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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Orchestrate multi-agent coordination | 15-20% | - Detect and respond to multi-agent failures and degraded behavior
|
| Topic 2: Implement guardrails and accountability | 10-15% | - Define autonomy levels
|
| Topic 3: Manage memory, state, and execution | 10-15% | - Ensure continuity of agent memory and state across tools and environments
|
| Topic 4: Implement tool use and environment interaction | 20-25% | - Integrate agents within development environments
|
| Topic 5: Prepare agent architecture and SDLC processes | 15-20% | - Integrate agents into the software development lifecycle (SDLC)
|
| Topic 6: Perform evaluation, error analysis, and tuning | 15-20% | - Analyze agent failures and identify root causes
|
You have a GitHub Copilot coding agent named Orchestrator that runs a multi-phase workflow by using the following subagents:
Explorer gathers context by using read-only tools.
Modifier applies focused edits.
You are adding a new agent named Summarizer that generates a concise summary after modifications are complete. Summarizer includes the following YAML frontmatter:
---
name: Summarizer
description: Produce a concise summary of recent changes
tools: ['fetch']
user-invocable: false
disable-model-invocation: true
---
The Orchestrator agent lists all three agents in its agents property.
After adding the Summarizer agent, Orchestrator successfully runs Explorer and Modifier but fails to run Summarizer.
What is a possible cause of the failure?
Correct Answer: D 🗳️
Explanation: Only visible for BraindumpsPass members. You can sign-up / login (it's free).
You have a GitHub repository that uses the GitHub Copilot coding agent and GitHub Copilot Chat.
You need to add a GitHub Actions workflow that meets the following requirements:
Blocks merges unless agent changes are reviewed by a human.
Fails if the pull request author is the Copilot coding agent.
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.
Correct Answer:

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?
Correct Answer: B 🗳️
Explanation: Only visible for BraindumpsPass members. You can sign-up / login (it's free).
You are running a long GitHub Copilot CLI session. The session has been running for several hours, and you have made significant progress on a multi-file implementation.
Suddenly, you see the Compaction completed message appear without running a command.
What caused the compaction to occur?
Correct Answer: A 🗳️
Explanation: Only visible for BraindumpsPass members. You can sign-up / login (it's free).
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.
Correct Answer:

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