Microsoft GH-600 exam dumps : 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: 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
        - Operate and manage multi-agent workflows
        • 1. Detect and resolve agent conflicts, including overlapping code changes, duplicated effort, and contradictory outputs
          • 2. Configure agent isolation for parallel execution
            • 3. Apply an orchestration pattern to coordinate multiple agents
              - Manage the lifecycle of agents within multi-agent workflows
              • 1. Retire agents while preserving auditability and workflow continuity
                • 2. Add agents to existing multi-agent workflows
                  • 3. Update, reconfigure, or replace agents without disrupting active workflows
                    - 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
                          Topic 2: Implement guardrails and accountability10-15%- Implement guardrails and human-in-the-loop workflows
                          • 1. Require explicit authorization or controlled paths for irreversible or compliance-sensitive changes
                            • 2. Scope permissions and execution contexts to enforce least-privilege access
                              • 3. Identify the subset of actions that require human judgment
                                • 4. Block actions that violate defined security, compliance, or Responsible AI policies
                                  • 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 3: Perform evaluation, error analysis, and tuning15-20%- Tune agent behavior based on evaluation results
                                        • 1. Refine tool usage and tool access
                                          • 2. Refine memory usage
                                            • 3. Revise instructions, workflows, or constraints
                                              - 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
                                                  - Define success criteria and evaluation signals for agent tasks
                                                  • 1. Identify qualitative and quantitative evaluation signals to evaluate agents
                                                    • 2. Generate evaluation signals by using automated scanning tools
                                                      • 3. Align evaluation criteria with development intent
                                                        • 4. Specify expected outcomes and operational constraints for agent tasks
                                                          Topic 4: Implement tool use and environment interaction20-25%- Operate agents with safe execution paths and robust error handling
                                                          • 1. Implement error handling
                                                            • 2. Implement rollbacks
                                                              • 3. Implement retries
                                                                • 4. Implement traceability and accountability for agent actions
                                                                  • 5. Implement escalation paths
                                                                    - Select and configure agent tools
                                                                    • 1. Identify required tools
                                                                      • 2. Configure agent tools
                                                                        • 3. Configure agent tool permissions
                                                                          - Configure MCP servers
                                                                          • 1. Add an MCP server as a tool to an agent
                                                                            • 2. Configure MCP allow lists
                                                                              • 3. Configure a GitHub remote MCP server
                                                                                • 4. Configure the MCP registries
                                                                                  - Integrate agents within development environments
                                                                                  • 1. Configure an agent to use branch-based scope
                                                                                    • 2. Configure an agent to handle environment-specific constraints
                                                                                      • 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's scope to a specific repository
                                                                                              Topic 5: Manage memory, state, and execution10-15%- Ensure continuity of agent memory and state across tools and environments
                                                                                              • 1. Share agent state
                                                                                                • 2. Prevent conflicting context
                                                                                                  • 3. Prevent stale context
                                                                                                    - Persist agent state and manage context drift
                                                                                                    • 1. Resume agent work without repeating steps or diverging from prior decisions
                                                                                                      • 2. Capture task progress and decisions as durable artifacts
                                                                                                        • 3. Detect and correct drift during extended agent execution
                                                                                                          - 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: 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
                                                                                                                      - 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. Validate agent plans
                                                                                                                                • 3. Prevent agent action until the agent checked and approved
                                                                                                                                  • 4. Configure agent planning to be distinct from agent execution

                                                                                                                                    Microsoft Developing in Agentic AI Systems Sample Questions:

                                                                                                                                    Question #1

                                                                                                                                    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 #2

                                                                                                                                    You are analyzing the following agent logs.
                                                                                                                                    2026-03-19 21:00:59.905 [info] ccreq:6343bff1.copilotmd | success | gpt-5.3-codex | 10385ms | [panel/editAgent]
                                                                                                                                    2026-03-19 21:01:09.644 [info] ccreq:4612e90d.copilotmd | success | gpt-5.3-codex | 9806ms | [panel/editAgent]
                                                                                                                                    2026-03-19 21:01:09.856 [info] [ToolCallingLoop] Stop hook result: shouldContinue=false, reasons=undefined
                                                                                                                                    2026-03-19 21:01:30.816 [info] ccreq:9dcd0468.copilotmd | success | gpt-5.3-codex | 5489ms | [panel/editAgent]
                                                                                                                                    2026-03-19 21:01:31.475 [error] Error from tool mcp_microsoftdocs_microsoft_docs_search with args
                                                                                                                                    {"query":"VS Code custom agent name from frontmatter and filename behavior"}:
                                                                                                                                    Cannot read properties of undefined (reading 'invoke'):
                                                                                                                                    TypeError: Cannot read properties of undefined (reading 'invoke')
                                                                                                                                    You need to classify the error in a report for your company's CTO.
                                                                                                                                    How should you classify the error?

                                                                                                                                    • A. Tool misuse
                                                                                                                                    • B. Reasoning error
                                                                                                                                    • C. Network issue
                                                                                                                                    • D. Context issue
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: A  🗳️

                                                                                                                                    Explanation: Only visible for Dumps4PDF members. You can sign-up / login (it's free).

                                                                                                                                    Question #3

                                                                                                                                    You use the GitHub Copilot CLI in a developer terminal.
                                                                                                                                    You plan to use Copilot CLI programmatically to summarize recent commits.
                                                                                                                                    You need to ensure that Copilot performs a low-risk, read-only action without granting Copilot broad write or execution capability.
                                                                                                                                    Which Copilot CLI configuration should you use?

                                                                                                                                    • A. copilot -p "<prompt>" --allow-tool 'shell(git)'
                                                                                                                                    • B. copilot -p "<prompt>" --deny-tool 'shell(git)'
                                                                                                                                    • C. copilot -p "<prompt>" --allow-all-tools
                                                                                                                                    • D. copilot -p "<prompt>" --allow-tool 'write'
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: A  🗳️

                                                                                                                                    Explanation: Only visible for Dumps4PDF members. You can sign-up / login (it's free).

                                                                                                                                    Question #4

                                                                                                                                    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 #5

                                                                                                                                    You have a GitHub Actions workflow that runs a multi-agent job. Each agent uploads its output as a workflow artifact.
                                                                                                                                    A completed workflow run produces unexpected code changes, and the job logs do NOT show the agents' intermediate outputs.
                                                                                                                                    You need to retrieve the agents' captured outputs from the completed run for post-hoc analysis.
                                                                                                                                    What should you do in GitHub Actions?

                                                                                                                                    • A. Enable step-level masking for secrets in the workflow.
                                                                                                                                    • B. Review the repository's commit history for the run.
                                                                                                                                    • C. Download the workflow artifacts from the run summary page.
                                                                                                                                    • D. Rerun the workflow with debug logging enabled.
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: C  🗳️

                                                                                                                                    Explanation: Only visible for Dumps4PDF members. You can sign-up / login (it's free).

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