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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 33

Question 320

A contract extractor confuses “shall not retain records” with “shall retain records.” Which few-shot addition is most helpful?

  1. More examples of unrelated invoices containing only positive statements.
  2. A rule to ignore the word not in every document.
  3. A prompt asking for the most optimistic interpretation.
  4. Paired examples differing only by negation, each labeled with the correct obligation and exact text span.

Explanation

Correct Answer

D:

Minimal contrasts teach the model to attend to legally decisive words rather than nearby subject terms.

Incorrect Answers

A:

Unrelated examples do not address the negation failure mode.

B:

Negation reverses the obligation. Ignoring it causes systematic errors.

C:

Optimism cannot determine a contract’s actual requirement.

Question 321

A payment extractor outputs valid amounts but occasionally emits fictional currency abbreviations. What schema change directly prevents acceptance of unknown codes?

  1. Use an unconstrained string for every currency.
  2. Combine amount and currency in an unvalidated prose sentence.
  3. Force every currency to USD regardless of source evidence.
  4. Constrain the currency field to an approved ISO 4217 code set and validate the amount separately.

Explanation

Correct Answer

D:

An enum or equivalent validator limits acceptance to recognized codes without confusing numeric amounts and units.

Incorrect Answers

A:

An arbitrary string accepts the invented abbreviations that caused the defect.

B:

Free text is harder for downstream accounting to parse reliably.

C:

Changing the source currency creates false financial data.

Question 322

A contract extractor repeatedly returns missing for the termination clause. The uploaded file is a scanned image PDF whose pages display legible clause text, but the text-extraction tool reports zero characters. What is the appropriate repair path?

  1. Increase generation randomness and ask the model to infer a likely termination clause.
  2. Perform an OCR or image-capable source read, verify the clause against the page image, then retry extraction with cited evidence.
  3. Return a confirmed no-clause finding because the text layer is empty.
  4. Replace the scanned contract with a generic termination template and treat the template as the original.

Explanation

Correct Answer

B:

The observed failure is a modality mismatch, not proven absence of content. Converting or visually reading the source and then checking the exact span provides grounded input for a targeted retry.

Incorrect Answers

A:

Higher sampling randomness cannot create authentic contract language. It increases the chance of a plausible but invented obligation.

C:

An empty PDF text layer does not prove that its page images contain no words. The tool result describes extraction capability, not the document’s legal provisions.

D:

A standard template may aid drafting but cannot substitute for what the signed uploaded contract actually says. Source identity and provenance must be retained.

Question 323

An asynchronous extraction batch contains 500 requests. The provider reports that processing is finished but returns 497 identifiable results. What must the controller do?

  1. Copy any three results into the missing slots to keep totals equal.
  2. Discard the 497 valid outputs and mark the input batch empty.
  3. Reconcile all 500 stable request IDs, identify the three missing outcomes and retry or escalate them before claiming completeness.
  4. Report 500 successful extractions because the batch API says finished.

Explanation

Correct Answer

C:

Batch completion status can coexist with missing item responses. Per-ID accounting avoids silent gaps.

Incorrect Answers

A:

Duplicate records would misattribute evidence and corrupt downstream state.

B:

Verified work can be retained while the missing subset is resolved.

D:

A finished job does not prove every item has a usable result.

Question 324

A security change is assessed by one reviewer focused on authorization and another focused on configuration drift. Both produce structured findings. What synthesis is most useful?

  1. Treat any one reviewer’s silence as proof the other cannot be correct.
  2. Delete duplicate-looking findings before checking whether they concern different failure paths.
  3. Publish the two raw reports without reconciling shared terminology or severity.
  4. Merge source-linked findings by issue identity, preserve differing evidence and adjudicate material conflicts before release.

Explanation

Correct Answer

D:

Complementary perspectives improve coverage only when conflicting conclusions remain visible and verifiable.

Incorrect Answers

A:

Reviewers can miss issues. Lack of a finding is not conclusive refutation.

B:

Superficially similar wording may conceal distinct control failures.

C:

A final decision needs normalized issues and evidence-based adjudication.

Question 325

An assistant has been told not to send documents outside the organization. After context compaction it remembers only that documents should be summarized quickly. What must be in the persisted state?

  1. A guessed list of outside recipients to facilitate delivery.
  2. The complete raw transcript in every downstream subagent without access control.
  3. The explicit external-sharing prohibition alongside the task objective and any approved internal recipients.
  4. Only the speed preference because it was mentioned most recently.

Explanation

Correct Answer

C:

Safety-relevant user constraints must survive summarization. A lost prohibition could permit a consequential leak.

Incorrect Answers

A:

Invented recipients are not authorization and can expose private content.

B:

Broad disclosure is not necessary to preserve a concise, effective constraint.

D:

Recency does not supersede a still-active restriction.

Question 326

A project summary must compare two signed policy amendments with different effective dates. Neither explicitly revokes the other and legal precedence is unclear. What should the assistant report?

  1. Choose the document with the larger filename.
  2. Combine the dates into a single invented effective date.
  3. Suppress the older document so the report looks consistent.
  4. Quote or cite both specific clauses, state the unresolved precedence question, and request authoritative legal interpretation.

Explanation

Correct Answer

D:

Attribution and uncertainty preserve the genuine conflict. Selecting a winner without a rule would invent policy.

Incorrect Answers

A:

Filenames are not a legal precedence rule.

B:

A synthetic date misrepresents both signed sources.

C:

Omitting conflicting evidence undermines traceability.

Question 327

One tool reports severity as numeric 1–5, while another reports critical/high/medium/low. The agent mistakenly treats every 1 as critical even when the source defines it as informational. What is needed?

  1. Delete original severity fields after applying a guessed mapping.
  2. A documented source-aware severity mapping with explicit unknown states and preserved original values.
  3. Sort severity values lexicographically and use the first entry.
  4. Ignore source conventions and equate 1 with critical everywhere.

Explanation

Correct Answer

B:

Meaning depends on the producing system. A safe normalization prevents false escalation and supports audit.

Incorrect Answers

A:

Losing source data prevents later reconciliation of misinterpretation.

C:

Text order is not an incident priority scale.

D:

This causes exactly the described misclassification.

Question 328

A saved agent session records a tool call to create a cloud snapshot, but its confirmation was lost. The workflow restarts. How should it continue?

  1. Query the cloud service using the original operation ID and reconcile the snapshot status before attempting a new creation.
  2. Create a second snapshot with a different ID immediately.
  3. Assume completion because a tool call was requested.
  4. Delete all session records before checking the provider.

Explanation

Correct Answer

A:

External state may have changed despite a missing response. Receipt reconciliation prevents duplicate costly snapshots.

Incorrect Answers

B:

A duplicate can incur cost and obscure the first operation’s state.

C:

Requesting an action does not prove the provider executed it.

D:

Removing the operation ID defeats safe reconciliation.

Question 329

A team uses a custom pnpm workspace script rather than ordinary npm test. Agents frequently run the wrong command when editing that repository. What should be maintained?

  1. A concise repository CLAUDE.md documenting the actual verification command and when it is required.
  2. A private off-repository reminder accessible only to one employee.
  3. A prompt that falsely says npm test is equivalent without checking scripts.
  4. No instructions because tools should infer every unusual command automatically.

Explanation

Correct Answer

A:

A shared local instruction is more reliable than assumptions from common projects.

Incorrect Answers

B:

Other work sessions need the same project-specific verification rule.

C:

Unverified substitution may skip the team’s actual checks.

D:

Inference is less reliable than explicit stable project guidance.

Question 330

A CI assistant proposes a shell command that would push a release tag. The user requested an analysis report only. How should the pipeline handle that proposal?

  1. Mark the tag as pushed without running any command.
  2. Keep the analysis job read-only and require a separate authorized release job with controlled credentials.
  3. Allow the reviewer to push if the generated rationale sounds convincing.
  4. Automatically add a production token to every pull-request review.

Explanation

Correct Answer

B:

Proposal and execution are different privileges. Isolating tokens prevents unrequested deployment.

Incorrect Answers

A:

A status claim must reflect an observed provider operation.

C:

Model confidence is not release authorization.

D:

Unnecessary credentials greatly increase the consequences of a compromised review.

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