Microsoft GH-600 - GitHub Agentic AI Developer
- Exam Code: GH-600
- Exam Name: GitHub Agentic AI Developer
- Updated: Aug 21, 2026
- Q & A: 85 Questions and Answers
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Implement tool use and environment interaction | 20–25% | - Connect agents to codebase, APIs, and external systems - Configure and extend GitHub Copilot agents - Implement tools, custom actions, and MCP servers - Manage permissions and environment access |
| Topic 2: Manage memory, state, and execution | 10–15% | - Choose memory types: short-term, long-term, external - Implement memory cleanup and expiration rules - Handle execution flow, retries, and interruptions - Scope and persist agent state correctly |
| Topic 3: Prepare agent architecture and SDLC processes | 15–20% | - Define agent purpose, scope, and success criteria - Integrate agents into software development lifecycle - Design agent autonomy and decision boundaries - Plan agent deployment, monitoring, and maintenance |
| Topic 4: Perform evaluation, error analysis, and tuning | 15–20% | - Define metrics and quality standards for outputs - Diagnose failures, hallucinations, and unexpected behavior - Test, validate, and compare agent results - Optimize prompts, tools, and behavior through iteration |
| Topic 5: Implement guardrails and accountability | 10–15% | - Enforce least privilege and security boundaries - Add validation, review, and approval gates - Ensure compliance, safety, and responsible use - Log actions, decisions, and changes for audit |
| Topic 6: Orchestrate multi-agent coordination | 15–20% | - Design workflows for multiple agents - Define communication and handoff protocols - Prevent conflicts and manage shared resources - Monitor and troubleshoot multi-agent execution |
1. You have multiple GitHub Copilot coding agents that run tasks concurrently.
You live stream the session log output and see the following.
What is a possible cause of the error?
A) a Copilot firewall policy
B) a postToolUse hook
C) a GitHub app installation policy
D) a preToolUse hook
2. Drag and Drop Question
You have a GitHub repository that uses the GitHub Copilot CLI to run autonomous tasks.
You need to validate each generated command before it runs. Any commands that attempt to modify paths outside the repository must be blocked.
How should you complete the YAML? To answer, drag the appropriate values to the correct targets. Each value 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.
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 Orchestrator agent, add Summarizer to the agents list.
B) In the YAML frontmatter of the Orchestrator agent, add Summarizer to the tools list.
C) In the YAML frontmatter of the Reviewer agent, add a handoffs entry that points to the Summarizer agent.
D) In the YAML frontmatter of the Reviewer agent, add Summarizer to the agents list.
4. You are debugging an agentic workflow that intermittently fails specific tool calls with rate-limit errors when connecting to an internal MCP server. What is the most direct remediation?
A) Run /clear
B) Increase the MCP server's configured rate limits/quota
C) Add a CODEOWNERS entry
D) Switch to --allow-all
5. Your organization requires that any workflow file changes proposed by an autonomous agent be reviewed by a member of the security team before merging, regardless of who opened the pull request. What combination should you configure?
A) MCP server permissions + repository ruleset
B) .copilotignore + agents.md
C) CODEOWNERS + a required branch protection rule
D) copilot-instructions.md + required status checks
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: Only visible for members | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: C |
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