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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Integrate tools, data, and services | 25% | - Incorporate external tools and APIs
|
| Topic 2: Design agentic AI solutions | 25% | - Design agent architecture
|
| Topic 3: Test, deploy, and monitor agentic AI systems | 20% | - Validate agent performance and safety
|
| Topic 4: Implement agents and multi-agent systems | 30% | - Orchestrate multi-agent collaboration
|
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NEW QUESTION # 47
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?
Answer: A
Explanation:
The correct solution combines a branch protection rule with a CODEOWNERS file. CODEOWNERS allows the repository to associate specific paths with designated users or teams. For example, entries can assign security or platform reviewers to .github/workflows/* and /infra/*. When a pull request modifies those paths, GitHub automatically identifies the corresponding code owners.
The enforcement mechanism comes from branch protection on main. Configure the protection rule to Require a pull request before merging and enable Require review from Code Owners. GitHub then blocks the merge until an applicable code owner approves the affected files. This converts CODEOWNERS from simple reviewer routing into an enforceable merge-control boundary.
agents.md and copilot-instructions.md provide behavioral guidance to AI agents; they do not enforce reviewer authorization. .copilotignore likewise does not establish mandatory merge approval. Although GitHub rulesets can also implement review controls, none of the ruleset choices provides the required CODEOWNERS pairing.
Study Guide Reference Topics: Implement Guardrails and Accountability; protected branches; required human review; CODEOWNERS; repository governance; approval gates.
NEW QUESTION # 48
You have a GitHub Actions workflow that runs GitHub Copilot-driven integration tests across multiple jobs.
You need to persist the agent memory/state so that it remains available across the jobs.
What should you do?
Answer: D
Explanation:
Workflow artifacts provide an explicit mechanism for transferring serialized agent state between jobs. The producing job writes the required state to files and uploads those files as an artifact. Subsequent jobs download the artifact and load the state before continuing the integration-test workflow.
This is necessary because jobs do not automatically share process memory or a common workspace. They may execute on different runners, and even jobs assigned to similar runner types must not depend on incidental machine reuse. Uploading the state establishes a deliberate persistence boundary rather than relying on temporary execution infrastructure.
Committing state after every job introduces repository mutations merely to transport workflow data. Environment variables are also unsuitable as a general cross-job state store: setting a variable in one job does not automatically expose it in another, and complex state is better represented in structured files.
The application must serialize the information needed for continuation, such as completed steps, relevant decisions, and test progress. Uploading an arbitrary directory does not automatically restore a running agent process.
Relevant curriculum topics are durable state, cross-environment continuity, and resuming work without repeating completed steps.
Reference:
NEW QUESTION # 49
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?
Answer: A
Explanation:
You should check the artifact.destroy audit log event.
This specific event tracks whenever a user or a token manually deletes a workflow run artifact. It provides exactly what you need to troubleshoot why your multi-agent review packages are disappearing.
Reference:
https://docs.github.com/en/organizations/managing-organization-settings/configuring-the-retention-period-for-github-actions-artifacts-and-logs-in-your-organization
NEW QUESTION # 50
Your company uses GitHub Copilot Enterprise.
Developers use GitHub Copilot agent mode in Microsoft Visual Studio Code on their laptops and Copilot Chat on github.com when they are away from their laptops.
When switching between environments, the developers notice that agent workflows lose continuity because the tools available in Visual Studio Code are unavailable on github.com.
You need to ensure that the agent tools and state are available consistently across environments and can be used from any device without local setup.
What should you do for each requirement? To answer, drag the appropriate actions to the correct requirements.
Answer:
Explanation:
NEW QUESTION # 51
You have a GitHub repository that uses a custom GitHub Copilot coding agent defined in the rollout-bot.agent.md file.
You need to update a workflow so that agent-profile changes can be rolled back by reverting a single commit and rerunning the workflow. The workflow must check out the exact commit being deployed and apply the agent profile from the repository at that commit.
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.
Answer:
Explanation:
NEW QUESTION # 52
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