Exam Name: Developing in Agentic AI Systems
Certification Provider: Microsoft
Corresponding Certification: GitHub Administrator
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Microsoft GH-600 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Manage memory, state, and execution | 10-15% | - Persist agent state and manage context drift
|
| Implement tool use and environment interaction | 20-25% | - Select and configure agent tools
|
| Orchestrate multi-agent coordination | 15-20% | - Manage the lifecycle of agents within multi-agent workflows
|
| Perform evaluation, error analysis, and tuning | 15-20% | - Analyze agent failures and identify root causes
|
| Prepare agent architecture and SDLC processes | 15-20% | - Configure observability and control for autonomous agents
|
| Implement guardrails and accountability | 10-15% | - Implement guardrails and human-in-the-loop workflows
|
Microsoft Developing in Agentic AI Systems Sample Questions:
You have a GitHub repository that uses GitHub Actions to validate pull requests opened by the GitHub Copilot coding agent. The workflow runs unit tests and a linter on pull request triggers, and Copilot opens draft pull requests on dedicated branches while iterating by using commits.
You discover that when multiple Copilot sessions push updates to the same pull request branch in quick succession, multiple workflow runs execute concurrently.
You need to enable parallel workflow executions across different pull request branches.
How should you configure workflow-level concurrency? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Correct Answer:

You need to resolve the scoping issue associated to agent1.
What should you do?
- A. Create a fine-grained personal access token (PAT) scoped to product-api and store the PAT as a GitHub Actions secret for agent1 to use.
- B. Add a permissions block to the agent1 workflow in product-api.
- C. To the profile of agent1, add a custom instruction specifying that the agent must NOT access billing-service or infra-terraform.
- D. Create a ruleset for billing-service and infra-terraform that blocks push access from the github-actions bot account.
Correct Answer: A 🗳️
Explanation: Only visible for PrepAwayPDF members. You can sign-up / login (it's free).
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. Reasoning error
- B. Network issue
- C. Tool misuse
- D. Context issue
Correct Answer: C 🗳️
Explanation: Only visible for PrepAwayPDF members. You can sign-up / login (it's free).
You have a GitHub repository that uses the GitHub Copilot coding agent to resolve issues in an ephemeral GitHub Actions environment.
Builds fail unless an environment variable named NPM_TOKEN is available, because the repository depends on a private package registry.
A workflow named .github/workflows/copilot-setup-steps.yml was added but was merged into a non-default branch and does NOT run when new agent sessions start.
You need to ensure that for every new agent session, the setup steps run, and the private registry token is available as NPM_TOKEN, without hardcoding secrets in the repository.
What should you do?
- A. Create an organization-level Actions secret named NPM_TOKEN and reference it from .github/copilot-instructions.md.
- B. Add the token directly under env: npm_token: in the workflow file.
- C. Disable the agent's integrated firewall and rename the workflow.
- D. Move .github/workflows/copilot-setup-steps.yml to the repository's default branch and store the token as a GitHub Actions environment secret named NPM_TOKEN in the Copilot environment.
Correct Answer: D 🗳️
Explanation: Only visible for PrepAwayPDF members. You can sign-up / login (it's free).
You need to implement the security requirements for agent1.
Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.
Correct Answer:

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