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| Section | Weight | Objectives |
|---|---|---|
| Perform evaluation, error analysis, and tuning | 15–20% | - Test, validate, and compare agent results - Define metrics and quality standards for outputs - Diagnose failures, hallucinations, and unexpected behavior - Optimize prompts, tools, and behavior through iteration |
| Orchestrate multi-agent coordination | 15–20% | - Prevent conflicts and manage shared resources - Monitor and troubleshoot multi-agent execution - Design workflows for multiple agents - Define communication and handoff protocols |
| Manage memory, state, and execution | 10–15% | - Handle execution flow, retries, and interruptions - Scope and persist agent state correctly - Choose memory types: short-term, long-term, external - Implement memory cleanup and expiration rules |
| Prepare agent architecture and SDLC processes | 15–20% | - Define agent purpose, scope, and success criteria - Design agent autonomy and decision boundaries - Plan agent deployment, monitoring, and maintenance - Integrate agents into software development lifecycle |
| Implement guardrails and accountability | 10–15% | - Add validation, review, and approval gates - Ensure compliance, safety, and responsible use - Log actions, decisions, and changes for audit - Enforce least privilege and security boundaries |
| Implement tool use and environment interaction | 20–25% | - Configure and extend GitHub Copilot agents - Manage permissions and environment access - Connect agents to codebase, APIs, and external systems - Implement tools, custom actions, and MCP servers |
1. Hotspot Question
You have a GitHub repository that uses GitHub Actions to validate pull requests opened by the GitHub Copilot coding agent. The workflow runs unit tests and a linter on pull request triggers, and Copilot opens draft pull requests on dedicated branches while iterating by using commits.
You discover that when multiple Copilot sessions push updates to the same pull request branch in quick succession, multiple workflow runs execute concurrently.
You need to enable parallel workflow executions across different pull request branches.
How should you configure workflow-level concurrency? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
2. Hotspot Question
You have a GitHub Enterprise organization that uses GitHub Copilot.
You discover that GitHub Copilot Chat responses in Microsoft Visual Studio Code are influenced by earlier, unrelated troubleshooting prompts from the same conversation.
You need to ensure that the Copilot Chat conversation context is limited to information relevant to the current work item. The solution must minimize effort.
What should you do? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
3. You have multiple GitHub Copilot coding agents that run tasks concurrently.
You are monitoring the agents from the terminal by using the GitHub CLI.
An agent appears stalled.
You need to live stream the session log output.
What should you do?
A) Run gh agent-task list and specify the --web parameter.
B) Run gh agent-task view and specify the --log and --follow parameters.
C) Run gh agent-task list and specify the --status and --jq parameters.
D) Run gh agent-task view and specify the --log and --jq parameters.
4. 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.
5. You are troubleshooting why a Copilot coding agent pull request keeps failing CI checks after every attempted fix. What is the most effective first step?
A) Add clear, reproducible steps and expected behavior to the issue
B) Increase MCP server rate limits
C) Enable Copilot memory
D) Switch the agent to --allow-all mode
Solutions:
| Question # 1 Answer: Only visible for members | Question # 2 Answer: Only visible for members | Question # 3 Answer: B | Question # 4 Answer: Only visible for members | Question # 5 Answer: A |
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