                                                                    • C. .vscode/mcp.json
                                                                                                                                    • D. .vscode/settings.json
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: A  🗳️

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                                                                                                                                    Question #5

                                                                                                                                    You have the following agent logs.

                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer:

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