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  • Premium File: 99 Questions & Answers. Last update: Oct 27, 2026
  • Training Course: 28 Video Lectures
  • Study Guide: 407 Pages
  • Latest Questions
  • 100% Accurate Answers
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Google Generative AI Leader Practice Test 18

Question 170

Leadership asks why response time doubled after a feature launch. Which component should capture latency metrics?

  1. Observability component
  2. Orchestration workflow
  3. Identity and authorization component
  4. 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.

Question 171

A travel assistant checks weather, compares itineraries and books only after confirmation using tools. What behavior is agentic?

  1. Tool-using AI agent
  2. Human approval gate
  3. Read-only knowledge retrieval
  4. API extension

Explanation

Correct Answer

A:

The system selects tool calls to achieve a multi-step user goal. An agent chooses and invokes approved tools to pursue a goal based on state and feedback.

Incorrect Answers

B:

A human gate requires an authorized person to review or approve consequential steps. This does not directly meet the case requirement to plan and execute conditional tool use.

C:

Retrieval fetches content without necessarily taking actions in source systems. This does not directly meet the case requirement to plan and execute conditional tool use.

D:

An extension connects the system to external APIs or services with defined interfaces. This does not directly meet the case requirement to plan and execute conditional tool use.

Question 172

A payroll calculation always follows the same fixed formula and branches written in code. Which approach fits?

  1. API extension
  2. Fixed deterministic workflow
  3. Autonomous unrestricted action
  4. Read-only knowledge retrieval

Explanation

Correct Answer

B:

No model-driven planning is needed for deterministic logic. A fixed workflow follows authored conditional steps without model-directed planning.

Incorrect Answers

A:

An extension connects the system to external APIs or services with defined interfaces. This does not directly meet the case requirement to execute a fixed known set of rules.

C:

Unrestricted autonomy would permit actions without needed authorization or safety checkpoints. This does not directly meet the case requirement to execute a fixed known set of rules.

D:

Retrieval fetches content without necessarily taking actions in source systems. This does not directly meet the case requirement to execute a fixed known set of rules.

Question 173

A purchasing agent would place a six-figure order, but policy demands a director's signoff. Which control should be included?

  1. Tool-using AI agent
  2. Autonomous unrestricted action
  3. Fixed deterministic workflow
  4. Human approval gate

Explanation

Correct Answer

D:

A designated person must authorize the consequential decision. A human gate requires an authorized person to review or approve consequential steps.

Incorrect Answers

A:

An agent chooses and invokes approved tools to pursue a goal based on state and feedback. This does not directly meet the case requirement to require approval before high-value purchases.

B:

Unrestricted autonomy would permit actions without needed authorization or safety checkpoints. This does not directly meet the case requirement to require approval before high-value purchases.

C:

A fixed workflow follows authored conditional steps without model-directed planning. This does not directly meet the case requirement to require approval before high-value purchases.

Question 174

An assistant must send a shipping request to an external carrier's API. What integration enables the call?

  1. Tool-using AI agent
  2. Autonomous unrestricted action
  3. API extension
  4. Read-only knowledge retrieval

Explanation

Correct Answer

C:

An extension exposes an external operation as a controlled tool. An extension connects the system to external APIs or services with defined interfaces.

Incorrect Answers

A:

An agent chooses and invokes approved tools to pursue a goal based on state and feedback. This does not directly meet the case requirement to invoke an authorized external service API.

B:

Unrestricted autonomy would permit actions without needed authorization or safety checkpoints. This does not directly meet the case requirement to invoke an authorized external service API.

D:

Retrieval fetches content without necessarily taking actions in source systems. This does not directly meet the case requirement to invoke an authorized external service API.

Question 175

An assistant searches staff policies but is forbidden to submit or modify records. Which capability can be kept read-only?

  1. Human approval gate
  2. Tool-using AI agent
  3. Fixed deterministic workflow
  4. Read-only knowledge retrieval

Explanation

Correct Answer

D:

Knowledge retrieval can answer without invoking write operations. Retrieval fetches content without necessarily taking actions in source systems.

Incorrect Answers

A:

A human gate requires an authorized person to review or approve consequential steps. This does not directly meet the case requirement to look up approved content without mutations.

B:

An agent chooses and invokes approved tools to pursue a goal based on state and feedback. This does not directly meet the case requirement to look up approved content without mutations.

C:

A fixed workflow follows authored conditional steps without model-directed planning. This does not directly meet the case requirement to look up approved content without mutations.

Question 176

A model can call an expense reimbursement API with no permissions or approvals. Which pattern creates the largest risk?

  1. Human approval gate
  2. API extension
  3. Autonomous unrestricted action
  4. Read-only knowledge retrieval

Explanation

Correct Answer

C:

Unbounded action access bypasses governance. Unrestricted autonomy would permit actions without needed authorization or safety checkpoints.

Incorrect Answers

A:

A human gate requires an authorized person to review or approve consequential steps. This does not directly meet the case requirement to avoid unauthorized consequential API calls.

B:

An extension connects the system to external APIs or services with defined interfaces. This does not directly meet the case requirement to avoid unauthorized consequential API calls.

D:

Retrieval fetches content without necessarily taking actions in source systems. This does not directly meet the case requirement to avoid unauthorized consequential API calls.

Question 177

An IT assistant detects a failed restart, chooses the documented fallback and opens a ticket through tools. What execution model is involved?

  1. API extension
  2. Fixed deterministic workflow
  3. Human approval gate
  4. Tool-using AI agent

Explanation

Correct Answer

D:

The system plans conditional actions based on observed tool results. An agent chooses and invokes approved tools to pursue a goal based on state and feedback.

Incorrect Answers

A:

An extension connects the system to external APIs or services with defined interfaces. This does not directly meet the case requirement to select subsequent tools from current state.

B:

A fixed workflow follows authored conditional steps without model-directed planning. This does not directly meet the case requirement to select subsequent tools from current state.

C:

A human gate requires an authorized person to review or approve consequential steps. This does not directly meet the case requirement to select subsequent tools from current state.

Question 178

A weekly newsletter must be sent every Friday with an established template and no dynamic decisions. Which approach is simplest?

  1. Fixed deterministic workflow
  2. Read-only knowledge retrieval
  3. API extension
  4. Tool-using AI agent

Explanation

Correct Answer

A:

A deterministic schedule is sufficient when steps are fixed. A fixed workflow follows authored conditional steps without model-directed planning.

Incorrect Answers

B:

Retrieval fetches content without necessarily taking actions in source systems. This does not directly meet the case requirement to automate a predictable repeated job.

C:

An extension connects the system to external APIs or services with defined interfaces. This does not directly meet the case requirement to automate a predictable repeated job.

D:

An agent chooses and invokes approved tools to pursue a goal based on state and feedback. This does not directly meet the case requirement to automate a predictable repeated job.

Question 179

A recruiting AI proposes candidate rejections but employment policy requires human review. What should stop automatic rejection?

  1. Tool-using AI agent
  2. Human approval gate
  3. Fixed deterministic workflow
  4. Autonomous unrestricted action

Explanation

Correct Answer

B:

Human approval provides accountability in a consequential workflow. A human gate requires an authorized person to review or approve consequential steps.

Incorrect Answers

A:

An agent chooses and invokes approved tools to pursue a goal based on state and feedback. This does not directly meet the case requirement to ensure a person approves employment decisions.

C:

A fixed workflow follows authored conditional steps without model-directed planning. This does not directly meet the case requirement to ensure a person approves employment decisions.

D:

Unrestricted autonomy would permit actions without needed authorization or safety checkpoints. This does not directly meet the case requirement to ensure a person approves employment decisions.

Question 180

A support agent needs to create an incident in a ticketing system after verifying identity. What enables that effect?

  1. Human approval gate
  2. API extension
  3. Tool-using AI agent
  4. Autonomous unrestricted action

Explanation

Correct Answer

B:

A secured service API connection performs the write. An extension connects the system to external APIs or services with defined interfaces.

Incorrect Answers

A:

A human gate requires an authorized person to review or approve consequential steps. This does not directly meet the case requirement to create a record through an authorized external interface.

C:

An agent chooses and invokes approved tools to pursue a goal based on state and feedback. This does not directly meet the case requirement to create a record through an authorized external interface.

D:

Unrestricted autonomy would permit actions without needed authorization or safety checkpoints. This does not directly meet the case requirement to create a record through an authorized external interface.

Generative AI Leader Practice Tests

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