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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 57

Question 560

A repository requires a particular benchmark only when editing the search engine. Agents run it after every Markdown change. What improves the shared instruction?

  1. Remove the benchmark entirely.
  2. Run the expensive benchmark after every read-only action.
  3. Rely on the model to guess when the benchmark matters.
  4. Record the benchmark command with clear path and change-scope triggers in project memory.

Explanation

Correct Answer

D:

Conditional rules reduce unnecessary checks without skipping relevant performance validation.

Incorrect Answers

A:

The test remains important for search code.

B:

Unrelated operations do not justify the cost.

C:

Explicit scope is more reliable than inference.

Question 561

An orchestration coordinator requests analysis for tenant B but accidentally forwards the findings from tenant A. The subagent returns a polished report. What invariant should block acceptance?

  1. Publish both tenants’ records to let readers find the right one.
  2. Verify tenant identifiers and source references on every delegated input and returned result.
  3. Accept the report because its prose is coherent.
  4. Remove tenant identifiers to make inputs more generic.

Explanation

Correct Answer

B:

A well-written answer can still be wrong or leak data if case identity is mismatched.

Incorrect Answers

A:

Broad disclosure compounds the isolation failure.

C:

Style cannot prove it describes the intended tenant.

D:

Identity binding is necessary to prevent cross-tenant mix-ups.

Question 562

A vendor lookup tool currently mixes verified inventory quantities with AI-generated reorder suggestions in one `quantity` field. How should its output be redesigned?

  1. Keep the mixed field because both values are numbers.
  2. Mark suggestions as confirmed stock when the model confidence is high.
  3. Remove observation timestamps to simplify processing.
  4. Use separate typed observed_inventory and recommendation fields, each with provenance and uncertainty.

Explanation

Correct Answer

D:

Distinct evidence classes keep downstream automation from treating suggestions as measured stock.

Incorrect Answers

A:

The same type does not make them semantically interchangeable.

B:

Prediction is not inventory observation.

C:

Freshness is important for stock decisions.

Question 563

An MCP server successfully retrieves pages 1–3 of an audit query but page 4 fails. Which status most accurately supports a downstream report?

  1. Generate page 4 based on the prior page pattern.
  2. Partial result with page coverage, error class and stable cursor for a bounded retry.
  3. Complete empty result because the final request failed.
  4. Complete success with no mention of the missing page.

Explanation

Correct Answer

B:

The caller can preserve known-good records without claiming the corpus was completely searched.

Incorrect Answers

A:

Synthetic records are not authoritative audit data.

C:

A failed page cannot erase already retrieved records or prove absence.

D:

That hides a material coverage gap.

Question 564

A compliance subagent checks whether a contract has required clauses. Its tool environment also includes `send_contract` and `delete_contract`. The user requested analysis only. What should be provided?

  1. Let the worker add missing contract clauses as an edit whenever its analysis finds a compliance gap.
  2. Clause-reading and search tools, with sending and deletion withheld unless independently authorized.
  3. Every tool because the worker may finish faster.
  4. The send tool as the default response action.

Explanation

Correct Answer

B:

Capability isolation prevents analysis prompts from causing side effects.

Incorrect Answers

A:

A compliance finding may justify a proposed amendment, but the user requested review only. Granting edit tools would permit the assistant to alter legal evidence without a separate authorization.

C:

Broad access does not improve legitimacy of an information request.

D:

External delivery is not implied by review.

Question 565

An MCP integration tested successfully in a development tenant is copied into production configuration. The registered scope now includes account deletion. What should happen?

  1. Disable logging to avoid recording privileged calls.
  2. Review the production server identity, scopes and tool allowlist before enabling access.
  3. Assume the scopes are safe because the endpoint name is unchanged.
  4. Enable deletion to maintain feature parity without approval.

Explanation

Correct Answer

B:

A safe development test does not prove production permissions are appropriate.

Incorrect Answers

A:

Audit trails are especially important in production.

C:

Different environments can expose different capabilities.

D:

Capability equivalence is not a legitimate authority check.

Question 566

A post-tool filter removes personal identifiers from a support log but also removes event IDs used to match alerts. How should it be adjusted?

  1. Expose all raw identifiers so cross-event matching is easy.
  2. Remove every field, then claim the investigation is complete.
  3. Invent replacement event IDs without maintaining a mapping.
  4. Retain non-sensitive stable event references and redact only identifiers that are not needed or authorized.

Explanation

Correct Answer

D:

Controlled pseudonymous correlation allows investigation without broad personal-data exposure.

Incorrect Answers

A:

Unrestricted disclosure exceeds the minimum needed.

B:

No usable evidence remains to establish the outcome.

C:

Untraceable synthetic references prevent reliable correlation.

Question 567

A research agent has made twelve search calls but still cannot verify a private company’s current revenue. Its budget is exhausted. What should it do?

  1. Report a plausible revenue based on competitors as a confirmed figure.
  2. Delete previous source notes to allow a new search from scratch.
  3. Stop, summarize the verified evidence and uncertainty, and explain the specific missing source rather than invent a number.
  4. Keep searching forever until any number appears.

Explanation

Correct Answer

C:

A bounded loop preserves resources and truthful epistemic status.

Incorrect Answers

A:

An estimate cannot be presented as verified company data.

B:

Discarding verified context creates repeated work without resolving the evidence gap.

D:

Unbounded work may not produce authoritative data.

Question 568

Finance and engineering workers provide different monthly cloud cost estimates because one includes network egress and the other omits it. What should a coordinator do?

  1. Average the totals without examining included services.
  2. Choose the cheaper estimate because the user prefers savings.
  3. Delete the egress line item to make both workers agree.
  4. Normalize assumptions and line items, reconcile the missing egress component and report the supported estimate with caveats.

Explanation

Correct Answer

D:

Different scopes cannot be compared as if they used identical cost inputs.

Incorrect Answers

A:

The mean hides an identifiable missing cost category.

B:

Preference does not establish factual cost.

C:

Suppressing real charges makes the calculation misleading.

Question 569

A data-agent tool is asked to email a regulated report. The generated recipient uses an external domain not on the authorized list. What should block execution?

  1. A shortened email subject to make the send look routine.
  2. A trusted pre-send policy validating the exact recipient, domain and data classification against approved sharing rules.
  3. A reminder in the assistant prompt to be cautious.
  4. An after-send audit message to the security team.

Explanation

Correct Answer

B:

External data transfer requires deterministic authorization independent of generated wording.

Incorrect Answers

A:

Message appearance is unrelated to permitted recipients.

C:

Prompt-only guidance can fail even when the actual tool request is invalid.

D:

Postdelivery detection cannot prevent disclosure.

Question 570

A legal assistant searches regulations, an analyst estimates risk, and a separate service files a binding declaration. What is the most reliable architecture?

  1. Mark filing complete when the risk analyst writes a recommendation.
  2. Allow research and analysis under read-only scopes, then invoke a separately authorized filing tool after evidence reconciliation.
  3. Let any research worker submit the declaration before the analysis finishes.
  4. File once per source found to increase completeness.

Explanation

Correct Answer

B:

A single guarded commit point separates exploratory reasoning from binding external action.

Incorrect Answers

A:

Analysis text is not a provider filing receipt.

C:

Information retrieval does not grant filing authority.

D:

Repeated legal submissions may create conflicting official records.

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