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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Implement tool use and environment interaction | 20–25% | - Safe execution and error handling
|
| Topic 2: Manage memory, state, and execution | 10–15% | - Agent memory strategies
|
| Topic 3: Implement guardrails and accountability | 10–15% | - Guardrails and human-in-the-loop
|
| Topic 4: Orchestrate multi-agent coordination | 15–20% | - Lifecycle management
|
| Topic 5: Prepare agent architecture and SDLC processes | 15–20% | - Integrate agents into SDLC workflows
|
| Topic 6: Evaluation, error analysis, and tuning | 15–20% | - Tuning agent behavior
|
1. You have a GitHub Enterprise organization that has Copilot memory enabled.
You create a new repository.
What are two ways that memories will be deleted from the repository? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.
A) when the repository is archived
B) automatically after 28 days
C) when the code that created the memory is deleted
D) when pull requests are merged
E) manually by repository members
2. A designated top-level instructions file is used by some agentic tools to describe overall repository purpose, build/test commands, and conventions in a tool-agnostic way (usable across multiple AI coding agents, not just Copilot). What is this file commonly called?
A) agents.md
B) .copilotignore
C) copilot-setup-steps.yml
D) copilot-instructions.md
3. Case Study 2
Existing Environment
GitHub Environment
The GitHub environment contains the following:
- Three repositories named product-api, billing-service, and infra-terraform.
- Branch protection on the main branch in all repositories that requires at least one pull request review before merging
- GitHub Actions runners used across all workflows
- A GitHub team named SG_Dev that contains developers
- A GitHub team named SG_Review that contains senior engineers and a security team
- A .github/copilot-instructions.md file that includes general coding conventions for all features Agent environment The product-api repository uses a GitHub Copilot coding agent named agent1 that has the following configurations:
- No custom agent profile is defined.
- A Model Context Protocol (MCP) server named MCP1 is deployed to
https://mcp.litwareinc.internal and provides access to internal ticketing and deployment APIs.
MCP1 requires an API key for authentication.
A second Copilot coding agent named agent2 handles changes in infra-terraform and runs in parallel with agent1 when both agents have open assigned issues.
Copilot memory is NOT enabled for the organization.
Problem Statements
Litware identifies the following issues:
- During two recent sessions, agent1 accessed files in billing-service, which is outside the agent's intended scope.
- agent1 makes code changes immediately after receiving a task.
- A developer named Ben, who is on the SG_Dev team, reports that agent1 completed a session with a successful status and opened a pull request, but the pull request contains no file changes.
Other developers report this intermittently as well.
- Both agent1 and agent2 modified shared/config.yaml in a parallel test run, generating conflicting outputs.
agent1 consistently uses raw try-catch blocks for error handling, which violates the defined implementation guidelines of SG_Dev.
Requirements
Planned Changes
Litware plans to make the following changes:
- Ensure that agent1 can access all the tools in the environment.
- Provide product-api with specific instructions to agent1 without affecting Copilot Chat or Copilot code review.
- Configure MCP1 as a tool for agent1 by modifying the product-api repository MCP configuration.
- Ensure that Copilot retains details that it has learned and uses that knowledge for future work.
This must be applied to all licensed members of the organization.
Implementation guidelines
The development team at Litware identifies the following implementation guidelines:
- Agent workflows must be able to run in parallel.
- Application error handling must use the repository ErrorHandler class.
- agent1 and agent2 must run on isolated branches during parallel execution. File-level conflicts must be detected before merges, and both agents must be able to run concurrently.
Security requirements
Litware identifies the following security requirements:
- Only the members of SG_Review must be able to approve agent1 plan outputs.
- All API keys must be stored and accessed securely.
- The developers must NOT be able to self-approve.
Agent configuration
You need to resolve the issue of the agents generating conflicting output. The solution must meet the implementation guidelines.
What should you do?
A) Configure a concurrency group on both agent workflows so that only one workflow runs at a time.
B) Add shared/config.yaml to a CODEOWNERS file that requires SG_Review approval before any changes can be merged.
C) Configure each agent to work on a separate branch and add a required status check that detects file-level overlap before either pull request can be merged.
D) Configure tools: ['read', 'search'] in both agent profiles to prevent either agent from writing files.
4. 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) /tokens
B) /context
C) /usage
D) /diff
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) Switch the agent to --allow-all mode
B) Add clear, reproducible steps and expected behavior to the issue
C) Enable Copilot memory
D) Increase MCP server rate limits
Solutions:
| Question # 1 Answer: B,E | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: B |
Tab
Wright
Betsy
Dora
Griselda
Kama
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