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Question 460
A search pilot has low factual citation accuracy despite good model fluency. What should be measured?
- Agent Search retrieval
- Source access enforcement
- RAG Engine or RAG API
- Retrieval evaluation
Explanation
Correct Answer
D:Relevance and grounding evaluations test the retrieval-to-answer chain. Retrieval evaluation measures relevance and whether evidence supports generated claims.
Incorrect Answers
A:Agent Search retrieves relevant passages and results from configured indexed sources. This does not directly meet the case requirement to measure evidence quality and citation support.
B:Access controls ensure the retrieval path does not expose restricted content. This does not directly meet the case requirement to measure evidence quality and citation support.
C:RAG services provide infrastructure for chunking, retrieving and grounding with application-specific data. This does not directly meet the case requirement to measure evidence quality and citation support.
Question 461
A travel assistant must choose whether to search fares or check a calendar first. Which agent capability handles that choice?
- Agent observation and tracing
- Agent state and memory
- Agent planning logic
- Tool invocation
Explanation
Correct Answer
C:Planning determines step order based on the goal. Agent planning determines which steps and tools to execute to pursue a goal.
Incorrect Answers
A:Tracing records actions and outcomes so developers can inspect agent behavior. This does not directly meet the case requirement to select the next action based on task context.
B:State and memory manage relevant interaction context across agent steps or sessions. This does not directly meet the case requirement to select the next action based on task context.
D:Tool invocation calls a permitted external API or service in response to a planned step. This does not directly meet the case requirement to select the next action based on task context.
Question 462
An IT agent must create a ticket through an authorized help desk API. Which capability actually performs the external action?
- Approval checkpoint
- Agent planning logic
- Tool invocation
- Agent state and memory
Explanation
Correct Answer
C:Tool calls connect model decisions to external operations. Tool invocation calls a permitted external API or service in response to a planned step.
Incorrect Answers
A:Approval checkpoints require human confirmation before specified consequential actions. This does not directly meet the case requirement to invoke an approved ticket-creation API.
B:Agent planning determines which steps and tools to execute to pursue a goal. This does not directly meet the case requirement to invoke an approved ticket-creation API.
D:State and memory manage relevant interaction context across agent steps or sessions. This does not directly meet the case requirement to invoke an approved ticket-creation API.
Question 463
A long-running support agent must remember a verified case number through several turns. Which component helps?
- Approval checkpoint
- Agent observation and tracing
- Agent state and memory
- Agent identity and permissions
Explanation
Correct Answer
C:State preserves relevant context between steps. State and memory manage relevant interaction context across agent steps or sessions.
Incorrect Answers
A:Approval checkpoints require human confirmation before specified consequential actions. This does not directly meet the case requirement to retain necessary conversation state.
B:Tracing records actions and outcomes so developers can inspect agent behavior. This does not directly meet the case requirement to retain necessary conversation state.
D:Agent identities determine the rights granted to tool requests and data resources. This does not directly meet the case requirement to retain necessary conversation state.
Question 464
An automated finance agent must not read arbitrary payroll records. Which configuration constrains it?
- Tool invocation
- Approval checkpoint
- Agent identity and permissions
- Agent planning logic
Explanation
Correct Answer
C:Agent identity and scoped permissions limit resource access. Agent identities determine the rights granted to tool requests and data resources.
Incorrect Answers
A:Tool invocation calls a permitted external API or service in response to a planned step. This does not directly meet the case requirement to prevent unauthorized tool and data access.
B:Approval checkpoints require human confirmation before specified consequential actions. This does not directly meet the case requirement to prevent unauthorized tool and data access.
D:Agent planning determines which steps and tools to execute to pursue a goal. This does not directly meet the case requirement to prevent unauthorized tool and data access.
Question 465
An AI assistant proposes deleting an important vendor account. Which safeguard should precede the action?
- Approval checkpoint
- Tool invocation
- Agent planning logic
- Agent state and memory
Explanation
Correct Answer
A:A human approval step can stop irreversible mistakes. Approval checkpoints require human confirmation before specified consequential actions.
Incorrect Answers
B:Tool invocation calls a permitted external API or service in response to a planned step. This does not directly meet the case requirement to require confirmation for consequential changes.
C:Agent planning determines which steps and tools to execute to pursue a goal. This does not directly meet the case requirement to require confirmation for consequential changes.
D:State and memory manage relevant interaction context across agent steps or sessions. This does not directly meet the case requirement to require confirmation for consequential changes.
Question 466
An engineer needs to know why the agent called the refund API twice. Which capability provides diagnostic evidence?
- Agent identity and permissions
- Approval checkpoint
- Tool invocation
- Agent observation and tracing
Explanation
Correct Answer
D:Trace records expose step-by-step actions and their results. Tracing records actions and outcomes so developers can inspect agent behavior.
Incorrect Answers
A:Agent identities determine the rights granted to tool requests and data resources. This does not directly meet the case requirement to inspect the sequence of agent tool calls.
B:Approval checkpoints require human confirmation before specified consequential actions. This does not directly meet the case requirement to inspect the sequence of agent tool calls.
C:Tool invocation calls a permitted external API or service in response to a planned step. This does not directly meet the case requirement to inspect the sequence of agent tool calls.
Question 467
A customer onboarding agent receives ambiguous data and must decide whether to ask a clarifying question or fetch a record. Which agent function applies?
- Approval checkpoint
- Agent planning logic
- Agent identity and permissions
- Tool invocation
Explanation
Correct Answer
B:Planning selects appropriate next steps. Agent planning determines which steps and tools to execute to pursue a goal.
Incorrect Answers
A:Approval checkpoints require human confirmation before specified consequential actions. This does not directly meet the case requirement to choose actions conditionally from available information.
C:Agent identities determine the rights granted to tool requests and data resources. This does not directly meet the case requirement to choose actions conditionally from available information.
D:Tool invocation calls a permitted external API or service in response to a planned step. This does not directly meet the case requirement to choose actions conditionally from available information.
Question 468
A purchasing agent decides to reserve stock after approval. What mechanism executes the reservation?
- Approval checkpoint
- Agent observation and tracing
- Agent identity and permissions
- Tool invocation
Explanation
Correct Answer
D:A permitted tool call changes external inventory state. Tool invocation calls a permitted external API or service in response to a planned step.
Incorrect Answers
A:Approval checkpoints require human confirmation before specified consequential actions. This does not directly meet the case requirement to perform an authorized operational update.
B:Tracing records actions and outcomes so developers can inspect agent behavior. This does not directly meet the case requirement to perform an authorized operational update.
C:Agent identities determine the rights granted to tool requests and data resources. This does not directly meet the case requirement to perform an authorized operational update.
Question 469
A development agent has an identity but no access to a production secret. Which control preserves this boundary?
- Agent identity and permissions
- Agent state and memory
- Approval checkpoint
- Agent observation and tracing
Explanation
Correct Answer
A:Permissions should explicitly scope agent rights. Agent identities determine the rights granted to tool requests and data resources.
Incorrect Answers
B:State and memory manage relevant interaction context across agent steps or sessions. This does not directly meet the case requirement to enforce least privilege for agent actions.
C:Approval checkpoints require human confirmation before specified consequential actions. This does not directly meet the case requirement to enforce least privilege for agent actions.
D:Tracing records actions and outcomes so developers can inspect agent behavior. This does not directly meet the case requirement to enforce least privilege for agent actions.
Question 470
An HR agent proposes rejecting a candidate automatically despite a required manual decision. Which architecture component is missing?
- Agent identity and permissions
- Agent state and memory
- Agent observation and tracing
- Approval checkpoint
Explanation
Correct Answer
D:An approval checkpoint routes sensitive actions to a person. Approval checkpoints require human confirmation before specified consequential actions.
Incorrect Answers
A:Agent identities determine the rights granted to tool requests and data resources. This does not directly meet the case requirement to hold employment decisions for human review.
B:State and memory manage relevant interaction context across agent steps or sessions. This does not directly meet the case requirement to hold employment decisions for human review.
C:Tracing records actions and outcomes so developers can inspect agent behavior. This does not directly meet the case requirement to hold employment decisions for human review.
Generative AI Leader Practice Tests