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Microsoft GH-600 : Developing in Agentic AI Systems

GH-600 real exams

Exam Code: GH-600

Exam Name: Developing in Agentic AI Systems

Updated: Oct 11, 2026

Q & A: 111 Questions and Answers

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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Test, deploy, and monitor agentic AI systems20%- Validate agent performance and safety
  • 1. Evaluate quality metrics and iterate
    • 2. Test reasoning accuracy and consistency
      • 3. Apply guardrails and content safety
        - Deploy and monitor agents at scale
        • 1. Deploy to Azure AI and cloud environments
          • 2. Optimize cost, latency, and throughput
            • 3. Implement logging, telemetry, and observability
              Topic 2: Implement agents and multi-agent systems30%- Build agents with Azure AI tools and frameworks
              • 1. Develop using Semantic Kernel and Azure AI Foundry
                • 2. Implement agent logic and reasoning
                  • 3. Integrate models and prompts
                    - Orchestrate multi-agent collaboration
                    • 1. Manage agent handoffs and task distribution
                      • 2. Define communication protocols between agents
                        • 3. Implement workflows and coordination strategies
                          Topic 3: Design agentic AI solutions25%- Design agent architecture
                          • 1. Design memory and state management
                            • 2. Select agent patterns and topologies
                              • 3. Plan tool integration and orchestration
                                - Define requirements for agentic systems
                                • 1. Identify use cases and scenarios
                                  • 2. Define functional and non-functional requirements
                                    • 3. Plan for responsible AI and governance
                                      Topic 4: Integrate tools, data, and services25%- Incorporate external tools and APIs
                                      • 1. Implement function calling and service integration
                                        • 2. Design and register tool definitions
                                          • 3. Handle authentication and error resilience
                                            - Connect data sources and knowledge bases
                                            • 1. Ensure data security and access control
                                              • 2. Integrate vector databases and search
                                                • 3. Implement retrieval-augmented generation (RAG)

                                                  Microsoft Developing in Agentic AI Systems Sample Questions:

                                                  Question #1
                                                  You have a GitHub Actions workflow that starts multiple agent jobs in parallel.
                                                  You need to prevent two runs in the same job from executing simultaneously on the same branch. The solution must ensure, at most, one running instance and one pending instance per branch.
                                                  What should you add to the job?

                                                  A. jobs.<job_id>.strategy.matrix: [1]
                                                  B. jobs.<job_id>.strategy.max-parallel: 1
                                                  C. jobs.<job_id>.concurrency.group: ci-${{ github.ref }}
                                                  D. jobs.<job_id>.concurrency.cancel-in-progress: ${{ !contains(github.ref, 'release/') }}


                                                  Question #2
                                                  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. Rerun the workflow with debug logging enabled.
                                                  C. Review the repository's commit history for the run.
                                                  D. Download the workflow artifacts from the run summary page.


                                                  Question #3
                                                  You have a GitHub repository that uses GitHub Copilot code review on pull requests.
                                                  You plan to add repository-wide code review guidance that will apply to all files.
                                                  You need Copilot code review to consistently apply the guidance during pull request reviews.
                                                  What should you do?

                                                  A. Modify the .github/pull_request_template.md file.
                                                  B. Update the instructions in the .github/agents/*.agent.md files.
                                                  C. Create a .github/copilot-instructions.md file.
                                                  D. Create a .github/instructions/copilot.instructions.md file.


                                                  Question #4
                                                  You have a GitHub repository that uses GitHub Actions for CI on pull requests. The repository contains a Node.js app.
                                                  You have a GitHub Copilot coding agent that opens pull requests for backlog items, and your company requires automated checks for agent-generated changes.
                                                  You plan to standardize success criteria so that pull requests created by agents only succeed when unit tests pass and CodeQL analysis completes.
                                                  You need to configure a GitHub Actions workflow that runs on pull requests, executes unit tests, and performs CodeQL analysis.
                                                  How should you complete the workflow? To answer, drag the appropriate values to the correct targets.


                                                  Question #5
                                                  You use a GitHub Actions workflow to orchestrate a multi-agent draft-review process for pull requests. The workflow uploads a single combined review-package artifact at the end of each run.
                                                  You discover that the review-package artifact is occasionally missing from the workflow run history, and you suspect that a user deleted it.
                                                  You need to identify which user manually deleted a workflow run artifact and when the deletion occurred.
                                                  What should you use?

                                                  A. The pull request description and comment history
                                                  B. The merge commit history
                                                  C. The artifact.destroy audit log event
                                                  D. The checks.delete_log audit log event


                                                  Solutions:

                                                  Question #1
                                                  Correct Answer: C
                                                  Question #2
                                                  Correct Answer: D
                                                  Question #3
                                                  Correct Answer: C
                                                  Question #4
                                                  Correct Answer: Only visible for members
                                                  Question #5
                                                  Correct Answer: C

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