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Exam Code: CCA-F

Exam Name: Claude Certified Architect - Foundations

Certification Provider: Anthropic

Questions & Answers

Anthropic CCA-F Questions & Answers

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Questions & Answers

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"Claude Certified Architect - Foundations Exam", also known as CCA-F exam, is a Anthropic certification exam.

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Anthropic CCA-F Practice Test 40

Question 390

A medical-claims document extractor attempts to reprocess an illegible dosage field four times without new evidence, producing different guesses. What is the safe termination behavior?

  1. Take the mean of the guesses and mark it verified.
  2. Increase the number of retries indefinitely until outputs agree by chance.
  3. Choose the largest guessed dosage because it is more conservative.
  4. Stop automatic retries, preserve the uncertain field and source image reference, and require authorized human review.

Explanation

Correct Answer

D:

Repeated guesses without new evidence do not improve reliability for a high-impact value.

Incorrect Answers

A:

Averages of guesses are not source evidence.

B:

Unbounded attempts can create spurious consensus without accuracy.

C:

An arbitrary extreme can be harmful and unsupported.

Question 391

Two vendor websites disagree about when an API feature launched, one saying March and the other April. A research coordinator must deliver a chronology. Select TWO defensible actions when sources disagree on the feature launch date.

  1. Remove all sources and ask the model to remember the date.
  2. Use whichever month appears first in a search result.
  3. Combine the dates into 'March-April' and call it verified without evidence.
  4. Preserve both attributed claims with publication and effective dates, explaining any unresolved product-scope disagreement rather than selecting one silently.
  5. Check the date and product/version scope of the authoritative release record before declaring one claim true.

Explanation

Correct Answers

D:

Provenance and temporal context support later reconciliation or qualified reporting.

E:

Preserving conflicting claims prevents premature certainty. A version-aware source check is the independent resolution step that can distinguish a beta launch from general availability.

Incorrect Answers

A:

Unsupported recollection cannot settle conflicting public records.

B:

Search rank is not proof of the release date.

C:

A range may be reasonable only if explicitly characterized as unresolved, not established.

Question 392

A multi-agent report merges dozens of cited findings, but after summarization only a bibliography remains. How can a later auditor establish which source supports a particular claim?

  1. Persist an atomic claim ID mapped to each source document, locator, version and relevant qualification through aggregation.
  2. Assume fluent writing proves that citations were checked.
  3. Sort the bibliography alphabetically and infer support from the nearest title.
  4. Use the same URL for every sentence regardless of its content.

Explanation

Correct Answer

A:

Claim-level linkage makes individual assertions traceable after synthesis.

Incorrect Answers

B:

Style gives no source-to-claim evidence.

C:

Citation order does not establish evidence for each assertion.

D:

A general source can be irrelevant to many claims.

Question 393

A product manual was revised after a report was drafted, and the newer edition contradicts a previously supported instruction. What should research state management do?

  1. Treat all editions as interchangeable because the title is the same.
  2. Preserve the original claim's source version and date, label the later revision separately, and reassess only affected conclusions.
  3. Overwrite the historical source date with the new edition's date.
  4. Discard all prior research even if unrelated claims remain supported.

Explanation

Correct Answer

B:

Versioned provenance prevents silently mixing incompatible facts.

Incorrect Answers

A:

Content can change materially between revisions.

C:

That destroys the audit trail and obscures the original basis.

D:

Only affected dependencies require fresh verification.

Question 394

Two market-data sources quote the price of a service as '90' and '110', but one is monthly USD and the other annual EUR. How should a synthesis engine handle this disagreement?

  1. Remove units to make the report easier to read.
  2. Choose the smaller numeric price as the true value.
  3. Preserve currency, unit, billing interval, edition and effective date for each figure before conversion or comparison.
  4. Average the figures and label the result the current official price.

Explanation

Correct Answer

C:

Prices cannot be reconciled by numbers alone when scopes and units differ.

Incorrect Answers

A:

Dropping essential context misleads readers about cost.

B:

Ignoring currency and period produces an invalid comparison.

D:

An average of incomparable quotations lacks evidentiary meaning.

Question 395

A compliance finding cites a standards page that now redirects to a different edition whose text no longer contains the claimed requirement. What should the reviewer do?

  1. Substitute the closest matching section number from the new edition without confirming the passage’s meaning.
  2. Flag source drift, locate the relevant historical or current authoritative passage, and reverify only the affected claim before continuing.
  3. Discard all unrelated accepted findings and restart the report from scratch.
  4. Keep the old conclusion because a URL still resolves.

Explanation

Correct Answer

B:

A citation must actually substantiate the stated requirement at the applicable version.

Incorrect Answers

A:

A locator that exists is not necessarily the right evidence. The revised source must actually substantiate the affected claim.

C:

A localized provenance failure does not automatically invalidate independent verified work.

D:

A live link does not prove the linked content supports the assertion.

Question 396

A research note states 'telemetry rose 18%' and then adds 'probably because users prefer the new model'. A summary reports the preference as an observed fact. What should the claim ledger distinguish?

  1. Present only the analyst's explanation and leave out the measured telemetry that could qualify or contradict it.
  2. Store observed measurements and analyst hypotheses as different evidence types, with explicit source and inference status.
  3. Present the hypothesis with a stronger verb to compensate for limited data.
  4. Treat any statement next to a metric as a proven cause.

Explanation

Correct Answer

B:

Separating observation from interpretation prevents speculation from becoming a measured claim.

Incorrect Answers

A:

Interpretation without the underlying observation can overstate causal certainty. The two evidence types should be kept distinct.

C:

Wording does not convert speculation into verification.

D:

Proximity in prose does not establish causality.

Question 397

A coordinator receives 'source verified' for a disputed data-retention claim but no page, section or quoted span. What handoff should it request?

  1. Use the nearest heading in the document as the citation without checking the exact supporting passage.
  2. An exact source document identifier and usable passage or section locator tied to the specific atomic claim.
  3. The agent's internal confidence alone, without any document anchor.
  4. A longer narrative repeating that verification occurred.

Explanation

Correct Answer

B:

A verification claim is auditable only when reviewers can find supporting text.

Incorrect Answers

A:

A plausible nearby heading is insufficient evidence for a disputed retention requirement. Request an exact source anchor tied to the claim.

C:

Confidence is not independent proof.

D:

Repetition does not add source evidence.

Question 398

A source says a vendor 'may retain diagnostic logs for up to 30 days', but a generated report says it 'always retains logs for 30 days'. What semantic issue must be corrected?

  1. Keep the absolute wording because it is easier to understand.
  2. Preserve the permission and maximum-duration uncertainty; do not turn 'may' and 'up to' into an unconditional practice.
  3. Delete the duration and assert that retention is unlimited.
  4. Replace 'always' with 'never' without source checks.

Explanation

Correct Answer

B:

Modal qualifiers determine what the source actually claims.

Incorrect Answers

A:

Simplicity cannot justify a stronger unsupported assertion.

C:

That contradicts the stated maximum.

D:

Reversing the unsupported claim does not establish truth.

Question 399

A report passes through research, summarization and publishing workers. Each worker rewrites the citations, so the final text references documents that no one can connect to its claims. What state design fixes this?

  1. Use only the final worker's bibliography and discard earlier mappings.
  2. Choose the most cited document to support every statement in the report.
  3. Let each summarization stage replace stable citation IDs with its own abbreviated titles to reduce token usage.
  4. Assign stable atomic claim IDs and immutable source references when evidence is first extracted, then carry them through every handoff.

Explanation

Correct Answer

D:

Stable provenance survives changing prose and lets the final publisher trace exact support.

Incorrect Answers

A:

A final generic list cannot recover lost claim-level links.

B:

Citation frequency does not establish relevance for each assertion.

C:

New free-text labels can collide or lose the original claim-source mapping. Preserve stable provenance keys across transformations.

Question 400

An international compliance report discusses an unresolved reporting requirement that may differ by jurisdiction. The final writer wants to state one universal rule without knowing the user's region. What should the conclusion communicate?

  1. Omit the unresolved issue but announce that every jurisdiction was covered.
  2. Identify the jurisdictional scope, evidence limits and responsible decision owner, leaving the conflicting requirement open until applicable authority is checked.
  3. Choose whichever requirement sounds strictest and claim it applies worldwide.
  4. Use the latest cited country's rule as the default for all other countries.

Explanation

Correct Answer

B:

Legal or policy obligations should not be generalized beyond verified scope.

Incorrect Answers

A:

Concealing a gap misrepresents research completeness.

C:

A stricter guess is still potentially false and not jurisdiction-specific evidence.

D:

One jurisdiction's rule does not automatically govern another.

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