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TrainingDump has an unprecedented 99.6% first time pass rate among our customers. We're so confident of our products that we provide no hassle product exchange.
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| Section | Weight | Objectives |
|---|---|---|
| Perform evaluation, error analysis, and tuning | 15–20% | - Optimize prompts, tools, and behavior through iteration - Test, validate, and compare agent results - Define metrics and quality standards for outputs - Diagnose failures, hallucinations, and unexpected behavior |
| Orchestrate multi-agent coordination | 15–20% | - Monitor and troubleshoot multi-agent execution - Prevent conflicts and manage shared resources - Design workflows for multiple agents - Define communication and handoff protocols |
| Manage memory, state, and execution | 10–15% | - Choose memory types: short-term, long-term, external - Implement memory cleanup and expiration rules - Scope and persist agent state correctly - Handle execution flow, retries, and interruptions |
| Implement tool use and environment interaction | 20–25% | - Configure and extend GitHub Copilot agents - Implement tools, custom actions, and MCP servers - Manage permissions and environment access - Connect agents to codebase, APIs, and external systems |
| 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 |
| Implement guardrails and accountability | 10–15% | - Add validation, review, and approval gates - Enforce least privilege and security boundaries - Log actions, decisions, and changes for audit - Ensure compliance, safety, and responsible use |
1. 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) From the Copilot CLI, switch to plan mode.
B) From the Copilot CLI, run the /compact command.
C) Start the Copilot CLI and specify the --agent=Task parameter.
D) Start the Copilot CLI and specify the --allow-all parameter.
2. Your organization wants to ensure the Copilot coding agent cannot push directly to main, and all its changes must go through a pull request review process like any other contributor. What enforces this?
A) Standard branch protection rules on the main branch
B) copilot-instructions.md
C) /context
D) .copilotignore
3. You have a repository that uses the GitHub Copilot coding agent and supports hooks stored under .github/hooks.
You need a Shell command to run automatically whenever an agent execution fails.
Which type of hook should you use?
A) postToolUse
B) errorOccurred
C) sessionEnd
D) agentStop
4. 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 pull request description and comment history
B) the checks.delete_logs audit log event
C) the artifact.destroy audit log event
D) the merge commit history
5. Your organization requires that any workflow file changes proposed by an autonomous agent be reviewed by a member of the security team before merging, regardless of who opened the pull request. What combination should you configure?
A) CODEOWNERS + a required branch protection rule
B) .copilotignore + agents.md
C) copilot-instructions.md + required status checks
D) MCP server permissions + repository ruleset
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: A |
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Ruth 
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