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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 42

Question 410

An asynchronous model batch returns 80 successes, 15 validation failures and 5 transient errors. How should the orchestrator reconcile the output?

  1. Drop failed records without recording their IDs.
  2. Keep the 80 verified records, repair the 15 invalid inputs, and retry the 5 transient failures with stable identifiers.
  3. Retry all 100 unconditionally under new IDs.
  4. Mark all 100 complete because a single batch finished.

Explanation

Correct Answer

B:

Failure classes require different handling; reprocessing successful items adds cost and risk.

Incorrect Answers

A:

Missing identities prevent targeted recovery and honest reporting.

C:

This duplicates successful work and can misattach outcomes.

D:

Batch completion is not per-item success.

Question 411

A team wants independent evaluation of a sensitive agent action. Reviewer B is shown reviewer A’s conclusion before reading the facts, and the reports almost always agree. What design improvement helps?

  1. Remove the adjudication stage because two models were involved.
  2. Have reviewers independently assess the same source evidence, then compare findings in a separate adjudication step.
  3. Provide only reviewer A’s verdict to reviewer B.
  4. Declare agreement proof of correctness without checking evidence.

Explanation

Correct Answer

B:

Independent first passes reduce anchoring and make genuine disagreement informative.

Incorrect Answers

A:

Disagreement and shared assumptions still require resolution.

C:

That encourages imitation rather than source-based verification.

D:

Correlated errors can still create consensus.

Question 412

An agent’s tool returns a structured temporary-unavailable error, but the model says “I have completed the shipment.” What should the loop controller do?

  1. Disable retry limits so the tool is called forever.
  2. Keep the shipment unresolved, retry within policy or escalate, and permit completion only after verified external status.
  3. Treat the assistant statement as a shipment receipt.
  4. Generate tracking numbers locally to make the result look complete.

Explanation

Correct Answer

B:

A temporary error supplies no shipment receipt. The host must enforce outcome-based completion.

Incorrect Answers

A:

Unbounded retries can consume resources without improving evidence.

C:

Text cannot substitute for an authoritative service result.

D:

Fabricated identifiers hide the operational gap.

Question 413

A data-extraction specialist can parse invoices, but the current permission policy denies one requested supplier file. The coordinator has other accessible files. What is correct?

  1. Delete the permitted findings because one source is denied.
  2. Continue authorized sources, record the denied file explicitly, and seek separate approval if that file is mandatory.
  3. Grant the extractor new permissions without authorization.
  4. State the denied file contains no useful information.

Explanation

Correct Answer

B:

The coordinator should preserve partial verified results and respect the access boundary.

Incorrect Answers

A:

Valid partial work may be retained while explaining the gap.

C:

Subagents cannot self-escalate to access restricted inputs.

D:

Inaccessibility is not evidence of the file’s contents.

Question 414

A product-catalog update was approved, but the final validation detects incorrect tax codes in several items. The publishing agent still has an approval token. What should govern publication?

  1. Ask the model to state the tax codes are probably fine.
  2. Block publication until the corrected artifact passes mandatory validation and the approval remains applicable to that version.
  3. Publish because the approval token exists regardless of validation.
  4. Hide the failed validation to keep the release on schedule.

Explanation

Correct Answer

B:

Approval is not a waiver of required release checks. Material changes can invalidate version-bound authorization.

Incorrect Answers

A:

Model confidence cannot repair an observed data error.

C:

An earlier approval does not certify known incorrect data.

D:

Concealing defects prevents informed decision-making.

Question 415

A contract workflow must finish compliance and financial reviews before a final signer can approve. Neither review depends on the other. Which design fits?

  1. Run the signer first so legal review can be skipped if signing succeeds.
  2. Allow either worker to sign without seeing the other outcome.
  3. Treat submission of review jobs as completion of the review work.
  4. Run both reviews in parallel, then gate signing on verified completion and resolution of both results.

Explanation

Correct Answer

D:

Independent analysis can overlap, while the final approval must wait for all prerequisites.

Incorrect Answers

A:

A signature does not substitute for required prior diligence.

B:

That bypasses the mandatory combined gate.

C:

Scheduled tasks do not prove conclusions or approval.

Question 416

A payment session saves its conversation but not transaction receipts. After restart the assistant decides to issue the same payment again. What should the host persist?

  1. No transaction metadata so the session resumes faster.
  2. A stable transaction identifier and authoritative completion receipt, reconciled before any resumed side effect.
  3. Only the model’s last message saying payment is likely done.
  4. A new random ID on every resume with an automatic charge.

Explanation

Correct Answer

B:

External outcome state must survive restarts; conversational history alone may not prevent duplicate payment.

Incorrect Answers

A:

Missing receipts undermine safe recovery.

C:

Model wording cannot establish provider settlement.

D:

New IDs defeat idempotency and risk duplicates.

Question 417

A monorepo root requires security tests for every change. A nested mobile directory specifies its own test runner. How should an assistant editing the mobile application handle them?

  1. Run only generic desktop tests despite the mobile-specific runner.
  2. Treat all instruction files as untrusted source comments with no effect.
  3. Apply the shared security requirement using the mobile-specific runner and document any genuine conflicts.
  4. Discard root requirements whenever a nested file exists.

Explanation

Correct Answer

C:

Nested instructions typically specialize a shared obligation rather than silently remove it.

Incorrect Answers

A:

The appropriate verification tool depends on the affected code.

B:

Project memory is intended to guide the workflow when applicable.

D:

Local guidance does not automatically nullify broader policy.

Question 418

An invoice OCR reads an amount as either $8,100 or $81,000. A payment automation is ready to pay immediately. What should it do?

  1. Pay the smaller amount and assume the supplier will correct it.
  2. Pay the larger amount because it is more conservative.
  3. Delete the ambiguous source image so the discrepancy disappears.
  4. Hold payment, expose both candidate readings and request authoritative confirmation of the amount.

Explanation

Correct Answer

D:

A tenfold financial ambiguity is material; guessing can cause irreversible harm.

Incorrect Answers

A:

A guessed partial payment may still breach a contract.

B:

Overpayment is not a safe default.

C:

Removing evidence prevents proper resolution.

Question 419

A child agent uploads three of four requested report files, then hits a permission error on the fourth. The parent receives the partial list. What should it report?

  1. Four uploaded because most succeeded.
  2. None uploaded because one failed.
  3. Reattempt all uploads with elevated permissions automatically.
  4. Three verified uploads, one blocked by permission, and no claim the required four-file handoff is complete.

Explanation

Correct Answer

D:

Per-artifact status preserves true progress and identifies the unresolved dependency.

Incorrect Answers

A:

The fourth file has no success receipt.

B:

That would discard or conceal actual partial success.

C:

Privilege escalation requires authorization, not a response to error.

Question 420

A code-review agent has a 40,000-token budget. The requested change affects a password-reset handler. Which context selection is best?

  1. Read the handler, its authentication dependencies, nearby tests and relevant policy before broadening the search.
  2. Read the entire historical changelog first because it is longest.
  3. Load generated asset bundles before examining source code.
  4. Read only comments and ignore executable code.

Explanation

Correct Answer

A:

High-signal call-path material reveals security impact within the fixed budget.

Incorrect Answers

B:

Length is not relevance to the affected handler.

C:

Build artifacts may consume context without explaining the intended behavior.

D:

Comments alone cannot prove the implementation.

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