McAfee-Secured Website

Exam Code: CCA-F

Exam Name: Claude Certified Architect - Foundations

Certification Provider: Anthropic

Questions & Answers

100% Anthropic CCA-F Guaranteed Success With Testking Training Materials

Get Real CCA-F Exam Questions & Expert Verified Answers as Experienced on the Real Exam!

Questions & Answers

134 Questions & Answers with Testing Engine

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

Pass your tests with the always up-to-date CCA-F Exam Engine. Your CCA-F training materials keep you at the head of the pack!

Satisfaction Guaranteed

Money Back Guarantee

Testking provides hassle-free money back guarantee with our products. That is because we have 100% trust in the abilities of our professional and experience product team, and our record is a proof of that.

99.6% PASS RATE
Was: $137.49
Now: $124.99

Anthropic CCA-F Practice Test 15

Question 140

A coordinator asks one worker for current list price and another for contract-specific negotiated price. They report different amounts. What is the sound synthesis?

  1. Average the two amounts and describe it as the agreed contract price.
  2. Discard both agents’ source references to make the response shorter.
  3. Retain both provenance contexts, identify the applicable contract and effective date, and report the relevant price with the difference explained.
  4. Choose the lower amount because it appears more helpful.

Explanation

Correct Answer

C:

Different scopes can legitimately produce different numbers. Coordinated synthesis must align source, customer and time rather than pick an arbitrary winner.

Incorrect Answers

A:

Averages are not contractual commitments. They invent an unverified price.

B:

Without provenance the client cannot verify which price governs. Retaining evidence is essential.

D:

A favorable value may not apply to the customer. Eligibility and effective terms decide which price is valid.

Question 141

A travel agent should issue a boarding document only after a ticket purchase is confirmed. Its current prompt sometimes issues the document after merely sending a payment request. How should the workflow change?

  1. Issue the boarding document as soon as the payment tool is called.
  2. Assume confirmation if the user expresses confidence that payment worked.
  3. Skip ticket verification for frequent customers.
  4. Gate document issuance on a confirmed booking/ticket identifier returned by the authoritative payment and ticketing system.

Explanation

Correct Answer

D:

Submitting a request does not establish completion. A deterministic dependency ensures the handoff follows verified state.

Incorrect Answers

A:

A called tool can fail or time out. Side effects must depend on confirmed outcomes.

B:

Confidence does not prove settlement or ticket issuance. A trusted transaction record is needed.

C:

Customer history does not establish this purchase. The same state gate should apply to every transaction.

Question 142

An agent is asked to publish a software release that requires license approval, integration tests and signing. Some tasks can run concurrently but signing must follow successful tests. What plan is best?

  1. Execute every task concurrently including signing before tests finish.
  2. Choose a random order of the tasks at runtime.
  3. Represent tasks as a dependency graph, parallelize independent checks, and gate signing/publishing on required successful predecessors.
  4. Run publishing first to verify whether users complain.

Explanation

Correct Answer

C:

Dependency-aware orchestration gains speed without ignoring prerequisites. Failed checks should block downstream side effects and remain auditable.

Incorrect Answers

A:

Concurrency across dependent actions can produce an invalid or unsafe release. Only independent prerequisites should overlap.

B:

Random sequencing cannot guarantee prerequisites. Explicit dependencies are necessary.

D:

Publication is the consequential end action and must follow approvals and tests. Feedback after release is not a substitute.

Question 143

A user first requests an agent to keep an account active, then in the same instruction asks to disable it permanently. No date or condition distinguishes the two directives. What should the agent do?

  1. Ignore the contradiction and assume an account is already disabled.
  2. Ask which final account state is intended before making the irreversible access change.
  3. Apply the disabling action because it is more destructive and therefore more decisive.
  4. Perform both actions rapidly and report the last command as success.

Explanation

Correct Answer

B:

Contradictory instructions create a material ambiguity. A precise clarification prevents unintended service disruption.

Incorrect Answers

A:

Assuming state without verification risks misinforming the user. The instruction remains unresolved.

C:

Severity is not an authorization rule. An arbitrary choice can violate the user’s intent.

D:

Conflicting side effects can create inconsistent state. A clarified target state is required.

Question 144

A legal review coordinator receives an analysis worker result with only three of the requested five sections because the worker hit a token limit. What should the output contract require?

  1. A completion indicator and explicit missing-section list, allowing targeted continuation before any claim of complete review.
  2. Treat any syntactically valid JSON as proof all five sections were reviewed.
  3. Duplicate the three completed sections into the missing headings.
  4. Remove the requested section list from the final report.

Explanation

Correct Answer

A:

Partial work must not masquerade as full coverage. Structured status and missing fields make recovery efficient and truthful.

Incorrect Answers

B:

A valid envelope can contain incomplete substantive work. Completeness needs explicit coverage checks.

C:

Repetition manufactures apparent coverage without the required analysis. Gaps should be identified, not filled with placeholders.

D:

Changing the specification hides incompleteness. The coordinator should preserve agreed scope.

Question 145

A code-analysis agent retrieves a 10,000-line API guide while investigating one return type. It needs only the relevant endpoint schema and error contract. What should the retrieval layer provide?

  1. Only a guessed summary with no locator back to the actual guide.
  2. An unrelated earlier endpoint because it uses similar status code numbers.
  3. A concise relevant excerpt with stable source location and a reference for further retrieval if needed.
  4. The complete guide in every new agent turn regardless of question.

Explanation

Correct Answer

C:

Selective context keeps the active task focused and auditable. References allow expansion without loading the entire manual by default.

Incorrect Answers

A:

Unsupported summaries are difficult to verify or update. Provenance should accompany the excerpt.

B:

Similar terminology is not enough. Retrieval should match the requested method and version.

D:

Repeated large context wastes tokens and can crowd out useful evidence. Targeted excerpts preserve attention.

Question 146

An extraction agent auto-accepts results above confidence 0.9, but reviewers observe some expensive errors in that band. What evaluation best improves the threshold?

  1. Assume a 0.9 score proves 90% of all fields are correct.
  2. Raise confidence to 1.0 and disable all human review forever.
  3. Evaluate only failures below 0.5 because accepted cases cannot be wrong.
  4. Audit a representative set across confidence bands and error severity, then calibrate thresholds and escalation rules against observed outcomes.

Explanation

Correct Answer

D:

Raw model confidence is not automatically calibrated to correctness. Empirical false-accept rates and impact justify review thresholds.

Incorrect Answers

A:

A score may not correspond to empirical accuracy. Thresholds need measurement.

B:

A hard numerical value does not eliminate model uncertainty and may still be overconfident. Monitoring remains necessary.

C:

False accepts in the high-confidence region are precisely the observed issue. Sampling must cover them.

Question 147

A repository pipeline runs Claude Code to review a pull request for risky changes. The job currently emits paragraphs but cannot reliably fail on severe findings. What should be added?

  1. Ignore failed invocations and report them as clean reviews.
  2. Put every finding into an unstructured screenshot without machine-readable status.
  3. A stable structured result schema with severity, file/line evidence, explicit tool exit status and an enforced severity threshold.
  4. Treat the number of generated paragraphs as the security score.

Explanation

Correct Answer

C:

CI needs deterministic interpretation of findings. Rich evidence allows developers to fix problems while a gate decides whether the build can pass.

Incorrect Answers

A:

Tool failure is not absence of vulnerabilities. CI must distinguish unknown from pass.

B:

A screenshot may help people but cannot reliably drive an automated release gate. Structured output is necessary.

D:

Length is not a measure of risk or correctness. A formal schema and evidence are needed.

Question 148

An agent calls a CRM lookup that returns customer address, loyalty number and recent order status. The current task needs only order status. Which hook-based policy is appropriate?

  1. Pass the whole customer record to the model and request that it not repeat the address.
  2. Replace the order status with a random value but leave the address intact.
  3. Publish the raw CRM response to the documentation repository to help debug the integration.
  4. Filter the tool response to the authorized status fields and retain an internal audit of the removed sensitive data categories.

Explanation

Correct Answer

D:

Pre-model data minimization limits unnecessary exposure. The model receives enough task context without unrelated identifiers.

Incorrect Answers

A:

The sensitive fields have already entered the context. A prompt is weaker than filtering at the boundary.

B:

This sacrifices useful data while failing to reduce the actual exposure. Field selection should follow task need.

C:

An uncontrolled repository copy can expose customer information. Debugging should use redacted, authorized data.

Question 149

A report says a security feature is enabled because a blog says the vendor shipped it. The current official configuration output shows the feature disabled for this tenant. How should the synthesis handle the conflict?

  1. Prefer the tenant-specific configuration for current state, explain the product availability claim separately, and cite both sources with their scope.
  2. Declare the feature enabled because blogs are easier to read.
  3. Omit the configuration output because it conflicts with the drafted conclusion.
  4. Average the enabled and disabled states into a partly enabled value without technical meaning.

Explanation

Correct Answer

A:

Availability does not imply enablement. Provenance and scope let readers distinguish supported capability from actual deployment.

Incorrect Answers

B:

A general announcement does not verify tenant configuration. The current authoritative state contradicts it.

C:

Suppressing direct evidence produces a misleading report. The discrepancy needs explicit correction.

D:

Boolean deployment state cannot be averaged into a valid finding. The applicable configuration must decide.

Question 150

A coordinator asks a worker to propose a patch for a failing test. The worker returns a diff that edits protected deployment secrets even though the delegated scope was one parser file. What should the coordinator do?

  1. Apply the entire diff because the worker is a specialist.
  2. Publish the diff directly to production without inspecting paths.
  3. Remove the test that failed so the worker need not propose a patch.
  4. Reject the out-of-scope diff, request a limited parser-only patch and independently validate the changed files and tests.

Explanation

Correct Answer

D:

Subagents propose work but do not inherit unrestricted write authority. Scope validation prevents unauthorized modifications from crossing the handoff.

Incorrect Answers

A:

Specialization does not authorize unrelated secret edits. The coordinator remains responsible for enforcing boundaries.

B:

An unreviewed patch can change sensitive configuration and cause outages. File scope and tests must be checked.

C:

Suppressing evidence does not repair the parser. A correct bounded change should address the failure.

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