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Exam Code: CCA-F

Exam Name: Claude Certified Architect - Foundations

Certification Provider: Anthropic

Anthropic CCA-F Questions & Answers

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Anthropic CCA-F Practice Test 38

Question 370

A subagent crashes after committing one account change but before returning its completion receipt. How should the specialist communicate or recover from this result?

  1. Retry the account mutation without checking whether it committed.
  2. Mark all steps complete based on the first transaction receipt.
  3. Report the confirmed committed step and unknown continuation state so the coordinator can reconcile.
  4. Tell the user no changes occurred because the agent crashed.

Explanation

Correct Answer

C:

A crash after a committed account mutation creates an uncertain continuation state rather than a clean rollback. Reconcile actual account state and transaction receipts before retrying to prevent duplicate changes or false completion claims. By contrast, duplicate state changes can result from unknown partial completion. A second mutation can duplicate a payment or entitlement if the earlier write actually committed. A committed step may already have taken effect. A crash after commit cannot be interpreted as evidence of a clean rollback.

Incorrect Answers

A:

Duplicate state changes can result from unknown partial completion. A second mutation can duplicate a payment or entitlement if the earlier write actually committed. A crash after a committed account mutation creates an uncertain continuation state rather than a clean rollback. A subagent crashes after committing one account change but before returning its completion receipt. Instead, report the confirmed committed step and unknown continuation state so the coordinator can reconcile.

B:

Continuation state remains uncertain and needs reconciliation. One receipt proves a completed substep, not the status of later unacknowledged operations. A crash after a committed account mutation creates an uncertain continuation state rather than a clean rollback. Instead, report the confirmed committed step and unknown continuation state so the coordinator can reconcile.

D:

A committed step may already have taken effect. A crash after commit cannot be interpreted as evidence of a clean rollback. A crash after a committed account mutation creates an uncertain continuation state rather than a clean rollback. Instead, report the confirmed committed step and unknown continuation state so the coordinator can reconcile.

Question 371

A long investigation repeatedly forgets the mapped module owners and high-risk APIs. Which context strategy would prevent this failure?

  1. Record structured high-value findings in a persistent scratchpad.
  2. Ask the agent to reconstruct owners from memory after each restart.
  3. Save the full raw terminal log as the only checkpoint.
  4. Keep all discoveries only in the current model's volatile conversation.

Explanation

Correct Answer

A:

Long-running code investigations should persist verified module ownership, sensitive APIs and unresolved questions in structured notes. A durable scratchpad lets later agents resume targeted exploration without repeating broad repository searches. By contrast, long sessions can compact away module ownership details. Raw findings may be lost from context before the agent needs the module ownership decision. Unstructured volume conceals high-value architectural facts. Unverified handoff notes can turn an exploratory guess into a false architecture constraint.

Incorrect Answers

B:

Unverified reconstruction risks inconsistent conclusions. Reconstructing owners from memory after restart can conflict with source evidence. Long-running code investigations should persist verified module ownership, sensitive APIs and unresolved questions in structured notes. Instead, record structured high-value findings in a persistent scratchpad.

C:

Unstructured volume conceals high-value architectural facts. Unverified handoff notes can turn an exploratory guess into a false architecture constraint. A long investigation repeatedly forgets the mapped module owners and high-risk APIs. Instead, record structured high-value findings in a persistent scratchpad.

D:

Long sessions can compact away module ownership details. Raw findings may be lost from context before the agent needs the module ownership decision. A long investigation repeatedly forgets the mapped module owners and high-risk APIs. Instead, record structured high-value findings in a persistent scratchpad.

Question 372

Tracing all import edges would flood the lead agent's context. Which context strategy would prevent this failure?

  1. Assign focused dependency search and return a compact graph summary.
  2. Skip dependency tracing and rely on filenames alone.
  3. Ask the specialist to modify code during reconnaissance.
  4. Paste every import edge into the lead agent's main history.

Explanation

Correct Answer

A:

A bounded dependency exploration can return a compact graph of relevant imports and their source paths. Keeping the raw graph dump outside the lead agent's context preserves reasoning capacity for choosing the actual implementation. By contrast, verbose exploration consumes its reasoning context. Long import dumps push critical call paths out of the lead agent's available context. Names do not establish actual import relationships. Directory names alone do not prove which modules call or depend on a target symbol.

Incorrect Answers

B:

Names do not establish actual import relationships. Directory names alone do not prove which modules call or depend on a target symbol. Tracing all import edges would flood the lead agent's context. Instead, assign focused dependency search and return a compact graph summary.

C:

A scoped dependency role should remain observational. Reconnaissance should identify source edges without mutating the code under investigation. Tracing all import edges would flood the lead agent's context. Instead, assign focused dependency search and return a compact graph summary.

D:

Verbose exploration consumes its reasoning context. Long import dumps push critical call paths out of the lead agent's available context. Tracing all import edges would flood the lead agent's context. Instead, assign focused dependency search and return a compact graph summary.

Question 373

A research run is interrupted after three subagents complete their work. Which TWO session recovery actions are needed? (SELECT TWO)

  1. Mark the job complete because three agents finished.
  2. Start all subagents again after the interruption.
  3. Persist the completed-agent manifest.
  4. Reload only unfinished dependent tasks.
  5. Delete completion receipts before resuming.

Explanation

Correct Answers

C:

A verified task manifest can distinguish finished specialist work from pending dependent steps after interruption. Reloading only unfinished tasks prevents duplicate review reports and unnecessary API or tool calls. By contrast, already completed work is needlessly repeated. Already completed analyses may be billed twice and produce inconsistent duplicate findings. Remaining dependent tasks may still be pending. Three finished specialists do not prove all dependent synthesis tasks also completed.

D:

A verified task manifest can distinguish finished specialist work from pending dependent steps after interruption. Reloading only unfinished tasks prevents duplicate review reports and unnecessary API or tool calls. By contrast, remaining dependent tasks may still be pending. Three finished specialists do not prove all dependent synthesis tasks also completed. The coordinator loses its basis for selective continuation. Removing receipts destroys the evidence used to distinguish finished and pending work.

Incorrect Answers

A:

Remaining dependent tasks may still be pending. Three finished specialists do not prove all dependent synthesis tasks also completed. Reloading only unfinished tasks prevents duplicate review reports and unnecessary API or tool calls. A research run is interrupted after three subagents complete their work.

B:

Already completed work is needlessly repeated. Already completed analyses may be billed twice and produce inconsistent duplicate findings. A verified task manifest can distinguish finished specialist work from pending dependent steps after interruption. A research run is interrupted after three subagents complete their work. Instead, persist the completed-agent manifest and reload only unfinished dependent tasks.

E:

The coordinator loses its basis for selective continuation. Removing receipts destroys the evidence used to distinguish finished and pending work. A research run is interrupted after three subagents complete their work. Instead, persist the completed-agent manifest and reload only unfinished dependent tasks. A verified task manifest can distinguish finished specialist work from pending dependent steps after interruption.

Question 374

A Claude Code session has accumulated thousands of lines of successful test logs. Which context strategy would prevent this failure?

  1. Restart the entire Claude Code project from scratch.
  2. Compact conversation while retaining verified decisions and next steps.
  3. Keep every successful test log in the active context indefinitely.
  4. Delete all earlier constraints while compacting.

Explanation

Correct Answer

B:

Compacting verbose successful test output should retain final pass/fail evidence, relevant files, key decisions and next actions. Raw green logs are usually recreatable; losing the unresolved plan would be far more costly than pruning repeated output. By contrast, repeated low-value output displaces important decisions. Success logs can be reproduced and do not warrant permanent occupation of reasoning context. A smaller history without essential state is unsafe. Removing constraints during compaction loses the accepted plan and approval boundaries.

Incorrect Answers

A:

Resuming a compacted session should preserve verified progress. Restarting the whole workspace discards verified work that a targeted summary could preserve. A Claude Code session has accumulated thousands of lines of successful test logs. Instead, compact conversation while retaining verified decisions and next steps.

C:

Repeated low-value output displaces important decisions. Success logs can be reproduced and do not warrant permanent occupation of reasoning context. A Claude Code session has accumulated thousands of lines of successful test logs. Instead, compact conversation while retaining verified decisions and next steps.

D:

A smaller history without essential state is unsafe. Removing constraints during compaction loses the accepted plan and approval boundaries. A Claude Code session has accumulated thousands of lines of successful test logs. Instead, compact conversation while retaining verified decisions and next steps.

Question 375

An agent cites a function that was deleted during a migration. Which context strategy would prevent this failure?

  1. Recreate the deleted function just to match older notes.
  2. Continue citing the function from a stale summary.
  3. Ignore the modified files because prior documentation was approved.
  4. Reinspect affected paths before claiming current architecture.

Explanation

Correct Answer

D:

A source citation must refer to a file and function that still exists in the current revision. After migration, stale references can mislead reviewers unless changed paths are re-inspected before making architecture claims. By contrast, the migration removed that code path. A deleted function cannot substantiate a current claim about how the migrated code executes. Historical references do not justify new implementation. Restoring code solely to satisfy stale notes could reintroduce obsolete behavior.

Incorrect Answers

A:

Historical references do not justify new implementation. Restoring code solely to satisfy stale notes could reintroduce obsolete behavior. An agent cites a function that was deleted during a migration. Instead, reinspect affected paths before claiming current architecture. A source citation must refer to a file and function that still exists in the current revision.

B:

The migration removed that code path. A deleted function cannot substantiate a current claim about how the migrated code executes. A source citation must refer to a file and function that still exists in the current revision. An agent cites a function that was deleted during a migration.

C:

Repository evidence must reflect the current revision. Prior documentation approval does not prove the current repository still has the same path. A source citation must refer to a file and function that still exists in the current revision. Instead, reinspect affected paths before claiming current architecture.

Question 376

A developer reads every repository file without first locating entry points. Which context strategy would prevent this failure?

  1. Open every source file before learning the repository structure.
  2. Find key packages and call paths, then inspect only relevant modules.
  3. Rely only on top-level directory names as the architecture model.
  4. Edit likely entry files before confirming ownership.

Explanation

Correct Answer

B:

Targeted codebase exploration starts with entry points, package boundaries and call paths relevant to the task. Reading all files indiscriminately uses context and tool budget without identifying the actual dependency chain. By contrast, exhaustive reading wastes context and time. Reading everything before locating entry points consumes context with irrelevant implementation detail. Naming gives incomplete call-flow evidence. Directory labels are hints, not verified edges linking a request to its handler.

Incorrect Answers

A:

Exhaustive reading wastes context and time. Reading everything before locating entry points consumes context with irrelevant implementation detail. A developer reads every repository file without first locating entry points. Instead, find key packages and call paths, then inspect only relevant modules.

C:

Naming gives incomplete call-flow evidence. Directory labels are hints, not verified edges linking a request to its handler. A developer reads every repository file without first locating entry points. Instead, find key packages and call paths, then inspect only relevant modules.

D:

An ungrounded patch can affect the wrong module. Changing a likely file without ownership confirmation can break the wrong service. Reading all files indiscriminately uses context and tool budget without identifying the actual dependency chain. A developer reads every repository file without first locating entry points. Instead, find key packages and call paths, then inspect only relevant modules.

Question 377

A code-navigation summary identifies a bug but drops filename and line reference. Which context strategy would prevent this failure?

  1. Say 'the parser is broken' without identifying the file.
  2. Invent a line number from an older checkout.
  3. Replace source references with general domain labels.
  4. Retain file path and location so the fix can be verified.

Explanation

Correct Answer

D:

A defect report needs a precise file location or stable symbol reference so someone can reproduce and patch it. An uncited code-navigation summary may be directionally helpful but cannot substantiate a specific line-level issue. By contrast, the finding cannot be located or tested reliably. A generic parser complaint cannot be reproduced without locating the source implementation. Stale pointers may direct remediation to wrong code. A line number from an old revision can now point to unrelated statements.

Incorrect Answers

A:

The finding cannot be located or tested reliably. A generic parser complaint cannot be reproduced without locating the source implementation. A code-navigation summary identifies a bug but drops filename and line reference. Instead, retain file path and location so the fix can be verified.

B:

Stale pointers may direct remediation to wrong code. A line number from an old revision can now point to unrelated statements. A code-navigation summary identifies a bug but drops filename and line reference. Instead, retain file path and location so the fix can be verified.

C:

A domain name is not an actionable code location. A broad domain name does not let an engineer inspect the allegedly defective function. An uncited code-navigation summary may be directionally helpful but cannot substantiate a specific line-level issue. Instead, retain file path and location so the fix can be verified.

Question 378

A long session contains repeated build output that obscures stable service boundaries. Which context strategy would prevent this failure?

  1. Keep all repeated build output as permanent architecture guidance.
  2. Persist architecture facts and prune routine tool output.
  3. Delete verified service boundaries to save space.
  4. Let the next agent infer architecture from the last error line.

Explanation

Correct Answer

B:

Stable service boundaries and verified decisions should survive session compaction while routine build chatter can be pruned. Otherwise verbose logs drown out the facts needed to orient the next code investigation. By contrast, transient tool logs obscure stable service relationships. Transient build output changes frequently and should not displace durable architecture notes. Key structural facts should outlive temporary logs. Removing service boundaries leaves future work without the validated system map.

Incorrect Answers

A:

Transient tool logs obscure stable service relationships. Transient build output changes frequently and should not displace durable architecture notes. Otherwise verbose logs drown out the facts needed to orient the next code investigation. Instead, persist architecture facts and prune routine tool output.

C:

Key structural facts should outlive temporary logs. Removing service boundaries leaves future work without the validated system map. Otherwise verbose logs drown out the facts needed to orient the next code investigation. A long session contains repeated build output that obscures stable service boundaries.

D:

A single log event cannot represent system structure. A single error line describes one event, not how the modules interact. Otherwise verbose logs drown out the facts needed to orient the next code investigation. Instead, persist architecture facts and prune routine tool output.

Question 379

Four specialists send raw document text when the lead needs only interfaces and risks. Which context strategy would prevent this failure?

  1. Merge specialist roles and risks into one untyped paragraph.
  2. Forward all four full document transcripts to the lead.
  3. Return conclusions with no document identifiers.
  4. Request concise structured outputs with reference links.

Explanation

Correct Answer

D:

Specialists should return interfaces, risks, decisions and links to supporting documents rather than entire source dumps. Structured concise handoffs allow a coordinator to compare results without copying all documents into one context window. By contrast, the lead needs findings, not repeated raw source material. Four document transcripts multiply context cost without producing an integrated risk summary. Missing pointers prevent source verification. A conclusion without source IDs cannot be independently verified by the coordinator.

Incorrect Answers

A:

Structured summaries make integration and traceability clearer. Untyped prose obscures the separation between interface facts, unresolved risks and decisions. Specialists should return interfaces, risks, decisions and links to supporting documents rather than entire source dumps. Instead, request concise structured outputs with reference links.

B:

The lead needs findings, not repeated raw source material. Four document transcripts multiply context cost without producing an integrated risk summary. Specialists should return interfaces, risks, decisions and links to supporting documents rather than entire source dumps. Four specialists send raw document text when the lead needs only interfaces and risks.

C:

Missing pointers prevent source verification. A conclusion without source IDs cannot be independently verified by the coordinator. Specialists should return interfaces, risks, decisions and links to supporting documents rather than entire source dumps. Instead, request concise structured outputs with reference links.

Question 380

After resuming, the coordinator reruns tasks already completed by an earlier session. Which context strategy would prevent this failure?

  1. Rerun every completed subagent by default after resumption.
  2. Skip unfinished dependencies because the session resumed.
  3. Mark every task successful regardless of stored receipts.
  4. Reload a verified manifest of completed tasks and pending dependencies.

Explanation

Correct Answer

D:

A durable record of completed tasks and dependency state prevents accidental replay after session resumption. The coordinator should verify receipts and schedule only work that remains, not infer unfinished status from missing chat history. By contrast, the verified manifest already records successful work. The task manifest is the evidence that previous specialist results remain completed. A restarted coordinator has not made pending work disappear. Resuming the coordinator does not automatically execute dependencies that were left pending.

Incorrect Answers

A:

The verified manifest already records successful work. The task manifest is the evidence that previous specialist results remain completed. After resuming, the coordinator reruns tasks already completed by an earlier session. Instead, reload a verified manifest of completed tasks and pending dependencies.

B:

A restarted coordinator has not made pending work disappear. Resuming the coordinator does not automatically execute dependencies that were left pending. After resuming, the coordinator reruns tasks already completed by an earlier session. Instead, reload a verified manifest of completed tasks and pending dependencies.

C:

Lifecycle state must be read from verified evidence. Marking every task successful ignores failed or absent completion receipts. After resuming, the coordinator reruns tasks already completed by an earlier session. Instead, reload a verified manifest of completed tasks and pending dependencies.

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