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Microsoft GH-300 Practice Test 2

Question 10

A suggested authorization handler checks whether a user is logged in but not whether they own the record. What is missing?

  1. Redact credentials and log only approved nonsecret request diagnostics.
  2. Diagnose the certificate chain and trust store while keeping peer verification enabled.
  3. Add record-level authorization and tests for cross-user access attempts.
  4. Enforce allowlisted paths and canonicalize the resolved destination to prevent traversal.

Explanation

Correct Answer

C:

Authentication alone does not grant access to every tenant's or user's resource.

Incorrect Answers

A:

Access tokens in logs become reusable credentials for anyone who can read the logs. Authentication alone does not grant access to every tenant's or user's resource.

B:

Disabling verification hides a trust failure and permits man-in-the-middle attacks. authentication alone does not grant access to every tenant's or user's resource.

D:

Filesystem boundaries must be validated independently of plausible generated code. What is missing. Authentication alone does not grant access to every tenant's or user's resource.

Question 11

A hiring tool prototype uses AI suggestions to rank candidates using historical outcomes. What should be done before adoption?

  1. Evaluate disparate impacts with representative groups and have accountable humans review the decision process.
  2. Examine proxy discrimination and document mitigation before using the feature in decisions.
  3. Avoid unnecessary sensitive inference and use user-directed accessible options instead.
  4. Measure behavior across the actual deployment populations and document subgroup limitations.

Explanation

Correct Answer

A:

Historical patterns can encode unfair outcomes even when a generated algorithm appears neutral.

Incorrect Answers

B:

Removing explicit protected fields does not eliminate correlated bias. historical patterns can encode unfair outcomes even when a generated algorithm appears neutral.

C:

Accessibility support does not require unconsented classification of sensitive traits. Historical patterns can encode unfair outcomes even when a generated algorithm appears neutral.

D:

Performance on one demographic distribution cannot establish fairness in another. historical patterns can encode unfair outcomes even when a generated algorithm appears neutral.

Question 12

A generated customer-help flow assumes everyone uses a single language or cultural convention. What improvement is appropriate?

  1. Evaluate disparate impacts with representative groups and have accountable humans review the decision process.
  2. Measure behavior across the actual deployment populations and document subgroup limitations.
  3. Avoid unnecessary sensitive inference and use user-directed accessible options instead.
  4. Test localization and accessibility with representative users rather than relying on the default generated wording.

Explanation

Correct Answer

D:

Diverse user testing exposes hidden assumptions not apparent to the authors.

Incorrect Answers

A:

Historical patterns can encode unfair outcomes even when a generated algorithm appears neutral. What improvement is appropriate. Diverse user testing exposes hidden assumptions not apparent to the authors.

B:

Performance on one demographic distribution cannot establish fairness in another. diverse user testing exposes hidden assumptions not apparent to the authors.

C:

Accessibility support does not require unconsented classification of sensitive traits. Diverse user testing exposes hidden assumptions not apparent to the authors.

Question 13

An AI assistant generates a recommendation based on a proxy feature strongly correlated with a protected attribute. What should the team investigate?

  1. Evaluate disparate impacts with representative groups and have accountable humans review the decision process.
  2. Measure behavior across the actual deployment populations and document subgroup limitations.
  3. Examine proxy discrimination and document mitigation before using the feature in decisions.
  4. Test localization and accessibility with representative users rather than relying on the default generated wording.

Explanation

Correct Answer

C:

Removing explicit protected fields does not eliminate correlated bias.

Incorrect Answers

A:

Historical patterns can encode unfair outcomes even when a generated algorithm appears neutral. What should the team investigate. Removing explicit protected fields does not eliminate correlated bias.

B:

Performance on one demographic distribution cannot establish fairness in another. removing explicit protected fields does not eliminate correlated bias.

D:

Diverse user testing exposes hidden assumptions not apparent to the authors. removing explicit protected fields does not eliminate correlated bias.

Question 14

A model proposes to infer users' disability status from activity logs to customize content. What is the responsible response?

  1. Evaluate disparate impacts with representative groups and have accountable humans review the decision process.
  2. Test localization and accessibility with representative users rather than relying on the default generated wording.
  3. Examine proxy discrimination and document mitigation before using the feature in decisions.
  4. Avoid unnecessary sensitive inference and use user-directed accessible options instead.

Explanation

Correct Answer

D:

Accessibility support does not require unconsented classification of sensitive traits.

Incorrect Answers

A:

Historical patterns can encode unfair outcomes even when a generated algorithm appears neutral. What is the responsible response. Accessibility support does not require unconsented classification of sensitive traits.

B:

Diverse user testing exposes hidden assumptions not apparent to the authors. accessibility support does not require unconsented classification of sensitive traits.

C:

Removing explicit protected fields does not eliminate correlated bias. Accessibility support does not require unconsented classification of sensitive traits.

Question 15

Copilot suggests training data from one region as proof a system will work equally well globally. What validation is needed?

  1. Examine proxy discrimination and document mitigation before using the feature in decisions.
  2. Test localization and accessibility with representative users rather than relying on the default generated wording.
  3. Measure behavior across the actual deployment populations and document subgroup limitations.
  4. Avoid unnecessary sensitive inference and use user-directed accessible options instead.

Explanation

Correct Answer

C:

Performance on one demographic distribution cannot establish fairness in another.

Incorrect Answers

A:

Removing explicit protected fields does not eliminate correlated bias. Performance on one demographic distribution cannot establish fairness in another.

B:

Diverse user testing exposes hidden assumptions not apparent to the authors. performance on one demographic distribution cannot establish fairness in another.

D:

Accessibility support does not require unconsented classification of sensitive traits. performance on one demographic distribution cannot establish fairness in another.

Question 16

A proposed implementation resembles a known public library. What should the engineer verify before reuse?

  1. Review available code references, licenses, and project policy before incorporating the implementation.
  2. Apply its legal and organizational IP policy rather than making a universal ownership claim.
  3. Do not treat absence of a reference as proof that the code is original or unencumbered.
  4. Conduct the repository's license and provenance review before merging generated code.

Explanation

Correct Answer

A:

Public availability does not remove copyright and license conditions.

Incorrect Answers

B:

Output rights depend on applicable law, agreements, and the underlying material. What should the engineer verify before reuse. Public availability does not remove copyright and license conditions.

C:

Matching indexes and detection thresholds do not exhaust all sources or licenses. Public availability does not remove copyright and license conditions.

D:

Copilot output still requires ordinary compliance review for the target distribution. public availability does not remove copyright and license conditions.

Question 17

Copilot outputs a long verbatim-looking function with a public-code match reference. How should the reviewer handle it?

  1. Conduct the repository's license and provenance review before merging generated code.
  2. Inspect the reference and license obligations, then attribute, rewrite, or reject according to policy.
  3. Apply its legal and organizational IP policy rather than making a universal ownership claim.
  4. Review available code references, licenses, and project policy before incorporating the implementation.

Explanation

Correct Answer

B:

A code-reference notice supplies provenance clues, not automatic permission to reuse.

Incorrect Answers

A:

Copilot output still requires ordinary compliance review for the target distribution. a code-reference notice supplies provenance clues, not automatic permission to reuse.

C:

Output rights depend on applicable law, agreements, and the underlying material. How should the reviewer handle it. A code-reference notice supplies provenance clues, not automatic permission to reuse.

D:

Public availability does not remove copyright and license conditions. a code-reference notice supplies provenance clues, not automatic permission to reuse.

Question 18

A generated snippet lacks a public-code citation. Which assumption should be avoided?

  1. Inspect the reference and license obligations, then attribute, rewrite, or reject according to policy.
  2. Apply its legal and organizational IP policy rather than making a universal ownership claim.
  3. Do not treat absence of a reference as proof that the code is original or unencumbered.
  4. Review available code references, licenses, and project policy before incorporating the implementation.

Explanation

Correct Answer

C:

Matching indexes and detection thresholds do not exhaust all sources or licenses.

Incorrect Answers

A:

A code-reference notice supplies provenance clues, not automatic permission to reuse. Matching indexes and detection thresholds do not exhaust all sources or licenses.

B:

Output rights depend on applicable law, agreements, and the underlying material. Which assumption should be avoided. Matching indexes and detection thresholds do not exhaust all sources or licenses.

D:

Public availability does not remove copyright and license conditions. matching indexes and detection thresholds do not exhaust all sources or licenses.

Question 19

A team wants to copy generated code into a repository governed by incompatible licensing requirements. What review is appropriate?

  1. Conduct the repository's license and provenance review before merging generated code.
  2. Review available code references, licenses, and project policy before incorporating the implementation.
  3. Do not treat absence of a reference as proof that the code is original or unencumbered.
  4. Inspect the reference and license obligations, then attribute, rewrite, or reject according to policy.

Explanation

Correct Answer

A:

Copilot output still requires ordinary compliance review for the target distribution.

Incorrect Answers

B:

Public availability does not remove copyright and license conditions. copilot output still requires ordinary compliance review for the target distribution.

C:

Matching indexes and detection thresholds do not exhaust all sources or licenses. copilot output still requires ordinary compliance review for the target distribution.

D:

A code-reference notice supplies provenance clues, not automatic permission to reuse. Copilot output still requires ordinary compliance review for the target distribution.

Question 20

A generated utility closely resembles code in a public repository, and the product is commercially distributed. Which TWO steps appropriately address provenance risk? (Select TWO.)

  1. Assume no rights review is necessary if the function compiles.
  2. Apply the project's legal and license compliance review before incorporating the utility.
  3. Delete displayed code references while retaining the copied implementation unchanged.
  4. Review available public-code references and their licensing context.
  5. Assume that generated code is automatically public domain.

Explanation

Correct Answers

B:

A responsible distribution decision requires consideration of compatible rights and notices.

D:

Match references may identify original authors and conditions that matter for reuse.

Incorrect Answers

A:

Correct execution does not determine the legal status of the code.

C:

Hiding references neither alters provenance nor fulfills license requirements.

E:

AI generation does not create a universal public-domain waiver.

GitHub Copilot (GH-300) Practice Tests