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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 48

Question 470

A payment tool returns `amount: "$1,200 approx"` but accounting requires a machine-readable value. What schema design is appropriate?

  1. Treat a missing currency as USD without inspecting the source.
  2. Represent the amount as a numeric field and currency as an approved ISO enum, with separate deterministic application validation of limits and approximation status.
  3. Keep one free-form amount string and let each consumer guess.
  4. Strip all nonnumeric characters silently and always transfer 1200.

Explanation

Correct Answer

B:

Structured outputs can constrain basic numeric types and a currency enum, but unsupported numeric minimum/maximum limits still require application validation. An approximate source amount must not be silently converted into an authorized exact payment.

Incorrect Answers

A:

Defaulting money units can create errors.

C:

Different parsers may disagree on value, unit or approximation.

D:

An approximate claim is not an authorized exact payment amount.

Question 471

An invoice extractor produces source-correct JSON. A reviewer model dislikes field order but the schema allows any order. What is a proportionate response?

  1. Retry indefinitely until a reviewer likes the JSON ordering.
  2. Change verified totals to make the output appear different on each retry.
  3. Remove the schema validator to hide reviewer disagreement.
  4. Accept the valid extraction and avoid rerunning merely for cosmetic key ordering, unless the consumer contract requires it.

Explanation

Correct Answer

D:

Validation should enforce real acceptance criteria instead of creating unnecessary work.

Incorrect Answers

A:

Aesthetic preference is not a substantive extraction defect.

B:

Mutating correct facts introduces errors.

C:

A valid schema remains useful even when the current item passes.

Question 472

A platform can batch overnight report generation, but one user is waiting for a live payment authorization answer. How should workloads be scheduled?

  1. Schedule every overnight report as a separate synchronous call to avoid tracking asynchronous job states.
  2. Batch independent deferred reports and keep the live authorization on a timely synchronous path.
  3. Place all operations in the overnight batch for uniformity.
  4. Mark the payment authorized when the batch is submitted.

Explanation

Correct Answer

B:

Asynchronous completion is acceptable for offline work but not a blocking interactive decision.

Incorrect Answers

A:

Synchronous execution can be appropriate for urgent user requests, but processing independent deferred reports one by one sacrifices batch efficiency. Scheduling should separate latency-sensitive actions from genuinely offline work.

C:

The user’s real-time decision cannot wait for an offline turnaround.

D:

Submission is not an approval result.

Question 473

Two independent reviewers agree on source syntax but disagree on the authorization impact of a changed API route. What should the synthesis record?

  1. The shared syntax finding, both authorization arguments and a targeted unresolved security check before approval.
  2. A clean review because the reviewers agreed on syntax.
  3. A critical vulnerability without examining either argument.
  4. A random choice of one reviewer as the winner.

Explanation

Correct Answer

A:

Partial agreement does not settle the disputed material risk. Evidence-based adjudication is necessary.

Incorrect Answers

B:

Agreement on one dimension cannot certify a different control.

C:

Disagreement alone does not prove an exploit.

D:

Random selection gives no substantive justification.

Question 474

A coding assistant has compacted its chat and remembers the feature request but not the instruction “do not deploy.” What must the resumed state include?

  1. The active deployment prohibition and any scope limitations alongside verified task progress.
  2. Only the feature request because the prohibition is old.
  3. A speculative deployment permission inferred from access to tools.
  4. A fabricated statement that production rollout has already finished.

Explanation

Correct Answer

A:

Compaction must not erase restrictions that govern external side effects.

Incorrect Answers

B:

An earlier constraint persists until explicitly revised.

C:

A connected deployment tool can technically execute an action even when the user explicitly prohibited deploying.

D:

False progress masks an unfinished workflow and policy violation.

Question 475

An isolated review branch analyzed commit A. The main branch now contains commit B with changes to the same function. What should happen before reusing the old approval?

  1. Delete source history so commit differences are unavailable.
  2. Bind approval to the original content fingerprint and re-evaluate changed code before accepting it for commit B.
  3. Transfer approval solely because the branch name is unchanged.
  4. Choose the more positive conclusion between branches.

Explanation

Correct Answer

B:

A prior review may no longer cover the current source even if filenames match.

Incorrect Answers

A:

Removing provenance makes review applicability less verifiable.

C:

Names cannot prove that code content is identical.

D:

Sentiment does not establish source correctness.

Question 476

A root CLAUDE.md requires approved dependency scanning on every production package change. A nested Python rule prefers shorter logs. A Python dependency is modified. What should happen?

  1. Change only documentation so the package appears untouched.
  2. Ignore the root instruction whenever a nested rule exists.
  3. Run the required dependency scan while applying the compatible Python logging convention.
  4. Skip dependency scanning to keep the log concise.

Explanation

Correct Answer

C:

Local preferences should coexist with a shared security gate rather than override it.

Incorrect Answers

A:

Concealing an actual dependency change defeats the workflow.

B:

Nested context does not nullify global safeguards by default.

D:

Log style is not authorization to omit a required check.

Question 477

A subagent reports that a model feature is supported, but cites a document for an older model release. The coordinator is answering about the newest model. What should it do?

  1. Check applicability of the cited version and obtain current documentation before repeating a capability claim.
  2. Treat all earlier version documentation as equally current.
  3. Ask the worker to remove the citation and keep the assertion.
  4. Assume a feature is absent because the old document is stale.

Explanation

Correct Answer

A:

Subagent findings must be validated against the exact requested scope.

Incorrect Answers

B:

Capabilities can change across models and endpoints.

C:

Removing provenance makes the claim harder to verify.

D:

Outdated evidence cannot prove either current support or removal.

Question 478

A billing-tool input accepts a customer display name but uses it to select who pays. Two customers share the same name. What is the correct interface?

  1. Require a verified stable customer identifier and authorization context for any charged action.
  2. Pick the first matching account by alphabetical order.
  3. Charge both matching accounts and later refund one.
  4. Let the model invent a customer ID from the name.

Explanation

Correct Answer

A:

Display names are not unique, and money movement requires identity-bound selection.

Incorrect Answers

B:

Sort position does not confer payment authority.

C:

Unauthorized transfers would occur before identity is resolved.

D:

Generated identifiers have no trusted link to a payer.

Question 479

A client calls an MCP tool using an obsolete input parameter. The tool does not execute but returns a vague success message. What should the server return?

  1. A clear input-schema mismatch with expected parameter information and an explicit not-executed status.
  2. A successful empty result because the transport was reachable.
  3. A synthesized data record using the obsolete parameter name.
  4. Permission denied even though identity checks passed.

Explanation

Correct Answer

A:

A typed validation error lets clients repair the call without claiming an operation occurred.

Incorrect Answers

B:

Transport reachability cannot replace execution.

C:

Fabricated output hides the version incompatibility.

D:

The actual cause is contract validation, not authorization.

Question 480

A coding agent reviews build scripts for security concerns. The project provides shell execution and production deployment tools, but the user requested a read-only assessment. What tool set should the coordinator grant?

  1. Give the reviewer an unrestricted shell to install dependencies and run repository scripts during evidence collection.
  2. Automatic script execution from every retrieved file.
  3. Source reading/search tools and any separately safe testing capability, with deploy and destructive actions withheld.
  4. All tools because the agent has coding expertise.

Explanation

Correct Answer

C:

Least privilege matches the review scope while still supporting evidence gathering.

Incorrect Answers

A:

Running source-controlled scripts under an unrestricted shell can perform side effects and exceed the requested read-only analysis. Prefer narrowly scoped file-reading tools; any test execution needs its own authorization boundary.

B:

Untrusted code should not be run merely to read it.

D:

Expertise does not create authorization for side effects.

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