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Last Updated: Aug 06, 2026
No. of Questions: 85 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Implement guardrails and accountability | 10–15% | - Autonomy and risk levels
|
| Orchestrate multi-agent coordination | 15–20% | - Multi-agent workflows
|
| Evaluation, error analysis, and tuning | 15–20% | - Tuning agent behavior
|
| Prepare agent architecture and SDLC processes | 15–20% | - Observability and control
|
| Implement tool use and environment interaction | 20–25% | - MCP server configuration
|
| Manage memory, state, and execution | 10–15% | - State persistence and drift control
|
1. You have a multi-agent GitHub Actions workflow that uploads review artifacts for each run.
You discover that some workflow run artifacts are being deleted manually.
You need to use your organization's audit log data to identify which user deleted the artifacts.
Which audit log search filter should you use?
A) action:artifact.destroy
B) operation:remove
C) action:workflows.run
D) repo:<org>/<repo>
2. 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 artifact.destroy audit log event
B) the merge commit history
C) the pull request description and comment history
D) the checks.delete_logs audit log event
3. While using agent mode in VS Code, you want Copilot to run a specific test suite as a validation step after making changes, without manually invoking the terminal each time. What feature enables this?
A) MCP server integration
B) .copilotignore
C) CODEOWNERS
D) Tool/terminal invocation permissions in agent mode
4. You are about to start a complex refactoring task in the GitHub Copilot CLI.
Before Copilot makes any changes, you need to review and agree on the approach.
What should you do first?
A) Start the Copilot CLI and specify the --agent=Task parameter.
B) From the Copilot CLI, switch to plan mode.
C) From the Copilot CLI, run the /compact command.
D) Start the Copilot CLI and specify the --allow-all parameter.
5. 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 postToolUse hook
B) a Copilot firewall policy
C) a preToolUse hook
D) a GitHub app installation policy
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: C |
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