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| Section | Weight | Objectives |
|---|---|---|
| Architect multi-agent solutions | 15-20% | - Design logical architecture for multi-agent solutions
|
| Develop multi-agent solutions in Azure | 30-35% | - Implement multi-agent orchestration
|
| Evaluate, optimize, and monitor multi-agent solutions | 20-25% | - Optimize prompt and model performance
|
| Secure, govern, and deploy multi-agent solutions | 20-25% | - Design and implement guardrails
|
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NEW QUESTION # 68
You have a Microsoft Foundry project that contains an incident triage agent.
You have a Model Context Protocol (MCP) server registered in the organizational tool catalog. The MCP server exposes two tools named docs_search and deployment_delete.
You need to ensure that the agent can only invoke docs_search.
What should you configure?
Answer: B
Explanation:
The restriction belongs in the agent ' s MCP tool configuration because Microsoft Foundry supports an
`allowed_tools` allowlist that controls which tools discovered from an MCP server are exposed to the agent.
Configuring the allowlist to include only `docs_search` makes `deployment_delete` unavailable for model selection. This is stronger than adding a sentence to the agent instructions because instructions influence behavior but do not remove a dangerous tool from the callable surface. Project details describe resources rather than per-agent tool exposure, and a transient run setting is not the appropriate persistent configuration boundary for the registered MCP integration. Therefore C, the agent tool configuration, is the correct answer.
Least privilege remains the governing principle: grant only the identity, data, tool, or deployment access required for the specific operation. The selected answer preserves that boundary while still allowing the workflow to satisfy its functional requirement. From a security and governance perspective, the control should be enforced at the narrowest platform boundary that can deterministically block or constrain the action.
Relying only on prompt text is weaker because the model can still be induced to behave unexpectedly.
Official Microsoft reference: Microsoft Foundry agents - Model Context Protocol tools
NEW QUESTION # 69
You have an Azure API Management Premium instance that hosts a REST API named inventoryAPl.
You plan to provide Microsoft Foundry agents with the ability to call API operations by using the Model Context Protocol (MCP). You will use API Management as the gateway without a separate MCP backend.
You need to recommend a solution for the MCP deployment that supports the following:
* Microsoft Entra JSON Web Token (JWT) validation
* Azure Monitor diagnostics
* Request quotas
What should you recommend?
Answer: A
Explanation:
Azure API Management can expose an existing managed REST API directly as a remote MCP server, turning selected REST operations into MCP tools without requiring a separate MCP backend. The API Management gateway continues to apply its policy engine, so Microsoft Entra JWT validation, quotas/rate limits, and Azure Monitor/Application Insights diagnostics can be enforced at the MCP endpoint. Azure API Center catalogs APIs but does not itself create the MCP runtime endpoint. Azure Functions or Logic Apps could host MCP-compatible code, but both would introduce the separate backend that the question explicitly says to avoid. Because the API already resides in an APIM Premium instance, using APIM ' s native MCP exposure capability is the minimal and policy-rich design. Therefore B is correct. In production, add telemetry and regression tests around this behavior so changes to prompts, models, tools, or orchestration do not silently alter the intended contract. The selected approach is the one that best matches the platform ' s native execution semantics.
Official Microsoft reference: Azure API Management - Expose REST API as an MCP server
NEW QUESTION # 70
You have a Microsoft Foundry project that contains a coordinator agent for claims processing.
You have an existing fraud analysis agent hosted outside of Foundry. The agent exposes a standards-based HTTPS endpoint, publishes the supported s kills and media types, and requires authenticated requests.
You need to configure the coordinator agent to invoke the fraud analysis agent. The solution must meet the following requirements:
Use the interoperable invocation interface.
Use the published capability discovery contract.
Reuse stored authentication across versions of the coordinator agent.
How should you configure the integration? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Integration mechanism: Agent-to-Agent (A2A) tool; Capability discovery contract: Agent cards; Credential and endpoint configuration: A Foundry project A2A connection.
The remote fraud service is an autonomous agent that exposes a standards-based HTTPS endpoint and publishes its skills and media types, which matches the Agent-to-Agent protocol rather than a conventional tool API. A2A uses an agent card as the capability-discovery contract, allowing the coordinator to discover supported skills, formats, and invocation details without coupling to the remote framework ' s implementation.
Microsoft Foundry project A2A connections store the remote endpoint and authentication configuration so credentials can be reused across coordinator-agent versions instead of being embedded separately in every version. Together, the A2A tool, agent card, and project connection satisfy interoperable invocation, capability discovery, and reusable authentication. This is the supported Microsoft architecture for calling an external A2A-compatible agent from a Foundry coordinator. The configuration should be kept in the project connection rather than prompt text so authentication remains centrally managed, auditable, and reusable as the coordinator evolves. This also avoids duplicating sensitive connection settings across agent versions.
Official Microsoft reference: Microsoft Foundry - enable Agent-to-Agent endpoint and authentication
NEW QUESTION # 71
You have a Microsoft Foundry multi-agent solution. The agents contain the CI/CD evaluation gates shown in the following table.
You call one of the agents by using the request context in the evaluation process as shown in the following table.
The agent receives the following results for the tool.
For each of the following statements, select Yes if the statement is true. Otherwise, select No. NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
SchemaGate: Yes; RelevanceGate: Yes; CompletenessGate: No.
The supplied tool result satisfies the structural requirements of SchemaGate: it includes a valid-looking UUID result identifier, a string sourceTool value, an items array, and the required fields on the item. RelevanceGate also passes because the request category is VPN, the returned item category is VPN, and its confidence value of 0.87 is above the required 0.80 threshold. CompletenessGate fails because the rule requires at least two items while the response contains only one. This is a deterministic gate evaluation rather than an LLM-judge interpretation, so the values should be checked directly against the declared criteria. Microsoft Foundry evaluation datasets and CI/CD quality gates are designed to make exactly these regression checks repeatable before release. Therefore the correct sequence is Yes, Yes, No. The evaluation should also preserve correlation identifiers and version information where possible so a failed score can be traced back to the exact agent, model, tool call, or retrieval step that produced it. This turns the metric into an actionable diagnostic rather than only a dashboard number.
Official Microsoft reference: Microsoft Foundry - evaluation datasets
NEW QUESTION # 72
Solution: Use separate a managed identity for each agent and environment Assign Azure roles at the resource level. Does this meet the goal?
Answer: B
Explanation:
Separate managed identities for each agent and environment remove the need to store application secrets and create independent authorization boundaries. Assigning Azure roles at the resource level further limits each identity to only the Storage resource it requires. This sharply reduces lateral movement compared with a shared application principal or subscription-wide role. Microsoft Foundry and Azure identity guidance consistently recommend identity-based authentication, distinct identities when permissions differ, and the narrowest practical RBAC scope. In current Foundry deployments, the exact identity object may be represented through Microsoft Entra agent identity or a federated managed identity relationship, but the architectural principle in the option is correct. Therefore the solution meets both stated goals and the answer is A, Yes. From a security and governance perspective, the control should be enforced at the narrowest platform boundary that can deterministically block or constrain the action. Relying only on prompt text is weaker because the model can still be induced to behave unexpectedly.
Official Microsoft reference: Microsoft Foundry agent identity
NEW QUESTION # 73
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