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| Section | Weight | Objectives |
|---|
| Design agentic AI solutions | 25% | - Define requirements for agentic systems
- 1. Plan for responsible AI and governance
- 2. Define functional and non-functional requirements
- 3. Identify use cases and scenarios
- Design agent architecture
- 1. Design memory and state management
- 2. Select agent patterns and topologies
- 3. Plan tool integration and orchestration
|
| Implement agents and multi-agent systems | 30% | - Orchestrate multi-agent collaboration
- 1. Manage agent handoffs and task distribution
- 2. Implement workflows and coordination strategies
- 3. Define communication protocols between agents
- Build agents with Azure AI tools and frameworks
- 1. Develop using Semantic Kernel and Azure AI Foundry
- 2. Implement agent logic and reasoning
- 3. Integrate models and prompts
|
| Test, deploy, and monitor agentic AI systems | 20% | - Validate agent performance and safety
- 1. Apply guardrails and content safety
- 2. Test reasoning accuracy and consistency
- 3. Evaluate quality metrics and iterate
- Deploy and monitor agents at scale
- 1. Deploy to Azure AI and cloud environments
- 2. Optimize cost, latency, and throughput
- 3. Implement logging, telemetry, and observability
|
| Integrate tools, data, and services | 25% | - Incorporate external tools and APIs
- 1. Design and register tool definitions
- 2. Implement function calling and service integration
- 3. Handle authentication and error resilience
- Connect data sources and knowledge bases
- 1. Ensure data security and access control
- 2. Implement retrieval-augmented generation (RAG)
- 3. Integrate vector databases and search
|
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Microsoft Developing in Agentic AI Systems Sample Questions (Q106-Q111):
NEW QUESTION # 106
You have a GitHub repository that uses the GitHub Copilot coding agent to run agent plans for assigned issues.
You discover that some issues contain ambiguous implementation steps.
You need to reduce the likelihood that Copilot executes plans based on ambiguous implementation steps.
What should you do?
- A. Add a copilot-setup-steps.yml file to preinstall dependencies in the agent environment.
- B. Add comments to the issues after assigning the issues to the agent.
- C. Add acceptance criteria and directions to the issues before assigning the issues to the agent.
- D. Mention @copilot in a pull request comment to request changes after the plan runs.
Answer: C
NEW QUESTION # 107
You have a GitHub Copilot coding agent named CodeAgent. The .agent.md file of CodeAgent contains the following YAML frontmatter.
---
name: CodeAgent
description: Performs repository analysis and code review tasks.
tools: ['edit', 'execute', 'read', 'search']
---
You need to issue a GitHub Copilot CLI command that preserves execution velocity for read-only tasks by eliminating approval prompts for low-risk tools. The solution must ensure that high-risk tools that can make changes remain available but still require explicit user approval before running.
Which command should you run?
- A. copilot agent run CodeAgent --allow-tool 'read,search'
- B. copilot agent run CodeAgent --allow-all-tools
- C. copilot agent run CodeAgent --deny-tool 'edit,execute'
- D. copilot agent run CodeAgent
- E. copilot agent run CodeAgent --allow-tool 'read,search' --deny-tool 'edit,execute'
Answer: E
Explanation:
To configure your GitHub Copilot agent (CA) to run low-risk, read-only tools without approval prompts while keeping high-risk tools strictly gated, you need to use the gh copilot CLI configuration command to set specific tool permissions.
gh copilot config set-agent-policy CA --allow-without-approval read search --require-approval edit execute Preserves Velocity: Bypasses confirmation prompts for read and search so code analysis runs instantly.
Maintains Security: Explicitly forces a manual user prompt before edit (modifying code) or execute (running commands) can run.
Targets the Agent: Uses the --allow-without-approval and --require-approval flags specifically mapped to the CA agent name declared in your YAML frontmatter.
Reference:
https://vivekfordevsecopsciso.medium.com/github-copilot-remote-code-execution-via-prompt-injection-cve-2025-53773-38b4792e70fb
NEW QUESTION # 108
A team assigns an issue to the GitHub Copilot coding agent by using the following one-line description: Fix the login bug.
Copilot creates a pull request, but the pull request is missing changes and has an incorrect scope.
How should you resolve the issue?
- A. Add a clear description of the problem to the issue.
- B. Update the Model Context Protocol (MCP) server rate limits.
- C. Enable Copilot memory.
- D. Allocate more resources to copilot-setup-steps.yml.
Answer: A
Explanation:
Adding a clear description of the problem to the issue will directly remedy this problem.Coding agents like GitHub Copilot rely heavily on the context, details, and constraints provided in the issue to understand what needs to be fixed. A one-line description like "Fix the login bug" is too vague, leading to guesswork, incorrect scope, and incomplete code changes.
Defines Scope: Explicitly stating what is broken prevents the agent from changing unrelated files.
Identifies the Root Cause: Providing error logs or steps to reproduce guides the agent to the exact lines of code that need fixing.
Sets Expectations: Specifying the expected correct behavior ensures the agent generates all the necessary changes, preventing missing code.
Reference:
https://docs.github.com/en/copilot/how-tos/use-copilot-agents/cloud-agent/troubleshoot-cloud-agent
NEW QUESTION # 109
You have a multi-agent GitHub Actions workflow that uploads review artifacts for each run.
You discover that some workflow run artifacts are being deleted manually.
You need to use your organization's audit log data to identify which user deleted the artifacts.
Which audit log search filter should you use?
- A. action:artifact.destroy
- B. action:workflows.run
- C. operation:remove
- D. repo:<org>/<repo>
Answer: A
Explanation:
To identify which user manually deleted the workflow run artifacts, you should use the action:artifact.destroy search filter.When searching your GitHub Organization Audit Log, this filter targets the exact event triggered when a workflow run artifact is manually removed.
Reference:
https://docs.github.com/en/organizations/keeping-your-organization-secure/managing-security-settings-for-your-organization/reviewing-the-audit-log-for-your-organization
NEW QUESTION # 110
You have a GitHub repository that has a GitHub Actions workflow. The workflow runs an AI agent that deploys a containerized service.
You need to update the workflow so that only one production deployment can run at a time, and any currently running production deployments are cancelled when a new run starts.
How should you complete the workflow? To answer, drag the appropriate values to the correct targets.

Answer:
Explanation:

NEW QUESTION # 111
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