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| Section | Weight | Objectives |
|---|
| Topic 1: Integrate tools, data, and services | 25% | - Incorporate external tools and APIs
- 1. Implement function calling and service integration
- 2. Handle authentication and error resilience
- 3. Design and register tool definitions
- Connect data sources and knowledge bases
- 1. Integrate vector databases and search
- 2. Ensure data security and access control
- 3. Implement retrieval-augmented generation (RAG)
|
| Topic 2: Implement agents and multi-agent systems | 30% | - Orchestrate multi-agent collaboration
- 1. Define communication protocols between agents
- 2. Implement workflows and coordination strategies
- 3. Manage agent handoffs and task distribution
- Build agents with Azure AI tools and frameworks
- 1. Implement agent logic and reasoning
- 2. Develop using Semantic Kernel and Azure AI Foundry
- 3. Integrate models and prompts
|
| Topic 3: 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. Plan tool integration and orchestration
- 3. Select agent patterns and topologies
|
| Topic 4: Test, deploy, and monitor agentic AI systems | 20% | - Validate agent performance and safety
- 1. Evaluate quality metrics and iterate
- 2. Apply guardrails and content safety
- 3. Test reasoning accuracy and consistency
- Deploy and monitor agents at scale
- 1. Optimize cost, latency, and throughput
- 2. Implement logging, telemetry, and observability
- 3. Deploy to Azure AI and cloud environments
|
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Microsoft Developing in Agentic AI Systems Sample Questions (Q39-Q44):
NEW QUESTION # 39
Your team wants Copilot's suggestions to reflect knowledge of internal library APIs that are not publicly documented and not present in the codebase being edited. What is the most appropriate solution?
- A. Enable plan mode
- B. Use .copilotignore to hide public APIs
- C. Add the internal docs as copilot-instructions.md
- D. Connect an MCP server that exposes the internal documentation
Answer: D
Explanation:
For external or large sets of documentation not resident in the repo, an MCP server can expose a searchable knowledge source Copilot can query dynamically, rather than trying to cram everything into static instruction files.
NEW QUESTION # 40
You are architecting an agentic AI system and need the agent's tool-calling behavior to be constrained so it can only call a specific allow-listed set of MCP tools, never arbitrary ones. What should you configure?
- A. Repository ruleset
- B. .copilotignore
- C. Tool/server allow-list in the MCP client configuration
- D. /usage
Answer: C
Explanation:
MCP client configurations (e.g., in VS Code settings or the CLI config) allow administrators to explicitly allow-list which MCP servers/tools an agent may invoke, restricting the attack surface and preventing unintended tool use.
NEW QUESTION # 41
You want the Copilot coding agent to scan a large codebase and propose a full, human- reviewable step-by-step plan before writing any code. What should you do first?
- A. Switch to plan mode
- B. Run /compact
- C. Configure an MCP server
- D. Enable --allow-all
Answer: A
Explanation:
Plan mode lets the agent operate in a read-only analysis state, producing a structured Markdown plan of intended changes. This allows you to catch architectural issues before the agent starts editing files.
NEW QUESTION # 42
You have a GitHub repository that uses three GitHub Copilot coding agents named agent1, agent2, and agent3.
During structured evaluation runs, agent1 frequently returns Markdown narratives instead of a machine-parsable result.
You need to ensure that agent1 consistently returns only a predefined JSON structure without affecting the output of the other agents.
Which file should you modify?
- A. .github/agents/agent1.agent.md
- B. .github/workflows/copilot-setup-steps.yml
- C. .github/instructions/agent1.instructions.md
- D. .github/copilot-instructions.md
Answer: A
Explanation:
The required change concerns one agent's behavior, making its custom agent profile the appropriate scope. The file .github/agents/agent1.agent.md defines instructions for agent1. Its Markdown instruction body can specify the required JSON structure, mandatory properties, allowed values, and prohibition of explanatory prose or Markdown fences.
Repository-wide instructions apply more broadly and could alter the behavior of agent2 and agent3, contrary to the requirement. The setup workflow prepares the execution environment rather than defining the agent's response contract. A file under .github/instructions uses instruction applicability rules; naming it after an agent does not automatically bind it exclusively to that agent.
The evaluation finding should be converted into a precise behavioral requirement and tested against representative inputs. For example, checks should distinguish valid JSON from text containing a JSON fragment and should reject missing fields or unexpected properties.
An agent instruction improves adherence but is not a mathematical guarantee of schema compliance. Production consumers should validate the returned object before using it. Relevant curriculum topics are revising instructions based on evaluation results and specifying expected output constraints.
Reference:
NEW QUESTION # 43
You want a reusable, shareable set of instructions that defines a specific persona/workflow (e.g.,
"security reviewer") that developers can invoke on demand in Copilot Chat, rather than instructions applied globally to every session. What should you create?
- A. .copilotignore
- B. A prompt file (.prompt.md)
- C. copilot-instructions.md
- D. agents.md
Answer: B
Explanation:
Prompt files define reusable, invocable prompt templates for specific tasks or personas. Unlike copilot-instructions.md, which applies globally and automatically, prompt files are opt-in and triggered explicitly.
NEW QUESTION # 44
......
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