Last Updated: Aug 02, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Implement guardrails and accountability | 10–15% | - Enforce least privilege and security boundaries - Add validation, review, and approval gates - Log actions, decisions, and changes for audit - Ensure compliance, safety, and responsible use |
| Topic 2: Implement tool use and environment interaction | 20–25% | - Connect agents to codebase, APIs, and external systems - Configure and extend GitHub Copilot agents - Implement tools, custom actions, and MCP servers - Manage permissions and environment access |
| Topic 3: 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 |
| 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: Orchestrate multi-agent coordination | 15–20% | - Monitor and troubleshoot multi-agent execution - Define communication and handoff protocols - Prevent conflicts and manage shared resources - Design workflows for multiple agents |
| Topic 6: Prepare agent architecture and SDLC processes | 15–20% | - Plan agent deployment, monitoring, and maintenance - Integrate agents into software development lifecycle - Define agent purpose, scope, and success criteria - Design agent autonomy and decision boundaries |
1. You have a GitHub Enterprise repository.
An agent opens pull requests to the main branch.
You need to ensure that changes to .github/workflows/* and /infra/* require approval from designated reviewers before merge.
What should you configure?
A) a branch protection rule and a CODEOWNERS file
B) a branch protection rule and copilot-instructions.md
C) a ruleset and an agents.md file
D) a ruleset and a .copilotignore file
2. 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) /diff
B) /compact
C) /usage
D) /context
3. Case Study 1 - Contoso, Ltd
Overview
Contoso Ltd. is a software development company located in the United States.
Existing Environment
GitHub Environment
Contoso uses GitHub Enterprise and assigns GitHub Copilot Pro+ licenses to its developers. The developers use Microsoft Visual Studio Code as their IDE.
Contoso has a customer portal. The code for the portal is stored in a GitHub repository named repo1that contains the following:
- A custom agent named agent1 that includes instructions to review specs related to best practices
- A custom instruction file named validate-instructions.md that is used to validate tone of voice and applies to all .md and .txt files
- A custom instruction file named codereview.instructions.md that is used by the Copilot coding agent but is excluded for use by the Copilot code review repo1 has the following structure:
- The front-end is stored in the /frontend folder.
- The API logic is stored in the /api folder.
Contoso has a second repository named repo2 that contains a legacy .NET application named App1 built by using .NET 6. repo2 has a multi-agent workflow for modernization tasks.
Contoso enables the Model Context Protocol (MCP) registry and allows the Microsoft Learn MCP Server. Every developer must configure their own connection to the Learn MCP Server.
Problem Statements
The developers working in repo1 report that the Microsoft Learn documentation is NOT being retrieved when they attempt to validate a design by using agent1.
The testing team at Contoso identifies that the customer portal uses inconsistent UI styles, which leads to customer confusion and branding issues. The UI inconsistencies stem from variations in the folder structure.
Agent Logs
You have the following logs for the multi-agent workflow used in repo2.
Requirements
Planned Changes
Contoso plans to have all agents and developers in repo1use the Microsoft Learn MCP to ensure that reviews are validated by using the appropriate documentation. This must be implemented centrally.
Contoso plans to leverage AI-powered coding agents to implement new portal features and pages.
Technical Requirements
App1 must be upgraded to .NET 10. A previous upgrade attempt was started by using the Copilot modernization agent, but the attempt was never finalized.
You plan to retry the upgrade. You must first analyze App1 by using AI, and then generate a report that contains breaking changes and deprecated patterns before retrying the upgrade.
All AI-generated code for UI styling must adhere to a predefined folder structure.
The architects at Contoso need help building implementation plans for repo1. The company wants to implement a new agent named agent2 to analyze the code base and the code requirements, and then respond with a detailed plan. The agent must NOT be able to edit files or run local commands.
The developers must be able to delegate work to the Copilot coding agent by assigning issues to the agent.
While upgrading App1, the agent identifies 47 issues, including a security vulnerability, and 46 API incompatibilities across different projects.
Which two actions are unsafe to delegate to the agent and require human involvement? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.
A) Generate the assessment.md file.
B) Approve all Git commits.
C) Review the plan.md file for dependencies.
D) Validate whether the tasks.md file exists.
E) Validate the assessment.md file for accuracy.
4. 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.
5. During an agentic session, you want to see exactly how many tokens are being consumed by the system prompt, tools, and message history before deciding whether to compact. Which command should you run?
A) /diff
B) /usage
C) /context
D) /tokens
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: B,E | Question # 4 Answer: Only visible for members | Question # 5 Answer: C |
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