Microsoft Developing in Agentic AI Systems : GH-600 Exam Questions

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

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Microsoft GH-600 Exam Overview:

Certification Vendor:Microsoft
Exam Name:Developing in Agentic AI Systems
Exam Number:GH-600
Exam Format:Multiple select, Performance-based/lab tasks, Scenario-based, Multiple choice
Related Certifications:Microsoft Certified: Azure AI Engineer Associate
Microsoft Certified: Azure Developer Associate
Certificate Validity Period:2 years
Exam Duration:120–150
Available Languages:English
Real Exam Qty:40–60
Passing Score:700
Exam Price:USD 100
Recommended Training:Semantic Kernel Documentation
GH-600 Learning Paths on Microsoft Learn
Azure AI Foundry Documentation
Exam Registration:Pearson VUE Registration
Microsoft GH-600 Exam Registration
Sample Questions:Free Download GH-600 exam demo
Exam Way:Online proctored or Pearson VUE test center
Pre Condition:Recommended: AZ-204 (Azure Developer Associate) or AI-102 (Azure AI Engineer Associate); proficiency in Python or C# and Azure development experience
Official Syllabus URL:https://learn.microsoft.com/en-us/certifications/exams/gh-600

Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Implement agents and multi-agent systems30%- Orchestrate multi-agent collaboration
  • 1. Implement workflows and coordination strategies
    • 2. Define communication protocols between agents
      • 3. Manage agent handoffs and task distribution
        - Build agents with Azure AI tools and frameworks
        • 1. Integrate models and prompts
          • 2. Develop using Semantic Kernel and Azure AI Foundry
            • 3. Implement agent logic and reasoning
              Test, deploy, and monitor agentic AI systems20%- Validate agent performance and safety
              • 1. Apply guardrails and content safety
                • 2. Evaluate quality metrics and iterate
                  • 3. Test reasoning accuracy and consistency
                    - Deploy and monitor agents at scale
                    • 1. Deploy to Azure AI and cloud environments
                      • 2. Implement logging, telemetry, and observability
                        • 3. Optimize cost, latency, and throughput
                          Design agentic AI solutions25%- Design agent architecture
                          • 1. Select agent patterns and topologies
                            • 2. Plan tool integration and orchestration
                              • 3. Design memory and state management
                                - Define requirements for agentic systems
                                • 1. Identify use cases and scenarios
                                  • 2. Plan for responsible AI and governance
                                    • 3. Define functional and non-functional requirements
                                      Integrate tools, data, and services25%- Incorporate external tools and APIs
                                      • 1. Design and register tool definitions
                                        • 2. Handle authentication and error resilience
                                          • 3. Implement function calling and service integration
                                            - Connect data sources and knowledge bases
                                            • 1. Ensure data security and access control
                                              • 2. Implement retrieval-augmented generation (RAG)
                                                • 3. Integrate vector databases and search

                                                  GH-600 Exam FAQ — Seize the Chance

                                                  USD 100 per attempt, 700 to pass. A failed retake costs the full fee again — prepare efficiently with the 111 practice questions for the GH-600 exam at VCEPrep.

                                                  The Microsoft Developing in Agentic AI Systems is Microsoft's certification exam for Microsoft Certified: Developer — Agentic AI Associate, at the Associate level. Certification is how workers face new challenges and seize promotion chances. Related credentials include Microsoft Certified: Azure AI Engineer Associate, Microsoft Certified: Azure Developer Associate.

                                                  Yes — new customers get a free Microsoft Developing in Agentic AI Systems demo, and regular customers enjoy constant promotions and membership discounts. Purchases include 365 days of free updates by email; renew afterward at 50% off.

                                                  The Microsoft Developing in Agentic AI Systems blueprint spans 4 domains — including Design agentic AI solutions (25%), Integrate tools, data, and services (25%), Test, deploy, and monitor agentic AI systems (20%). Concentrate effort where the weight sits; the complete outline above lists every subtopic.

                                                  Through the vendor's official registration channels:

                                                  The Microsoft Developing in Agentic AI Systems is delivered Online proctored or Pearson VUE test center — pick the arrangement that suits you when booking.

                                                  Recommended: AZ-204 (Azure Developer Associate) or AI-102 (Azure AI Engineer Associate); proficiency in Python or C# and Azure development experience Eligibility rules change over time, so verify the current requirements on the official page (official GH-600 exam page) before registering.

                                                  120–150 for 40–60 questions. Efficient preparation — steady timed practice with the VCEPrep engine — makes the real clock feel generous.

                                                  Upon successful payment, our system emails the Microsoft Developing in Agentic AI Systems material to your mailbox automatically within about a minute — every transaction is secure, and strict private policies protect your information. If nothing arrives within 2 hours, check spam and contact our 24/7 service center. If you fail the corresponding GH-600 exam within 60 days of purchase, we refund in full: send a scanned enrollment slip plus the official Score Report PDF within 2 days of the exam, processed within 7 days. Excluded: exams within 3 days of purchase, candidate names that don't match the payer, and free or expired products. Or exchange for two equal-value products free.

                                                  Yes:

                                                  After any course, keep the efficiency going with the 111 practice questions for the Microsoft Developing in Agentic AI Systems — every answer expert-verified.

                                                  Microsoft Developing in Agentic AI Systems Sample Questions:

                                                  Question #1

                                                  You need to implement agent2 to meet the technical requirements.
                                                  How should you complete the YAML configuration? To answer, select the appropriate options in the answer area.
                                                  NOTE: Each correct selection is worth one point.
                                                  name: implementation-planner
                                                  description: Creates detailed implementation plans and technical specifications in markdown format tools: [
                                                  <Dropdown 1>,
                                                  <Dropdown 2>,
                                                  'microsoftdocs/mcp/docs_search',
                                                  'microsoftdocs/mcp/docs_fetch'
                                                  ]
                                                  The accompanying image includes empty dropdown controls and recreated practice alternatives.

                                                  Reveal Solution  Discussion  0

                                                  Correct Answer:


                                                  Topic 1, Contoso Ltd,
                                                  Overview
                                                  Contoso Ltd. is a software development company located in the United States.
                                                  Existing Environment
                                                  GitHub Environment
                                                  Contoso uses GitHub Enterprise and assigns GitHub Copilot Pro+ licenses to its developers. The developers use Microsoft Visual Studio Code as their IDE.
                                                  Contoso has a customer portal. The code for the portal is stored in a GitHub repository named repo1 that contains the following:
                                                  A custom agent named agent1 that includes instructions to review specs related to best practices A custom instruction file named validate-instructions.md that is used to validate tone of voice and applies to all .md and .txt files A custom instruction file named codereview.instructions.md that is used by the Copilot coding agent but is excluded for use by the Copilot code review repo1 has the following structure:
                                                  The front-end is stored in the /frontend folder.
                                                  The API logic is stored in the /api folder.
                                                  Contoso has a second repository named repo2 that contains a legacy .NET application named App1 built by using .NET 6. repo2 has a multi-agent workflow for modernization tasks.
                                                  Contoso enables the Model Context Protocol (MCP) registry and allows the Microsoft Learn MCP Server. Every developer must configure their own connection to the Learn MCP Server.
                                                  Problem Statements
                                                  The developers working in repo1 report that the Microsoft Learn documentation is NOT being retrieved when they attempt to validate a design by using agent1.
                                                  The testing team at Contoso identifies that the customer portal uses inconsistent UI styles, which leads to customer confusion and branding issues. The UI inconsistencies stem from variations in the folder structure.
                                                  Agent Logs
                                                  You have the following logs for the multi-agent workflow used in repo2.
                                                  Requirements
                                                  Planned Changes
                                                  Contoso plans to have all agents and developers in repo1 use the Microsoft Learn MCP to ensure that reviews are validated by using the appropriate documentation. This must be implemented centrally.
                                                  Contoso plans to leverage AI-powered coding agents to implement new portal features and pages.
                                                  Technical Requirements
                                                  App1 must be upgraded to .NET 10. A previous upgrade attempt was started by using the Copilot modernization agent, but the attempt was never finalized.
                                                  You plan to retry the upgrade. You must first analyze App1 by using AI, and then generate a report that contains breaking changes and deprecated patterns before retrying the upgrade.
                                                  All AI-generated code for UI styling must adhere to a predefined folder structure.
                                                  The architects at Contoso need help building implementation plans for repo1. The company wants to implement a new agent named agent2 to analyze the code base and the code requirements, and then respond with a detailed plan. The agent must NOT be able to edit files or run local commands.
                                                  The developers must be able to delegate work to the Copilot coding agent by assigning issues to the agent.

                                                  Question #2

                                                  You have a GitHub repository that uses the GitHub Copilot coding agent to run agent plans for assigned issues.
                                                  You discover that some issues contain ambiguous implementation steps.
                                                  You need to reduce the likelihood that Copilot executes plans based on ambiguous implementation steps.
                                                  What should you do?

                                                  • A. Add a copilot-setup-steps.yml file to preinstall dependencies in the agent environment.
                                                  • B. Add comments to the issues after assigning the issues to the agent.
                                                  • C. Mention @copilot in a pull request comment to request changes after the plan runs.
                                                  • D. Add acceptance criteria and directions to the issues before assigning the issues to the agent.
                                                  Reveal Solution  Discussion  0

                                                  Correct Answer: D  🗳️

                                                  Question #3

                                                  You have a GitHub repository that contains an agent named Orchestrator. Orchestrator delegates work to the following specialized subagents:
                                                  Planner reviews issues and creates a plan of action.
                                                  Implementer writes code based on the plan of action.
                                                  Reviewer reviews the code.
                                                  You create a new agent named Summarizer that produces a concise summary of the work performed by the other agents.
                                                  You need to ensure that Orchestrator can invoke Summarizer as part of its workflow.
                                                  What should you do?

                                                  • A. In the YAML frontmatter of the Reviewer agent, add a handoffs entry that points to the Summarizer agent.
                                                  • B. In the YAML frontmatter of the Orchestrator agent, add Summarizer to the agents list.
                                                  • C. In the YAML frontmatter of the Orchestrator agent, add Summarizer to the tools list.
                                                  • D. In the YAML frontmatter of the Reviewer agent, add Summarizer to the agents list.
                                                  Reveal Solution  Discussion  0

                                                  Correct Answer: B  🗳️

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

                                                  Question #4

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

                                                  Correct Answer: D  🗳️

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

                                                  Question #5

                                                  You need to troubleshoot the issue reported by Dev1.
                                                  What should you review?

                                                  • A. The GitHub Actions runner log for the session job.
                                                  • B. The GitHub Actions usage metrics of repo1.
                                                  • C. The agent session log in the Agents panel.
                                                  • D. The GITHUB_TOKEN permissions block in the agent1 workflow.
                                                  Reveal Solution  Discussion  0

                                                  Correct Answer: C  🗳️

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

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