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Question 160
A sales assistant embedded in CRM provides generated draft emails to staff. Which layer is visible to the seller?
- Agent layer
- Application layer
- Model layer
- AI development platform layer
Explanation
Correct Answer
B:The CRM-integrated user experience is an application. Applications deliver user-facing experiences and business processes built on lower layers.
Incorrect Answers
A:The agent layer coordinates model reasoning with tools and steps to pursue a goal. This does not directly meet the case requirement to deliver AI through an existing workflow interface.
C:The model layer consists of pretrained or customized model capabilities for inference. This does not directly meet the case requirement to deliver AI through an existing workflow interface.
D:The platform layer offers development, tuning, evaluation, deployment and governance tools. This does not directly meet the case requirement to deliver AI through an existing workflow interface.
Question 161
A chatbot application sends a prompt to a hosted Gemini endpoint and gets text. Which component performs the central language inference?
- User interaction component
- Orchestration workflow
- Identity and authorization component
- Model inference service
Explanation
Correct Answer
D:The model service transforms the prompt into generated output. Inference runs an ML model to transform input into predictions or generated output.
Incorrect Answers
A:Interaction components display responses and collect feedback from people. This does not directly meet the case requirement to produce model responses from the provided input.
B:Orchestration connects multiple processing steps, tools and approvals in a prescribed sequence. This does not directly meet the case requirement to produce model responses from the provided input.
C:Identity and authorization determine which users or agents may access resources. This does not directly meet the case requirement to produce model responses from the provided input.
Question 162
An agent must ask a manager for approval before submitting an order after a model suggests it. Which component coordinates the sequence?
- Model inference service
- Observability component
- Orchestration workflow
- Identity and authorization component
Explanation
Correct Answer
C:Workflow orchestration manages step order and approval conditions. Orchestration connects multiple processing steps, tools and approvals in a prescribed sequence.
Incorrect Answers
A:Inference runs an ML model to transform input into predictions or generated output. This does not directly meet the case requirement to enforce the order of tool execution and approvals.
B:Observability collects traces, metrics and events to explain system behavior. This does not directly meet the case requirement to enforce the order of tool execution and approvals.
D:Identity and authorization determine which users or agents may access resources. This does not directly meet the case requirement to enforce the order of tool execution and approvals.
Question 163
A support response needs the latest product manual excerpt before it is generated. Which component supplies the passage?
- User interaction component
- Knowledge retrieval component
- Identity and authorization component
- Observability component
Explanation
Correct Answer
B:Retrieval brings the relevant document into the model context. Retrieval obtains relevant existing information to supply context at inference time.
Incorrect Answers
A:Interaction components display responses and collect feedback from people. This does not directly meet the case requirement to find authoritative external evidence at runtime.
C:Identity and authorization determine which users or agents may access resources. This does not directly meet the case requirement to find authoritative external evidence at runtime.
D:Observability collects traces, metrics and events to explain system behavior. This does not directly meet the case requirement to find authoritative external evidence at runtime.
Question 164
A request must be blocked when a user cannot access a confidential case. Which component enforces the permission?
- Identity and authorization component
- Knowledge retrieval component
- Observability component
- User interaction component
Explanation
Correct Answer
A:Access control gates protected resources independent of fluent model text. Identity and authorization determine which users or agents may access resources.
Incorrect Answers
B:Retrieval obtains relevant existing information to supply context at inference time. This does not directly meet the case requirement to authorize the caller's requested data access.
C:Observability collects traces, metrics and events to explain system behavior. This does not directly meet the case requirement to authorize the caller's requested data access.
D:Interaction components display responses and collect feedback from people. This does not directly meet the case requirement to authorize the caller's requested data access.
Question 165
An SRE must trace which tool failed during a 12-step agent run. Which system component provides that evidence?
- Knowledge retrieval component
- Identity and authorization component
- Observability component
- Orchestration workflow
Explanation
Correct Answer
C:Traces and logs explain execution progress and failure points. Observability collects traces, metrics and events to explain system behavior.
Incorrect Answers
A:Retrieval obtains relevant existing information to supply context at inference time. This does not directly meet the case requirement to observe the multistep agent execution.
B:Identity and authorization determine which users or agents may access resources. This does not directly meet the case requirement to observe the multistep agent execution.
D:Orchestration connects multiple processing steps, tools and approvals in a prescribed sequence. This does not directly meet the case requirement to observe the multistep agent execution.
Question 166
An employee wants a feedback button beside the AI answer in a web portal. Which component is involved?
- Knowledge retrieval component
- Identity and authorization component
- Orchestration workflow
- User interaction component
Explanation
Correct Answer
D:The interface provides direct user interaction and feedback collection. Interaction components display responses and collect feedback from people.
Incorrect Answers
A:Retrieval obtains relevant existing information to supply context at inference time. This does not directly meet the case requirement to collect response ratings from end users.
B:Identity and authorization determine which users or agents may access resources. This does not directly meet the case requirement to collect response ratings from end users.
C:Orchestration connects multiple processing steps, tools and approvals in a prescribed sequence. This does not directly meet the case requirement to collect response ratings from end users.
Question 167
A model service responds correctly to test prompts but is not connected to any approval process. What component is still needed for a regulated action workflow?
- User interaction component
- Identity and authorization component
- Orchestration workflow
- Model inference service
Explanation
Correct Answer
D:The model alone does not enforce business process steps. Inference runs an ML model to transform input into predictions or generated output.
Incorrect Answers
A:Interaction components display responses and collect feedback from people. This does not directly meet the case requirement to coordinate sequential actions and approvals.
B:Identity and authorization determine which users or agents may access resources. This does not directly meet the case requirement to coordinate sequential actions and approvals.
C:Orchestration connects multiple processing steps, tools and approvals in a prescribed sequence. This does not directly meet the case requirement to coordinate sequential actions and approvals.
Question 168
A document assistant uses a model but does not cite or locate current internal sources. Which component can address missing access to evidence?
- Model inference service
- Knowledge retrieval component
- User interaction component
- Orchestration workflow
Explanation
Correct Answer
D:A search/retrieval layer can attach current passages. Orchestration connects multiple processing steps, tools and approvals in a prescribed sequence.
Incorrect Answers
A:Inference runs an ML model to transform input into predictions or generated output. This does not directly meet the case requirement to retrieve relevant source documents at answer time.
B:Retrieval obtains relevant existing information to supply context at inference time. This does not directly meet the case requirement to retrieve relevant source documents at answer time.
C:Interaction components display responses and collect feedback from people. This does not directly meet the case requirement to retrieve relevant source documents at answer time.
Question 169
An agent can read every storage bucket although its duty concerns one inventory table. Which component requires correction?
- Identity and authorization component
- Orchestration workflow
- User interaction component
- Observability component
Explanation
Correct Answer
A:Authorization policy constrains what the agent may do. Identity and authorization determine which users or agents may access resources.
Incorrect Answers
B:Orchestration connects multiple processing steps, tools and approvals in a prescribed sequence. This does not directly meet the case requirement to restrict tool and data access to granted permissions.
C:Interaction components display responses and collect feedback from people. This does not directly meet the case requirement to restrict tool and data access to granted permissions.
D:Observability collects traces, metrics and events to explain system behavior. This does not directly meet the case requirement to restrict tool and data access to granted permissions.
Question 170
Leadership asks why response time doubled after a feature launch. Which component should capture latency metrics?
- Observability component
- Orchestration workflow
- Identity and authorization component
- User interaction component
Explanation
Correct Answer
A:Metrics permit comparison of before-and-after performance. Observability collects traces, metrics and events to explain system behavior.
Incorrect Answers
B:Orchestration connects multiple processing steps, tools and approvals in a prescribed sequence. This does not directly meet the case requirement to measure runtime performance and execution behavior.
C:Identity and authorization determine which users or agents may access resources. This does not directly meet the case requirement to measure runtime performance and execution behavior.
D:Interaction components display responses and collect feedback from people. This does not directly meet the case requirement to measure runtime performance and execution behavior.
Generative AI Leader Practice Tests
