Last Updated: Aug 08, 2026
No. of Questions: 85 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Prepare agent architecture and SDLC processes | 15–20% | - Define agent purpose, scope, and success criteria - Design agent autonomy and decision boundaries - Integrate agents into software development lifecycle - Plan agent deployment, monitoring, and maintenance |
| Orchestrate multi-agent coordination | 15–20% | - Define communication and handoff protocols - Design workflows for multiple agents - Monitor and troubleshoot multi-agent execution - Prevent conflicts and manage shared resources |
| Implement tool use and environment interaction | 20–25% | - Configure and extend GitHub Copilot agents - Manage permissions and environment access - Implement tools, custom actions, and MCP servers - Connect agents to codebase, APIs, and external systems |
| Perform evaluation, error analysis, and tuning | 15–20% | - Test, validate, and compare agent results - Optimize prompts, tools, and behavior through iteration - Define metrics and quality standards for outputs - Diagnose failures, hallucinations, and unexpected behavior |
| Implement guardrails and accountability | 10–15% | - Log actions, decisions, and changes for audit - Add validation, review, and approval gates - Ensure compliance, safety, and responsible use - Enforce least privilege and security boundaries |
| Manage memory, state, and execution | 10–15% | - Scope and persist agent state correctly - Choose memory types: short-term, long-term, external - Handle execution flow, retries, and interruptions - Implement memory cleanup and expiration rules |
1. You have a GitHub repository that uses the GitHub Copilot coding agent.
Your company restricts GitHub Actions secrets.
Developers need the Copilot coding agent to call an internal dependency-scanning API during its run. The API requires an access token.
You need to ensure that the Copilot coding agent can use the token during execution without accessing the repository's Actions secrets and variables. The solution must prevent exposing the token in plaintext.
What should you do?
A) Store the token in the agent configuration file.
B) Add the token as an Actions repository secret.
C) Store the token in a repository custom instructions file.
D) Add the token as a secret in the Copilot environment.
2. Hotspot Question
You have a GitHub repository that uses GitHub Actions for CI.
Your team is piloting the GitHub Copilot coding agent to autonomously create branches and open pull requests. The repository follows trunk-based development that uses main as the default branch.
You need to ensure that the agent meets the following requirements:
- Changes to main can occur only by using pull requests that have at
least one approval.
- When a pull request is opened, a validation workflow runs, and the
agent can still create branches and open pull requests autonomously.
How should you configure the repository? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
3. A pull request created by the Copilot coding agent needs to be automatically closed if it fails to pass required checks after three retry attempts, per your organization's governance policy. What should you configure?
A) .copilotignore
B) /compact
C) agents.md
D) A repository ruleset with agent-specific merge conditions and CI enforcement
4. 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) operation:remove
B) action:artifact.destroy
C) repo:<org>/<repo>
D) action:workflows.run
5. Hotspot Question
You have the following agent logs.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: Only visible for members | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: Only visible for members |
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Katherine
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