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Exam Code: CCA-F

Exam Name: Claude Certified Architect - Foundations

Certification Provider: Anthropic

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Anthropic CCA-F Practice Test 50

Question 490

A reusable `/incident-summary` skill sometimes omits unresolved facts, making a preliminary report sound final. What improvement matters most?

  1. Hide all source identifiers to keep summaries shorter.
  2. Auto-close incidents when the skill generates a report.
  3. Define required evidence, confirmed findings, open questions and next-action fields in its output contract.
  4. Tell the model to sound definitive regardless of evidence.

Explanation

Correct Answer

C:

Explicit fields make uncertainty a first-class result rather than prose that can be silently omitted.

Incorrect Answers

A:

Provenance helps reviewers verify consequential statements.

B:

Report drafting is not authorization for operational closure.

D:

Certainty without support worsens incident reporting.

Question 491

A project rule requires every SQL migration to include reversible down steps. It is incorrectly loaded for Python test fixtures, generating SQL text inside tests. What should change?

  1. Remove rollback requirements from migrations.
  2. Apply one file-format rule to the entire repository.
  3. Bind the rule to migration SQL paths and keep Python test rules separate.
  4. Insert down-migration SQL in every Python fixture.

Explanation

Correct Answer

C:

A conditional instruction should match the artifact type that needs it.

Incorrect Answers

A:

The safeguard remains valuable in its proper scope.

B:

Mixed source types need different conventions.

D:

This pollutes tests and does not improve database rollback.

Question 492

A user requests permanent deletion of archived records but notes that some may be under legal hold. What should an agent do before destructive edits?

  1. Delete all records because the user requested cleanup.
  2. Delete only the records with the shortest filenames.
  3. Mark deletion done without touching data.
  4. Identify held records and obtain authoritative retention guidance, then prepare a scoped deletion plan with evidence.

Explanation

Correct Answer

D:

Irreversible operations require resolving conflicting obligations before execution.

Incorrect Answers

A:

The known legal-hold uncertainty is a material constraint.

B:

Filename length is unrelated to retention requirements.

C:

A false status hides unresolved work.

Question 493

A search refactor changes Unicode normalization and breaks matching of accented customer names. Which feedback loop is most defensible?

  1. Strip all accented characters from stored names.
  2. Make every search return all customers to avoid missed matches.
  3. Delete the failing multilingual tests.
  4. Capture failing accented-name cases, correct normalization without discarding identity, and rerun regression tests.

Explanation

Correct Answer

D:

Representative fixtures reveal encoding and equivalence requirements that ASCII-only tests miss.

Incorrect Answers

A:

That can change identities and lose data.

B:

Broad matching creates privacy and correctness problems.

C:

Removing evidence leaves the regression unresolved.

Question 494

A detector labels any outbound HTTPS request as confirmed exfiltration. Normal SaaS traffic triggers hundreds of false alerts. What should the criteria require?

  1. Claim exfiltration only when the client IP is geographically distant.
  2. Corroborating unusual volume, destination, data sensitivity or process evidence, with a separate suspicious-not-confirmed category.
  3. Treat every TLS connection as proof of a breach.
  4. Stop monitoring all outbound traffic to eliminate false positives.

Explanation

Correct Answer

B:

HTTPS alone is routine. A factual exfiltration claim needs stronger context.

Incorrect Answers

A:

Geography alone cannot prove data content or transfer intent.

C:

Encryption does not imply data theft.

D:

Disabling visibility can hide genuine abuse.

Question 495

A classifier confuses “the policy may allow access after approval” with “the policy grants access now.” Which few-shot example is most useful?

  1. Remove the word after from every document before analysis.
  2. Make approvals a default inference whenever a policy mentions access.
  3. Contrast conditional permission and actually granted permission with their decisive supporting phrases.
  4. Add more examples where all requests are already approved.

Explanation

Correct Answer

C:

Boundary examples teach the difference between eligibility and completed authorization.

Incorrect Answers

A:

Deleting conditionals changes the source meaning.

B:

Mention of a process is not proof of an approval outcome.

D:

Only positive cases do not teach conditional language.

Question 496

A transaction API returns either pending with no settlement ID or settled with a required settlement ID. The model sometimes returns settled without an ID. What schema helps?

  1. Use a discriminated union where settled requires a valid settlement identifier and pending forbids one.
  2. Make settlement ID optional for every status.
  3. Set status to settled whenever an ID is omitted.
  4. Use an unconstrained prose description instead of structured state.

Explanation

Correct Answer

A:

Conditional validation prevents unsupported completion claims.

Incorrect Answers

B:

That permits the invalid settled-without-receipt state.

C:

Absence of evidence cannot establish success.

D:

A free-form string makes downstream reconciliation fragile.

Question 497

An extraction retry corrects one invoice row but shifts the remaining row identifiers. The totals now match. What should final validation confirm?

  1. Accept whenever the grand total agrees.
  2. Rename every line to row 1 to simplify comparison.
  3. Ignore the source document once one retry succeeds.
  4. Each item remains bound to its original source line and identifier, in addition to arithmetic consistency.

Explanation

Correct Answer

D:

Matching totals can conceal record misalignment. Identity and evidence mapping are separate correctness constraints.

Incorrect Answers

A:

Equal sums do not prove individual items are attributed correctly.

B:

Duplicate identifiers destroy per-item traceability.

C:

A generated result must stay grounded in source evidence.

Question 498

Several changes to the same customer account must occur in a defined sequence. An engineer submits them as independent asynchronous batch jobs. What is the risk-aware design?

  1. Mark success as soon as the batch was accepted.
  2. Serialize dependent changes and batch only independent records with stable per-action IDs.
  3. Allow all changes to execute in arbitrary order.
  4. Remove operation IDs and infer order from response arrival.

Explanation

Correct Answer

B:

Batch concurrency must respect state dependencies to avoid conflicting updates.

Incorrect Answers

A:

Submission is not proof the updates committed.

C:

An earlier prerequisite can be overwritten or skipped.

D:

Completion timing does not equal causal order.

Question 499

Two reviewers approve a security configuration, but both relied on the same outdated summary rather than the actual file. How should a final reviewer address this?

  1. Check the current source configuration directly and reassess conclusions against actual controls.
  2. Count two approvals as independent factual verification.
  3. Delete the current file so older summaries remain consistent.
  4. Use a faster third reviewer given the same stale summary.

Explanation

Correct Answer

A:

Apparent reviewer independence is weak when the evidence input is the same stale summary.

Incorrect Answers

B:

Correlated input errors can produce identical wrong conclusions.

C:

Changing the source to match stale review is improper.

D:

Another repetition does not resolve missing current evidence.

Question 500

An agent restarts after submitting a large report-generation job to a provider. The job ID was saved but no completion message was received. What should it do?

  1. Report success because job submission occurred.
  2. Forget the job ID to create a clean conversation.
  3. Query the existing job ID for current state before considering resubmission or final delivery.
  4. Submit a new identical job with a new ID immediately.

Explanation

Correct Answer

C:

External jobs can outlive the session. Stable identity prevents duplicate processing and false completion.

Incorrect Answers

A:

Submission and completed output are separate states.

B:

Removing the correlation reference prevents safe recovery.

D:

That can incur extra cost and produce duplicate artifacts.

Claude Certified Architect - Foundations (CCA-F) Practice Tests