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Anthropic CCA-F Practice Test 8

Question 70

Repeated spawned subtasks consume the same context without adding distinct results. Which subagent configuration is most appropriate?

  1. Provide a bounded objective, required output, evidence context and acceptance criteria to the subagent
  2. Deduplicate equivalent subtask requests before spawning another agent
  3. Configure a narrowly scoped authorized tool set for that subagent
  4. Pass concise structured findings and supporting citations instead of the full search transcript

Explanation

Correct Answer

B:

Repeated spawned subtasks consume the same context without adding distinct results. The relevant control is to deduplicate equivalent subtask requests before spawning another agent. A coordinator should control redundant delegation to conserve time and prevent divergent answers to identical work. The runtime must enforce effective tool permissions; a role label cannot authorize or prevent an API action by itself.

Incorrect Answers

A:

A precise delegated contract controls relevance and supports objective verification of the subtask result. This is not a substitute for “Deduplicate equivalent subtask requests before spawning another agent”; that control is necessary in the stated circumstances. A coordinator should control redundant delegation to conserve time and prevent divergent answers to identical work.

C:

Tight tool permissions are important for safe delegation, but they cannot identify when two authorized assignments ask the same question and consume the same context. Check stable task inputs and pending work IDs before spawning another agent, and reuse or reconcile a verified existing result instead.

D:

Selective context passing keeps important evidence without consuming the subagent's budget on irrelevant history. The direct remedy is “Deduplicate equivalent subtask requests before spawning another agent”, which the alternative does not itself accomplish. A coordinator should control redundant delegation to conserve time and prevent divergent answers to identical work.

Question 71

Two parallel agents send findings in an unpredictable order. Which TWO result fields help the coordinator attach findings to the right assignment? Choose TWO.

  1. Provide the exact question, scope boundaries, output fields and success criterion
  2. Include a stable task identifier and delegated scope in each returned result
  3. The explicitly supplied programmatic agent definition takes precedence for that name
  4. Filter input references by the requester's authorization before passing them to the subagent
  5. Attach the responsible subagent identity and a reference to its source evidence.

Explanation

Correct Answers

B:

A stable task identifier ties each returned result to the exact delegation request, even if parallel agents finish in the reverse order. The delegated scope distinguishes similar-looking assignments and lets the coordinator reject a result belonging to a different task. Order of arrival is not a safe substitute for this correlation metadata.

E:

The originating subagent identity and source-evidence reference make each claim attributable to the workstream that produced it. The coordinator can verify whether a claim came from the authorized specialist and reopen its underlying record. Without these fields, a result could be attached to the right task ID but still lack sufficient evidence for accountable synthesis.

Incorrect Answers

A:

A delegate needs a clear contract for its autonomous work. This alternative does not establish how to correlate asynchronous specialist responses correctly in the stated workflow.

C:

Programmatic definitions provide runtime-scoped configuration and can override file-defined agents with the same name. It would leave the stated need to correlate asynchronous specialist responses correctly unresolved.

D:

Filtering references by requester authorization is an access-control requirement, but it cannot correlate two authorized research results that arrive in the opposite order. Each result should include its stable task ID and producing subagent identity. Keep both safeguards, while recognizing that access filtering alone does not solve result attribution.

Question 72

A deploy agent sometimes runs release before security scanning, despite a strong system prompt saying to scan first. What is the reliable fix?

  1. A time-bounded approved exception with named accountability and audit record
  2. Enforce the scan as a programmatic prerequisite to the deploy tool
  3. Idempotent workflow initiation keyed to the originating event identity
  4. Authenticate the caller and bind approval to the exact pending task and expiry

Explanation

Correct Answer

B:

Text instructions are probabilistic guidance. A hard prerequisite check prevents the deploy action unless scan evidence exists and satisfies policy. Implement the prerequisite at the deployment entry point: compare the scan artifact to the exact commit or image being released, and deny deployment if evidence is absent, stale or failing.

Incorrect Answers

A:

A time-limited exception records an intentional bypass, but the requirement is to enforce scanning for normal releases. An exception mechanism is not a substitute for the scan gate and could weaken it if applied to every deployment. The deploy service should require a recorded successful scan unless a separately authorized exception explicitly applies.

C:

External event delivery can be at least once. That addresses a different part of the system, not the requirement to enforce workflow ordering outside of model discretion.

D:

A verified approval callback authenticates a human decision, but the described defect is that deployments can run before scanning even when nobody is approving an exception. Encode the scan result as a required precondition on the deploy operation for the exact artifact version. Do not rely on an unrelated callback or prompt reminder.

Question 73

A purchasing assistant drafts a vendor contract that must be approved before signature. Which control belongs between draft and send?

  1. Nominate a separate reviewer but let the signing service proceed without checking whether that reviewer actually approved the contract
  2. Require a recorded human approval token checked at the signing boundary
  3. Explicit success/failure status with machine-checkable error details
  4. Run a deterministic schema validator and block deployment on validation failure

Explanation

Correct Answer

B:

The approval decision is externally governed. A tool-side gate stops an unauthorized signature even if the assistant mistakenly decides to proceed. Bind approval to the specific contract version, counterparty and authorized signer. The execution service, not the assistant's narrative, should verify the approval record before it performs the signature or send action.

Incorrect Answers

A:

A separate reviewer is only useful if the signing service enforces their actual decision. Merely naming an approver while permitting immediate signature does not create an approval gate. The execution boundary must check recorded authorization for the specific contract version and signer before dispatch.

C:

Downstream stages must not infer success from a fluent sentence. It would leave the stated need to require explicit authorization at the sensitive handoff unresolved.

D:

External validation provides a hard, repeatable check independent of the assistant's confidence. The decisive requirement here is to require explicit authorization at the sensitive handoff.

Question 74

A data pipeline must always run parse, validate and publish in that order. Which control is more reliable than instructions?

  1. A workflow state machine that permits transitions only after preceding stages succeed
  2. Assign approval authority to an independent principal or review service
  3. Require a recorded human approval token checked at the signing boundary
  4. Enforce the scan as a programmatic prerequisite to the deploy tool

Explanation

Correct Answer

A:

Hard state transitions make impossible sequences unexecutable. A model-generated plan alone does not guarantee that steps happen in the correct order. The state machine should reject publish unless parsing succeeded and validation passed on the same artifact. Retain failure states and a retry or correction route so the system cannot advance on an invented status.

Incorrect Answers

B:

Segregating request and authorization roles prevents one compromised assistant from completing an unchecked financial transaction. This alternative does not establish how to codify mandatory sequencing as state transitions in the stated workflow.

C:

A human approval token can gate a high-risk action, but the parse-validate-publish pipeline needs deterministic ordering on every run. Human approval by itself does not ensure that validation happened after parsing or before publication. Use workflow states with transitions permitted only when the previous stage succeeded.

D:

Text instructions are probabilistic guidance. The scenario instead requires a way to codify mandatory sequencing as state transitions. A scan gate protects a particular deployment condition, but it does not implement the parse-validate-publish state machine for the data pipeline described. The relevant invariant spans all three named steps.

Question 75

A specialist hands off a task to another team but omits the failed operations and source identifiers. What should be passed?

  1. Explicit success/failure status with machine-checkable error details
  2. Define compensating actions and checkpointed state for partially completed steps
  3. A structured handoff including task state, sources, attempted actions and unresolved failures
  4. Authenticate the caller and bind approval to the exact pending task and expiry

Explanation

Correct Answer

C:

A useful handoff gives the successor enough context to continue safely without repeating harmful steps. Missing attempted-action data causes redundant retries. Include which operations actually committed, the references supporting the work and the outstanding errors. A successor must be able to distinguish an unexecuted step from a failed attempt before safely resuming.

Incorrect Answers

A:

A typed success or failure field records the outcome of one operation, but a team handoff after several partial actions needs more than a status bit. The successor must know which operations were attempted or committed, which sources were consulted, and which failures are unresolved to avoid unsafe duplicate work.

B:

Multi-step external operations are not automatically atomic. That addresses a different part of the system, not the requirement to preserve operational state at handoff boundaries.

D:

Authenticating an approval callback is important when a workflow awaits human authorization, but this task is a handoff between teams after failed operations. The successor needs the exact attempted actions, source references, status and unresolved failures. An approval token alone cannot reconstruct the partial work or prevent duplicate retries.

Question 76

An assistant generates deployment JSON and then self-declares it valid. What architecture strengthens the handoff?

  1. Require a recorded human approval token checked at the signing boundary
  2. Run a deterministic schema validator and block deployment on validation failure
  3. Define compensating actions and checkpointed state for partially completed steps
  4. A time-bounded approved exception with named accountability and audit record

Explanation

Correct Answer

B:

External validation provides a hard, repeatable check independent of the assistant's confidence. It catches malformed configuration before any deployment side effects. Validate field types, required keys and allowed values with deterministic code at the boundary where the deployment JSON is consumed. A model's statement that its own output is valid cannot substitute for parser and schema results.

Incorrect Answers

A:

A contract-signing approval would protect an authorization boundary, not validate whether deployment JSON conforms to its required schema. The model can sound confident while omitting required fields or returning invalid types. A deterministic validator should parse the artifact and reject malformed configuration before deployment.

C:

Multi-step external operations are not automatically atomic. This alternative does not establish how to gate risky output on independent validation results in the stated workflow.

D:

An approved exception governs when an otherwise required control may be bypassed. It cannot establish that generated deployment JSON meets a schema. Parse and validate the actual fields before deployment; treating self-reported validity as an exception would weaken the correctness gate.

Question 77

A coordinator receives a webhook twice and starts duplicate invoice runs. What should orchestrator logic enforce?

  1. Idempotent workflow initiation keyed to the originating event identity
  2. A workflow state machine that permits transitions only after preceding stages succeed
  3. Reviewer identity, decision, reason and versioned evidence references
  4. Enforce the scan as a programmatic prerequisite to the deploy tool

Explanation

Correct Answer

A:

External event delivery can be at least once. A durable initiation key prevents the same event from triggering the same side-effectful workflow twice. Deduplicate using a durable event ID before creating the run, not merely a timestamp or human-readable invoice name. Store completed and in-progress run states so a repeated webhook cannot start duplicate side effects.

Incorrect Answers

B:

A workflow state machine ensures permitted stage transitions, but the same duplicate webhook can start two separate, individually valid workflows. The failure occurs at initiation, before stage transitions help. Deduplicate by the event's stable identity so only one invoice run is created for the same provider event.

C:

Reviewer identity and evidence-version records explain a human decision, but duplicate invoice runs result from repeated delivery of the same webhook event. The coordinator must use a durable event identity to prevent a second workflow from starting, even if no human review occurs.

D:

Text instructions are probabilistic guidance. Although useful elsewhere, it is not the direct mechanism to deduplicate repeated workflow triggers. Checking a scan prerequisite would not deduplicate two identical webhook deliveries. Both invoices could satisfy a scan rule and still trigger duplicate processing without event-level idempotency.

Question 78

A report must pass legal and fact review before client delivery. A developer suggests two separate prompt reminders. What ensures the requirement?

  1. A release gate that checks recorded passes from both review stages
  2. Use an explicit timeout and escalation transition rather than waiting forever
  3. Enforce the scan as a programmatic prerequisite to the deploy tool
  4. Validate the required reference field and reject incomplete responses before delivery

Explanation

Correct Answer

A:

Mandatory reviewers should produce durable results that the release action validates. Reminders cannot reliably guarantee those conditions were met. The release action should query independently recorded approval results for the exact version of the report. If either legal or fact review is missing or failed, the release must remain blocked rather than trusting a prompt reminder.

Incorrect Answers

B:

A workflow should make missed deadlines visible and actionable. That addresses a different part of the system, not the requirement to require both recorded review passes before release.

C:

A scan gate is an example of an enforceable prerequisite, but it specifically protects a deployment from missing security checks. This client report needs independent legal and fact-review results. The release gate should verify both approvals for the exact document version before delivery, not merely enforce an unrelated software scan.

D:

A required data invariant is machine-testable. This capability does not directly require both recorded review passes before release. A populated case reference is a field-completeness check, not evidence the legal and factual reviewers approved the report. A valid schema can still contain unreviewed conclusions.

Question 79

A failed billing update produces a success-looking message for downstream steps. What should the workflow contract include?

  1. Reviewer identity, decision, reason and versioned evidence references
  2. Explicit success/failure status with machine-checkable error details
  3. Use an explicit timeout and escalation transition rather than waiting forever
  4. Define compensating actions and checkpointed state for partially completed steps

Explanation

Correct Answer

B:

Downstream stages must not infer success from a fluent sentence. Structured status data enables safe branch handling and retries. Return a typed status with an error category and associated operation ID so downstream code chooses its error branch. Polished text saying 'complete' must not override an actual failed payment or database write.

Incorrect Answers

A:

Human-in-the-loop governance is only auditable if overrides have durable attribution and supporting context. This alternative does not establish how to propagate machine-readable outcome states between stages in the stated workflow.

C:

A workflow should make missed deadlines visible and actionable. Although useful elsewhere, it is not the direct mechanism to propagate machine-readable outcome states between stages.

D:

Compensating actions help recover from partial writes, but they do not tell the next stage whether the current billing update succeeded. The downstream workflow needs an explicit success or error state with machine-checkable details. Without that status, it could trigger a second operation based on a fluent but false success message.

Question 80

An approval request remains unanswered for two business days. How should a controlled workflow respond?

  1. Reviewer identity, decision, reason and versioned evidence references
  2. Use an explicit timeout and escalation transition rather than waiting forever
  3. Assign approval authority to an independent principal or review service
  4. Authenticate the caller and bind approval to the exact pending task and expiry

Explanation

Correct Answer

B:

A workflow should make missed deadlines visible and actionable. Timeouts and escalation paths prevent indefinite silent stalls on human steps. After the agreed approval window expires, persist a timed-out state and notify the authorized escalation owner. Do not convert unanswered approval to implicit consent or leave a task running indefinitely.

Incorrect Answers

A:

Recording override identity and reasoning supports audit of a decision after one exists. The current approval has remained unanswered for two business days, so there is no decision to record yet. A deadline-driven workflow needs timeout and escalation transitions to surface the pending request rather than wait forever.

C:

Segregating request and authorization roles prevents one compromised assistant from completing an unchecked financial transaction. That addresses a different part of the system, not the requirement to handle unresolved approvals with deterministic timeouts.

D:

Authenticating an approval callback protects a decision that has actually arrived. Here no approval has been received for two business days; callback validation cannot unstick the pending task. The workflow needs an explicit deadline, timeout state, notification, and authorized escalation path.

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