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Exam Code: CCA-F

Exam Name: Claude Certified Architect - Foundations

Certification Provider: Anthropic

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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 59

Question 580

A rule requires evidence of financial approval when modifying payment execution logic. An agent applies it to unrelated image assets. How should the rule be stored?

  1. Permit payment code changes without approval whenever a frontend file is also edited.
  2. Under path-specific conditions for payment execution code, with organization-wide controls documented separately.
  3. Apply the payment rule to all assets regardless of code type.
  4. Delete the financial approval rule because an image edit triggered it.

Explanation

Correct Answer

B:

Conditional loading reduces noise while retaining the real high-risk gate.

Incorrect Answers

A:

Mixed changes must still satisfy the relevant high-impact control.

C:

Irrelevant checks waste work and obscure risk.

D:

Incorrect scope does not make the requirement unnecessary.

Question 581

A team wants to rename a JSON field used by external clients. Some consumers cannot upgrade immediately. What should a coding agent recommend before editing?

  1. Return both field names with contradictory values indefinitely.
  2. Hide the change from documentation to reduce coordination.
  3. Design a versioned or dual-field transition with consumer inventory, tests, deprecation timing and rollback.
  4. Rename the field unilaterally and assume every client is deployed together.

Explanation

Correct Answer

C:

External clients need a compatibility window to avoid breaking production traffic.

Incorrect Answers

A:

That creates ambiguity and does not provide a controlled migration.

B:

Undocumented contract changes increase integration risk.

D:

External consumers may have independent release schedules.

Question 582

An assistant introduces caching into an authorization decision. Existing unit tests pass, but a new test shows revoked permissions stay cached for an hour. What should the next iteration target?

  1. Increase cache duration so decisions are more stable.
  2. Correct cache invalidation or lifetime for authorization state and rerun revocation tests.
  3. Leave the cache because it improves speed.
  4. Delete the revocation test to match previous behavior.

Explanation

Correct Answer

B:

Permission changes must take effect within policy. A generic green suite missed a critical edge case.

Incorrect Answers

A:

Longer stale authorization worsens the problem.

C:

Performance cannot justify continuing unauthorized access.

D:

That hides a newly demonstrated security defect.

Question 583

A prompt scanner flags every mention of `API_KEY` as a leaked credential, including redacted configuration examples. What criterion reduces noise?

  1. Treat any uppercase token as compromised credentials.
  2. Ignore all secret-related content because examples exist.
  3. Remove detection explanations so reviewers cannot question them.
  4. Require actual secret material or a recoverable credential exposure in context, with explicit redacted/example classifications.

Explanation

Correct Answer

D:

Variable names and placeholders are not themselves live secrets.

Incorrect Answers

A:

Syntax is not evidence of secret disclosure.

B:

That could miss genuine leaked keys.

C:

Less transparency does not improve precision.

Question 584

An approval extractor frequently marks a rejected application as both accepted and denied. Which examples best guide the model?

  1. Contrasting approved, denied and pending source snippets with one unambiguous output state each.
  2. Examples that always output approved.
  3. An example marking every field true.
  4. A purely stylistic paragraph with no input/output pairs.

Explanation

Correct Answer

A:

Explicit alternatives teach mutually exclusive outcomes while preserving evidence and uncertainty.

Incorrect Answers

B:

Single-class examples cannot teach denials or pending states.

C:

Contradictory labels repeat the defect.

D:

Few-shot guidance needs concrete outcome demonstrations.

Question 585

A shipping schema requires an authorized destination ID and parcel weight. An assistant supplies only a free-form address and guesses the weight. What should the system do?

  1. Reject the incomplete structured request and obtain verified identifiers and measurements before shipment creation.
  2. Ship using the guessed weight because the model seems confident.
  3. Make all required fields optional to avoid delays.
  4. Set every missing destination to the current user’s country.

Explanation

Correct Answer

A:

Schema validity and source grounding protect consequential logistics actions.

Incorrect Answers

B:

Invented measurements can violate billing or carrier constraints.

C:

Weakening the contract hides actual missing operational inputs.

D:

A country is not an authorized unique destination.

Question 586

A parser fails three times on a corrupted spreadsheet row. Another attempt is unlikely to repair the source. What should the controller do?

  1. Retry forever with new row IDs to make progress appear continuous.
  2. Mark the row correctly parsed without output.
  3. Copy the previous customer’s row into the failed position.
  4. Stop at the retry limit, retain the row ID and error evidence, and request source correction or escalation.

Explanation

Correct Answer

D:

Bounded retries prevent wasted compute and maintain a truthful unresolved state.

Incorrect Answers

A:

Changing identity and unbounded work do not fix corruption.

B:

A missing result cannot satisfy the required field contract.

C:

That fabricates and misattributes business data.

Question 587

A model batch returns 999 JSON outputs for 1,000 input IDs. All outputs parse. What is the most important completion check?

  1. Reconcile the exact 1,000 input IDs and identify the missing item before declaring full success.
  2. Round 999 up to 1,000 because the difference is small.
  3. Assign the last output to two input IDs.
  4. Sort the outputs by confidence and ignore original IDs.

Explanation

Correct Answer

A:

Syntactic validity of returned records does not establish complete coverage.

Incorrect Answers

B:

A missing record may be consequential and cannot be concealed.

C:

Duplicating a result would misattribute source data.

D:

Score ordering cannot identify the missing request.

Question 588

A practice-test author labels one security control as correct. A reviewer observes another choice provides the same required mitigation. What is the correct response?

  1. Shuffle answer order without changing the question logic.
  2. Rewrite the stem or options to restore a unique defensible key, and revalidate every option explanation.
  3. Leave both defensible options and count either student response as wrong when unmatched.
  4. Hide the ambiguity by shortening the explanations.

Explanation

Correct Answer

B:

A single-answer question cannot contain two independently correct choices.

Incorrect Answers

A:

Reordering cannot resolve two correct alternatives.

C:

The assessment would penalize valid reasoning.

D:

Removing discussion does not change the meaning of the choices.

Question 589

An agent reserved a hotel room but its session ended before generating the user-facing summary. On restart, the transcript contains only the planned reservation, not the confirmation number. What should happen?

  1. Report that booking succeeded because the agent intended it.
  2. Erase the original date and party size to simplify recovery.
  3. Query the reservation service for the existing request ID before claiming a booking or submitting another.
  4. Book a second room immediately under a new identity.

Explanation

Correct Answer

C:

Provider state determines whether the original side effect happened; recovery should prevent duplicates.

Incorrect Answers

A:

Intent is not a reservation receipt.

B:

Those constraints remain essential for reconciliation.

D:

A prior reservation may already exist and incur cost.

Question 590

A repository CLAUDE.md contains hundreds of pages of historical design discussions. Agents regularly miss the few mandatory build commands. What structure is better?

  1. Keep essential commands and constraints concise in project memory and link optional background documents by topic.
  2. Append even more historical transcripts to the root file.
  3. Delete mandatory commands so the file is shorter.
  4. Put build instructions inside an unrelated generated image.

Explanation

Correct Answer

A:

High-signal instructions are easier to apply when irrelevant history is not always loaded.

Incorrect Answers

B:

Additional volume can bury critical requirements.

C:

Conciseness should not remove essential workflow controls.

D:

A nontext artifact is not a reliable instruction location.

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