Developing in Agentic AI Systems: GH-600 Exam
"Developing in Agentic AI Systems", also known as GH-600 exam, is a Microsoft Certification. With the complete collection of questions and answers, iPassleader has assembled to take you through 111 Q&As to your GH-600 Exam preparation. In the GH-600 exam resources, you will cover every field and category in GitHub Administrator Certification helping to ready you for your successful Microsoft Certification.
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- Updated on: Sep 18, 2026
- No. of Questions: 111 Questions & Answers
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- Updated on: Sep 18, 2026
- No. of Questions: 111 Questions & Answers
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Microsoft GH-600 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Perform evaluation, error analysis, and tuning | 15–20% | - Tune agent behavior based on evaluation results
|
| Topic 2: Orchestrate multi-agent coordination | 15–20% | - Manage the lifecycle of agents within multi-agent workflows
|
| Topic 3: Prepare agent architecture and SDLC processes | 15–20% | - Configure observability and control for autonomous agents
|
| Topic 4: Implement tool use and environment interaction | 20–25% | - Integrate agents within development environments
|
| Topic 5: Manage memory, state, and execution | 10–15% | - Persist agent state and manage context drift
|
| Topic 6: Implement guardrails and accountability | 10–15% | - Define autonomy levels
|
Microsoft Developing in Agentic AI Systems Sample Questions:
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. Fully autonomous execution without approvals
- C. Human-in-the-loop with required manual approvals for production
- D. Autonomous execution limited to non-production environments
Correct Answer: C 🗳️
Explanation: Only visible for iPassleader members. You can sign-up / login (it's free).
You have a GitHub Enterprise Cloud organization that has Copilot agents enabled.
You discover activity in a repository.
You need to identify whether the activity was initiated by an agent.
Which two audit log fields can you use? Each correct answer presents a complete solution.
- A. user
- B. agent_session_id
- C. action
- D. actor_is_agent
Correct Answer: B,D 🗳️
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You have a GitHub repository that uses the GitHub Copilot coding agent to resolve issues and create draft pull requests. The repository uses GitHub Actions for CI, and reviewers rely on pull request timelines and workflow artifacts to understand what the agent did.
During long-running agent tasks, the reviewers lose track of decisions and validation steps, which causes repeated questions and reworks when context drifts between iterations.
You need to persist task progress and decisions as durable artifacts and ensure that the reviewers can verify what the agent did during and after execution by using GitHub as the system of record.
What should you do for each requirement? To answer, drag the appropriate actions to the correct requirements. Each action 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.
Correct Answer:

You have a GitHub repository that runs an agentic software development lifecycle workflow by using GitHub Actions. The workflow uses the following three executors implemented as scripts: spec_analyzer, risk_reviewer, and plan_merger.
You need to coordinate multiple specialized agents so that analysis and risk review run in parallel and then a final executor merges the outputs into a single plan. The orchestration pattern must fan out one request to multiple executors and then fan in the results to a final executor.
How should you complete the workflow definition? To answer, drag the appropriate values to the correct targets.
Correct Answer:

You have a GitHub repository that uses the GitHub Copilot coding agent.
You need to complete the hooks configuration to meet the following requirements:
Tool usage must be evaluated before execution.
Build results must be logged after execution.
Tool usage must be logged after execution.
How should you complete the hooks configuration? To answer, drag the appropriate values to the correct targets.
Correct Answer:

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