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Google Generative AI Leader Practice Test 75

Question 740

A custom AI application depends on a third-party model whose origin and update process are unknown. Which risk domain matters?

  1. Threat modeling
  2. Security monitoring
  3. Secure AI Framework (SAIF)
  4. Supply-chain security

Explanation

Correct Answer

D:

Supply-chain security requires provenance and patchability. Supply-chain controls address risks in datasets, models, packages and dependencies obtained from others.

Incorrect Answers

A:

Threat modeling identifies potential attackers, vulnerabilities and abuse paths before implementation. This does not directly meet the case requirement to manage imported model dependency risks.

B:

Monitoring observes suspicious model, agent and infrastructure activity during operations. This does not directly meet the case requirement to manage imported model dependency risks.

C:

SAIF is Google's conceptual framework for addressing AI system security risks and controls throughout the ecosystem. This does not directly meet the case requirement to manage imported model dependency risks.

Question 741

Security must decide which agent service can read a Cloud Storage bucket. Which Google Cloud control is relevant?

  1. Service account identity
  2. Identity and Access Management (IAM)
  3. Least-privilege role design
  4. Authentication

Explanation

Correct Answer

B:

IAM policies govern cloud resource permissions. IAM controls which principals may take specified actions on Google Cloud resources.

Incorrect Answers

A:

A service account supplies a nonhuman identity for an application or agent to authenticate. This does not directly meet the case requirement to grant resource access to authorized principals.

C:

Role design limits permissions to the minimum resources and actions required. This does not directly meet the case requirement to grant resource access to authorized principals.

D:

Authentication verifies which user or service is requesting access. This does not directly meet the case requirement to grant resource access to authorized principals.

Question 742

An agent runs without a human user and needs a secure cloud identity. Which construct can represent it?

  1. Authentication
  2. Least-privilege role design
  3. Identity and Access Management (IAM)
  4. Service account identity

Explanation

Correct Answer

D:

Service accounts provide nonhuman principals. A service account supplies a nonhuman identity for an application or agent to authenticate.

Incorrect Answers

A:

Authentication verifies which user or service is requesting access. This does not directly meet the case requirement to authenticate an automated workload.

B:

Role design limits permissions to the minimum resources and actions required. This does not directly meet the case requirement to authenticate an automated workload.

C:

IAM controls which principals may take specified actions on Google Cloud resources. This does not directly meet the case requirement to authenticate an automated workload.

Question 743

An invoice assistant only needs read access but currently has project Owner privileges. What design change is warranted?

  1. Identity and Access Management (IAM)
  2. Authentication
  3. Authorization
  4. Least-privilege role design

Explanation

Correct Answer

D:

Minimum-role policies reduce exposure. Role design limits permissions to the minimum resources and actions required.

Incorrect Answers

A:

IAM controls which principals may take specified actions on Google Cloud resources. This does not directly meet the case requirement to restrict excessive agent privileges.

B:

Authentication verifies which user or service is requesting access. This does not directly meet the case requirement to restrict excessive agent privileges.

C:

Authorization determines whether a verified identity may perform a particular action. This does not directly meet the case requirement to restrict excessive agent privileges.

Question 744

A user supplies credentials before using a private model console. What security operation verifies the identity?

  1. Service account identity
  2. Audit logging
  3. Authorization
  4. Authentication

Explanation

Correct Answer

D:

Authentication establishes the caller's identity. Authentication verifies which user or service is requesting access.

Incorrect Answers

A:

A service account supplies a nonhuman identity for an application or agent to authenticate. This does not directly meet the case requirement to confirm who is making the request.

B:

Audit logs record relevant accesses and administrative changes for review. This does not directly meet the case requirement to confirm who is making the request.

C:

Authorization determines whether a verified identity may perform a particular action. This does not directly meet the case requirement to confirm who is making the request.

Question 745

An authenticated employee attempts to export documents they are not allowed to read. Which decision must deny the request?

  1. Service account identity
  2. Least-privilege role design
  3. Authorization
  4. Audit logging

Explanation

Correct Answer

C:

Authorization evaluates access for a specific action. Authorization determines whether a verified identity may perform a particular action.

Incorrect Answers

A:

A service account supplies a nonhuman identity for an application or agent to authenticate. This does not directly meet the case requirement to block a disallowed resource operation.

B:

Role design limits permissions to the minimum resources and actions required. This does not directly meet the case requirement to block a disallowed resource operation.

D:

Audit logs record relevant accesses and administrative changes for review. This does not directly meet the case requirement to block a disallowed resource operation.

Question 746

An investigator needs to see who modified an AI agent's access role. What evidence source helps?

  1. Authorization
  2. Service account identity
  3. Audit logging
  4. Least-privilege role design

Explanation

Correct Answer

C:

Audit logs record administrative events. Audit logs record relevant accesses and administrative changes for review.

Incorrect Answers

A:

Authorization determines whether a verified identity may perform a particular action. This does not directly meet the case requirement to trace changes to resource permissions.

B:

A service account supplies a nonhuman identity for an application or agent to authenticate. This does not directly meet the case requirement to trace changes to resource permissions.

D:

Role design limits permissions to the minimum resources and actions required. This does not directly meet the case requirement to trace changes to resource permissions.

Question 747

A developer wants to restrict which teams can invoke an AI endpoint. What service control should be configured?

  1. Identity and Access Management (IAM)
  2. Least-privilege role design
  3. Service account identity
  4. Authentication

Explanation

Correct Answer

A:

IAM sets access to cloud resources. IAM controls which principals may take specified actions on Google Cloud resources.

Incorrect Answers

B:

Role design limits permissions to the minimum resources and actions required. This does not directly meet the case requirement to control inference API permissions.

C:

A service account supplies a nonhuman identity for an application or agent to authenticate. This does not directly meet the case requirement to control inference API permissions.

D:

Authentication verifies which user or service is requesting access. This does not directly meet the case requirement to control inference API permissions.

Question 748

A scheduled data-ingestion job must call Google APIs under its own identity. Which principal should it use?

  1. Service account identity
  2. Least-privilege role design
  3. Identity and Access Management (IAM)
  4. Audit logging

Explanation

Correct Answer

A:

Service accounts provide workload identities. A service account supplies a nonhuman identity for an application or agent to authenticate.

Incorrect Answers

B:

Role design limits permissions to the minimum resources and actions required. This does not directly meet the case requirement to authenticate a background service.

C:

IAM controls which principals may take specified actions on Google Cloud resources. This does not directly meet the case requirement to authenticate a background service.

D:

Audit logs record relevant accesses and administrative changes for review. This does not directly meet the case requirement to authenticate a background service.

Question 749

A tool-using agent can read all datasets but needs one table. Which principle should guide a correction?

  1. Authentication
  2. Authorization
  3. Least-privilege role design
  4. Identity and Access Management (IAM)

Explanation

Correct Answer

C:

Least privilege scopes access to the task. Role design limits permissions to the minimum resources and actions required.

Incorrect Answers

A:

Authentication verifies which user or service is requesting access. This does not directly meet the case requirement to remove unnecessary data permissions.

B:

Authorization determines whether a verified identity may perform a particular action. This does not directly meet the case requirement to remove unnecessary data permissions.

D:

IAM controls which principals may take specified actions on Google Cloud resources. This does not directly meet the case requirement to remove unnecessary data permissions.

Question 750

Security needs evidence of unusually frequent failed access attempts by a model-serving workload. Which records help?

  1. Service account identity
  2. Audit logging
  3. Least-privilege role design
  4. Authentication

Explanation

Correct Answer

B:

Audit logs expose relevant request events. Audit logs record relevant accesses and administrative changes for review.

Incorrect Answers

A:

A service account supplies a nonhuman identity for an application or agent to authenticate. This does not directly meet the case requirement to investigate denied cloud resource access.

C:

Role design limits permissions to the minimum resources and actions required. This does not directly meet the case requirement to investigate denied cloud resource access.

D:

Authentication verifies which user or service is requesting access. This does not directly meet the case requirement to investigate denied cloud resource access.

Generative AI Leader Practice Tests

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