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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: 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 |
| Topic 2: 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 |
| Topic 3: Prepare agent architecture and SDLC processes | 15–20% | - Plan agent deployment, monitoring, and maintenance - Integrate agents into software development lifecycle - Design agent autonomy and decision boundaries - Define agent purpose, scope, and success criteria |
| Topic 4: Manage memory, state, and execution | 10–15% | - Handle execution flow, retries, and interruptions - Implement memory cleanup and expiration rules - Scope and persist agent state correctly - Choose memory types: short-term, long-term, external |
| Topic 5: Implement tool use and environment interaction | 20–25% | - Connect agents to codebase, APIs, and external systems - Implement tools, custom actions, and MCP servers - Manage permissions and environment access - Configure and extend GitHub Copilot agents |
| Topic 6: 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 |
1. You have a repository on github.com that uses the GitHub Copilot coding agent.
You also use the GitHub Copilot CLI locally to reproduce failures and continue the same work from your terminal.
You need to verify the current token usage.
Which Copilot CLI slash command should you run?
A) /context
B) /usage
C) /diff
D) /compact
2. 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) Add the token as a secret in the Copilot environment.
D) Store the token in a repository custom instructions file.
3. You want a reusable, shareable set of instructions that defines a specific persona/workflow (e.g.,
"security reviewer") that developers can invoke on demand in Copilot Chat, rather than instructions applied globally to every session. What should you create?
A) A prompt file (.prompt.md)
B) .copilotignore
C) copilot-instructions.md
D) agents.md
4. Hotspot Question
You have a GitHub repository that uses GitHub Copilot Chat in Microsoft Visual Studio Code.
Custom agents are stored in the repository under version control.
Your team uses a multi-agent workflow where a planner agent produces an implementation plan that is then handed off to an implementation agent to make changes.
Recent prompts cause the planner agent to start editing files and running commands before the plan is approved.
You need to configure the planner agent to meet the following requirements:
- Use only read-only tools.
- Hand off to the implementation agent only after the plan is approved.
How should you configure the agent? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
5. 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
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: Only visible for members | Question # 5 Answer: A |
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