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Exam Code: CCA-F

Exam Name: Claude Certified Architect - Foundations

Certification Provider: Anthropic

Questions & Answers

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Anthropic CCA-F Practice Test 44

Question 430

A coding assistant finds a repository script `./verify.sh` that executes tests and also deploys to production. The user requested tests only. Which tool approach is sound?

  1. Skip all tests and report a pass to avoid the deployment.
  2. Inspect the script and choose a test-only command or isolate its side effects before invoking Bash.
  3. Run the script without inspection because it contains the word verify.
  4. Treat deployment as implicitly approved because the script is in the repo.

Explanation

Correct Answer

B:

Shell execution should match the requested scope. An innocent filename does not make a deployment harmless.

Incorrect Answers

A:

A safe alternative should actually verify code rather than fabricate results.

C:

Unreviewed shell scripts may contain consequential commands.

D:

Repository contents do not grant independent permission for production changes.

Question 431

A security-review skill requires a source diff but can be invoked outside a Git repository. It sometimes invents findings from remembered examples. How should the skill be written?

  1. Require accessible diff evidence and return a blocked or insufficient-input result when prerequisites are absent.
  2. Reuse cached findings from the previous repository review and label them current when the new diff is unavailable.
  3. Automatically create a Git repository and commit files without asking.
  4. Return an unconditional zero-issue report.

Explanation

Correct Answer

A:

A source-dependent skill should not imply it inspected files that are unavailable.

Incorrect Answers

B:

A cached finding may be useful historical context but cannot establish what the unavailable present diff contains. A review that requires live source evidence must return blocked or insufficient input.

C:

Side-effectful initialization exceeds a diagnostic request.

D:

A missing diff cannot establish that there are no vulnerabilities.

Question 432

An agent is assigned to edit a payment module. A project rule demands detailed review of changed executable code, but it spends time analyzing minified vendor bundles that will be regenerated. How should instructions guide retrieval?

  1. Prioritize owned source files and their dependencies; treat generated bundles as outputs unless the issue specifically involves them.
  2. Rewrite every minified vendor bundle directly before source inspection.
  3. Ignore all dependency interfaces used by the payment module.
  4. Disable security review because the repository contains generated code.

Explanation

Correct Answer

A:

Ownership and path rules focus effort on code that should be edited and reviewed.

Incorrect Answers

B:

Generated artifacts can be overwritten and obscure the root cause.

C:

Runtime behavior may depend on called code outside the edited file.

D:

The task still requires evaluation of owned executable paths.

Question 433

A company is replacing its identity provider across 12 applications with different token validation rules. The user wants the change in production. Which sequence is appropriate?

  1. Assume every application trusts the new provider because one test passed.
  2. Inventory integrations and claims requirements, test a compatible staged migration, define rollback and verify each application after cutover.
  3. Change the issuer URL everywhere in one untested commit.
  4. Turn off signature validation during migration to simplify compatibility.

Explanation

Correct Answer

B:

Authentication dependencies and outage risk make prior planning essential.

Incorrect Answers

A:

Independent consumers require their own verification.

C:

Token audience, signing and claim differences can break multiple clients.

D:

Relaxing authentication controls introduces serious risk.

Question 434

An agent fixes a report endpoint but a test shows the last record of each page is repeated on the next page. What should the refinement target?

  1. Make page size one so duplicates are less visible.
  2. Ignore duplicate rows because all records are eventually returned.
  3. Delete the pagination tests to satisfy CI.
  4. Inspect cursor boundaries with a minimal failing fixture, correct them, and retest multi-page results for gaps and repeats.

Explanation

Correct Answer

D:

The error is a specific pagination invariant; targeted tests verify the repair.

Incorrect Answers

A:

Smaller pages do not correct a faulty cursor.

B:

A correctness contract may require unique records and stable reconciliation.

C:

Removing evidence does not fix duplication.

Question 435

An evaluation prompt gives full credit to any answer with a citation, even if the cited paragraph does not state the claimed price. What criteria should be added?

  1. Reward the longest reference URL.
  2. Remove citation evaluation entirely to raise scores.
  3. Require that the cited passage actually entails the stated price and allow unsupported-claim findings.
  4. Accept all citations from the same website as proof.

Explanation

Correct Answer

C:

Citation presence is not factual grounding; support must match the claim.

Incorrect Answers

A:

Length says nothing about whether the passage supports the answer.

B:

That would conceal rather than correct unsupported claims.

D:

Authority does not imply every page supports every number.

Question 436

An evidence extraction prompt frequently attributes its own conclusion to a source author. Which few-shot pattern is most useful?

  1. Examples labeling exact quoted evidence separately from analyst inference, including a case where the source does not support the inference.
  2. Examples that place every conclusion inside quotation marks.
  3. Only example outputs with no source IDs.
  4. Examples encouraging invented supporting passages.

Explanation

Correct Answer

A:

A contrast teaches attribution boundaries and calibrated uncertainty.

Incorrect Answers

B:

That misrepresents generated interpretation as source wording.

C:

Missing references make the attribution failure harder to identify.

D:

Fabricated quotes compound the core problem.

Question 437

A structured report contains an array of findings; each finding requires a source reference, while the model sometimes adds unreferenced findings. What schema structure helps?

  1. Fill missing IDs with invented constants.
  2. Make source_id required within each finding object and validate against known accessible source IDs.
  3. Place one optional source_id at the top and assume it covers every finding.
  4. Use free-form text and let reviewers infer the citations.

Explanation

Correct Answer

B:

Nested required fields and referential checks prevent orphan claims from passing into the report.

Incorrect Answers

A:

A syntactically valid fabricated reference still lacks real evidence.

C:

Different findings may rely on different evidence and cannot be attributed automatically.

D:

That defeats reliable per-claim linkage.

Question 438

An AI extractor misreads a serial number, and a retry changes it to another plausible value. A validator confirms both values fit the character pattern. What is necessary?

  1. Compare the new value with the source image or authoritative record and preserve uncertainty if illegible.
  2. Accept the newest candidate solely because it followed a retry.
  3. Average the two serial-number strings character by character.
  4. Replace the source page with the new output.

Explanation

Correct Answer

A:

Format validation cannot distinguish two plausible strings. Accurate extraction requires source evidence.

Incorrect Answers

B:

Recency does not establish correctness.

C:

A synthetic identifier could refer to no actual item.

D:

Changing evidence to match a generated value reverses verification.

Question 439

A batch API processes independent customer extracts but returns results in an arbitrary order. What identifier discipline should be used?

  1. Provide stable unique request IDs and attach each response to its original input before accepting completion.
  2. Assume output position equals input position.
  3. Use one shared ID for all customers to simplify the input.
  4. Sort outputs by confidence and assign them to customers in that order.

Explanation

Correct Answer

A:

Identity-based reconciliation prevents cross-customer misattachment despite completion order.

Incorrect Answers

B:

Asynchronous batches do not guarantee order.

C:

Duplicate IDs remove the information needed for per-item mapping.

D:

Confidence is unrelated to source identity.

Question 440

Two model instances extract different cancellation dates from the same contract, and a third reports insufficient visibility. How should the final pass decide?

  1. Use the latest model version as a substitute for source evidence.
  2. Publish only dates found by confident extractors and omit the third agent’s missing-evidence warning.
  3. Inspect the source clause, effective-date amendments and extraction spans, then record any remaining ambiguity.
  4. Choose the majority date even when two reports came from the same flawed parse.

Explanation

Correct Answer

C:

Independent disagreement should direct targeted source inspection rather than arbitrary voting.

Incorrect Answers

A:

Model version alone cannot prove which clause controls.

B:

Confidence and complete-looking output cannot resolve conflicting contractual text. Omitting uncertainty could make an unsupported cancellation date look definitive; verify the source passages instead.

D:

Correlated outputs can share a common error.

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