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| Section | Weight | Objectives |
|---|---|---|
| Implement guardrails and accountability | 10–15% | - Add validation, review, and approval gates - Enforce least privilege and security boundaries - Ensure compliance, safety, and responsible use - Log actions, decisions, and changes for audit |
| Orchestrate multi-agent coordination | 15–20% | - Monitor and troubleshoot multi-agent execution - Define communication and handoff protocols - Prevent conflicts and manage shared resources - Design workflows for multiple agents |
| Prepare agent architecture and SDLC processes | 15–20% | - Plan agent deployment, monitoring, and maintenance - Integrate agents into software development lifecycle - Define agent purpose, scope, and success criteria - Design agent autonomy and decision boundaries |
| Perform evaluation, error analysis, and tuning | 15–20% | - Optimize prompts, tools, and behavior through iteration - Define metrics and quality standards for outputs - Test, validate, and compare agent results - Diagnose failures, hallucinations, and unexpected behavior |
| Manage memory, state, and execution | 10–15% | - Handle execution flow, retries, and interruptions - Choose memory types: short-term, long-term, external - Implement memory cleanup and expiration rules - Scope and persist agent state correctly |
| Implement tool use and environment interaction | 20–25% | - Connect agents to codebase, APIs, and external systems - Configure and extend GitHub Copilot agents - Manage permissions and environment access - Implement tools, custom actions, and MCP servers |
1. You have a GitHub Enterprise Cloud repository that uses the GitHub Copilot coding agent.
Engineers assign issues to Copilot, and Copilot creates draft pull requests. The engineers start tasks either by assigning issues on github.com or by using GitHub Copilot Chat in an IDE.
Reviewers request updates by leaving pull request comments.
You discover that sometimes, Copilot uses outdated requirements after a reviewer posts an updated instruction in a pull request comment, and, in several cases, Copilot fails to resume work from the comment.
You need to ensure that iteration requests are applied to the correct pull request session and are processed consistently.
What should you do?
A) Ensure that the agent has write access to the repository. Instruct the reviewer to mention @github in the task comments.
B) Ensure that the agent has write access to the repository. Instruct the reviewer to unassign and reassign the original issue to Copilot.
C) Ensure that the reviewer has write access to the repository. Instruct the reviewer to mention
@copilot in the pull request comments.
D) Start a new task from Copilot Chat in the IDE. Instruct the reviewer to mention @github in the task comments.
2. Hotspot Question
You have a GitHub repository that uses the following GrtHub Copilot CLI command in a Bash script.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
3. Drag and Drop Question
Your company uses GitHub Copilot Enterprise.
Developers use GitHub Copilot agent mode in Microsoft Visual Studio Code on their laptops and Copilot Chat on github.com when they are away from their laptops.
When switching between environments, the developers notice that agent workflows lose continuity because the tools available in Visual Studio Code are unavailable on github.com.
You need to ensure that the agent tools and state are available consistently across environments and can be used from any device without local setup.
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.
4. You have a GitHub repository.
Developers use the GitHub Copilot CLI and repository-scoped hooks under .github/hooks/*.json.
You need to allow the Copilot CLI to automatically run low-risk Bash commands. The solution must prevent the autonomous execution of high-risk commands, such as sudo, rm -rf /, and curl ... | bash.
What should you do?
A) Configure a userPromptSubmitted hook that logs prompts and exits nonzero.
B) Add .github/hooks/logs/ to .gitignore.
C) Configure a sessionStart hook that prints a policy banner.
D) Configure a preToolUse hook that returns permissionDecision: "deny".
5. Drag and Drop Question
You have a GitHub repository that uses a custom GitHub Copilot coding agent defined in the rollout-bot.agent.md file.
You need to update a workflow so that agent-profile changes can be rolled back by reverting a single commit and rerunning the workflow. The workflow must check out the exact commit being deployed and apply the agent profile from the repository at that commit.
How should you complete the workflow? 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.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: Only visible for members | Question # 3 Answer: Only visible for members | Question # 4 Answer: D | Question # 5 Answer: Only visible for members |
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