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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 10

Question 90

A document-processing service receives 200 independent PDF batches that must later be joined by customer ID. How should the initial processing run?

  1. Extract batches concurrently under stable customer keys, then perform a controlled join and consistency check.
  2. Run one giant extraction prompt for every PDF simultaneously.
  3. Append all records in arrival order and assume they align by position.
  4. Discard source IDs after extraction because the join can infer them.

Explanation

Correct Answer

A:

Independent extraction can be parallel while reconciliation requires preserved identity.

Incorrect Answers

B:

Large unbounded context reduces traceability and may exceed limits.

C:

Concurrency means output order is not a reliable identity key.

D:

Missing identifiers make cross-batch reconciliation unreliable.

Question 91

An adaptive agent proposes sending a high-value payment before performing mandatory KYC checks. Select TWO controls that keep an adaptive payment agent within mandatory compliance boundaries.

  1. Move KYC to an optional postpayment documentation stage.
  2. Let the model skip KYC if it writes a detailed explanation.
  3. Enforce identity and entitlement prerequisites at the transaction boundary even if planning remains adaptive.
  4. Allow a second agent to override the rule without recorded authority.
  5. Return a clear policy denial and unmet-KYC status when the attempted payment is blocked, allowing an authorized recovery path.

Explanation

Correct Answers

C:

Flexible task selection does not permit skipping mandatory authorization gates.

E:

The hard gate stops unverified transfers. An actionable denial tells the coordinator exactly which prerequisite is missing, preventing blind retry loops or a false success report.

Incorrect Answers

A:

Approval must precede the side effect.

B:

Generated text is not a substitute for compliance verification.

D:

A different model does not automatically possess exemption authority.

Question 92

An IT helpdesk already has a complete lookup table mapping error codes to approved fixes. An engineer wants recursive subagents for each case. What is more suitable?

  1. Use deterministic routing through the validated decision table, escalating unknown codes explicitly.
  2. Create a new agent swarm for every standard lookup.
  3. Ignore the table because AI decisions should always be novel.
  4. Add an agent fallback that guesses the nearest known error-code remedy when the lookup table lacks a matching entry.

Explanation

Correct Answer

A:

A known finite mapping does not require open-ended orchestration for every case.

Incorrect Answers

B:

Unnecessary coordination adds latency and inconsistency.

C:

The verified mapping is the relevant operational authority.

D:

Nearest-code substitution is not the approved remediation for an unknown error. The known mapping must fail safely and request appropriate review.

Question 93

A coordinator spawns one agent per sentence of a project requirement and incurs more routing cost than actual work. What would improve decomposition?

  1. Use a few coarse, accountable specialist workstreams with explicit outputs and dependencies.
  2. Add more coordination agents to supervise each tiny task.
  3. Remove all task scopes and permit every worker to do everything.
  4. Treat the number of agents as the primary quality metric.

Explanation

Correct Answer

A:

Useful delegation boundaries align with meaningful responsibilities, not arbitrary sentence counts.

Incorrect Answers

B:

Additional layers compound overhead without improving evidence.

C:

Unbounded roles increase duplicated effort and conflicts.

D:

Agent count does not measure outcome completeness or correctness.

Question 94

An analyst wants to continue a three-hour research session with preserved tool findings and decisions. The session ID still exists. What should the client do?

  1. Start an unrelated fresh conversation with only the original user question.
  2. Replay every data-changing tool call to reconstruct state.
  3. Copy only the last assistant paragraph and call it complete history.
  4. Resume the recorded session with its relevant state and identifiers rather than resending the bare opening prompt.

Explanation

Correct Answer

D:

The prior evidence and actions form necessary context for the next step.

Incorrect Answers

A:

It would discard conclusions and unresolved work.

B:

Re-execution may duplicate side effects.

C:

A prose summary may omit decisive tool results.

Question 95

Two architects want to compare alternative implementations from the same completed investigative baseline without corrupting it. What session operation helps?

  1. Fork the known baseline into isolated branches and compare their findings against shared starting assumptions.
  2. Explore alternatives in a fresh empty session without preserving the common baseline used for comparison.
  3. Treat the most recently generated design as automatically authoritative.
  4. Continue both designs in one mutable transcript without branch boundaries.

Explanation

Correct Answer

A:

Separate branches preserve reproducibility while exploring competing hypotheses.

Incorrect Answers

B:

Without a shared starting state the branches cannot be meaningfully compared. Forking from a known checkpoint retains consistent assumptions.

C:

Recency alone cannot validate architecture.

D:

Interleaved changes can obscure which assumption produced a conclusion.

Question 96

A resumed code-review session analyzes commit 12, but the repository is now at commit 15. How should the continuation handle the difference?

  1. Rescan all repositories across the organization regardless of changed paths.
  2. Assume the codebase is byte-identical because the session ID is the same.
  3. Identify modified files and dependencies, then refresh only affected evidence before resuming the review.
  4. Silently reuse old line numbers and cite them as current.

Explanation

Correct Answer

C:

Version-aware resumption prevents stale conclusions without repeating all prior work.

Incorrect Answers

A:

Unrelated work increases cost and expands scope unnecessarily.

B:

Saved conversation state does not freeze external repository content.

D:

Code changes can invalidate source anchors.

Question 97

A compliance review moves from a research agent to a drafting agent. The new agent knows only a short prose summary and misses an unresolved exception. What handoff is needed?

  1. Ask the new agent to derive exception rules from context clues.
  2. Summarize only completed work and omit unresolved tasks because they were not successful.
  3. Persist a typed checkpoint of resolved evidence, exact constraints, open decisions and source references.
  4. Tell the drafter to treat missing details as approved.

Explanation

Correct Answer

C:

Structured state maintains facts that a narrative may compress away.

Incorrect Answers

A:

Inferences cannot replace the unresolved policy decision.

B:

An effective handoff includes unfinished dependencies precisely so the resumed stage can continue rather than falsely declare everything done.

D:

Absent evidence is not approval.

Question 98

A customer begins an unrelated design discussion after finishing a confidential fraud investigation. Should the next agent reuse the fraud session?

  1. Automatically grant the new task the prior session's privileged tool approvals.
  2. Copy all investigation logs into the new prompt for possible relevance.
  3. Start a clean session with only the new task's authorized context.
  4. Resume the fraud session because more context is always better.

Explanation

Correct Answer

C:

Unrelated sensitive material need not carry into a new conversation.

Incorrect Answers

A:

Authorization is scoped to the original action and identity.

B:

Speculative relevance does not justify broad disclosure.

D:

The older investigation can leak unrelated private facts.

Question 99

A saved recovery state contains completed tasks but no source artifact version; the repository changed during downtime. What is missing?

  1. Rerun every earlier side-effect operation to restore confidence.
  2. Store stable artifact IDs, content revisions or hashes, completed operations and the exact next dependency.
  3. Use only a timestamp with no file identifiers.
  4. Ask the model to guess which revision was current previously.

Explanation

Correct Answer

B:

Version-bound state makes a resumed operation reproducible.

Incorrect Answers

A:

Duplicate actions can be unsafe and unnecessary.

C:

Time alone cannot identify which source content was reviewed.

D:

Guesses can silently combine incompatible data.

Question 100

After an infrastructure crash, an agent starts a 40-step migration from step one although steps 1–26 were committed successfully. What should the controller do?

  1. Resume from the verified task ledger at the first unfinished step and check idempotency before any retry.
  2. Assume every step succeeded because the job crashed near the end.
  3. Discard the prior ledger and let the model reconstruct it from memory.
  4. Restart all 40 steps to ensure nothing is missed.

Explanation

Correct Answer

A:

Recorded progress avoids replaying completed writes.

Incorrect Answers

B:

Completion is not established by elapsed time.

C:

Memory cannot prove which writes committed.

D:

Some actions may be irreversible or duplicated.

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