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Anthropic CCA-F Practice Test 47

Question 460

An extracted record has one invalid postal code but nineteen validated fields. Which THREE actions form a safe targeted repair? Choose THREE.

  1. Retry with bounded exponential backoff and an idempotent operation identifier
  2. Ask for a bounded correction of the invalid field while preserving validated fields
  3. Enforce record-level invariants after the field correction.
  4. Discard the validation history and persist the changed postal code without recording the edit.
  5. Revalidate the corrected postal code and its schema constraints before persisting.
  6. Discard the nineteen validated fields and replace them with new unverified guesses.

Explanation

Correct Answers

B:

When nineteen fields have passed validation, request a correction to only the invalid postal code and preserve the other field values and their evidence. The bounded edit should identify the failing constraint and avoid changing unrelated customer attributes. After correction, rerun the postal-code and record-level checks so a seemingly local change does not violate another invariant.

C:

Cross-field validation prevents a locally corrected postal code from violating broader business constraints. Postal codes may have country, address and service restrictions beyond their string format. Validate the full corrected record so the repair does not create a new inconsistency with an already verified field.

E:

A bounded correction must pass the same field validation applied during extraction. A corrected value must pass the same regex, type, required-field and business checks as the original output. Persist only after the full record and the changed field both validate successfully.

Incorrect Answers

A:

The alternative, “Retry with bounded exponential backoff and an idempotent operation identifier”, can matter in another part of the workflow. This is not a substitute for “Ask for a bounded correction of the invalid field while preserving validated fields; Enforce record-level invariants after the field correction; Revalidate the corrected postal code and its schema constraints before persisting”; that control is necessary in the stated circumstances. When nineteen fields have passed validation, request a correction to only the invalid postal code and preserve the other field values and their evidence.

D:

Deleting validation history removes evidence of why the field was corrected and whether the replacement satisfied the schema. Keep the prior validated fields intact, revalidate the corrected field and record the result before persisting.

F:

Discarding confirmed data creates needless regression opportunities. The nineteen verified fields should remain stable while the defective postal code is repaired. Replacing them with guesses needlessly expands the error surface and makes the new output less traceable.

Question 461

A financial document yields contradictory totals from two pages, neither clearly authoritative. What should the workflow do?

  1. Escalate the conflicting evidence rather than arbitrarily selecting a total
  2. Keep source content as untrusted evidence and preserve higher-priority validation policy
  3. Apply format and business validators regardless of model-reported confidence
  4. Set a maximum retry count with an explicit fallback or human-review outcome

Explanation

Correct Answer

A:

Some semantic ambiguities cannot be resolved through repeated generation. Human review or additional source data is needed. Neither page has established authority, so choosing a larger or newer-looking total would invent precedence. Preserve both locations and route the financial discrepancy for source-owner verification before payment or reporting.

Incorrect Answers

B:

Feedback strings can carry adversarial instructions. That addresses a different part of the system, not the requirement to route unresolved source contradictions to human judgment.

C:

Format and business validators can detect malformed totals, but the document contains two conflicting plausible amounts from different pages. Neither can be selected confidently from syntax alone. Preserve both source locations and escalate the contradiction for evidence-based reconciliation.

D:

A maximum retry count prevents infinite correction cycles, but does not decide which contradictory financial total is supported. Further retries may produce more guesses. Preserve both figures with their source locations and escalate the ambiguity to a qualified review step.

Question 462

A validation error includes untrusted source text telling the agent to ignore system rules. What must the correction loop enforce?

  1. Ask for a bounded correction of the invalid field while preserving validated fields
  2. Enforce business invariants that prohibit incompatible statuses and request a grounded correction
  3. Keep source content as untrusted evidence and preserve higher-priority validation policy
  4. Set a maximum retry count with an explicit fallback or human-review outcome

Explanation

Correct Answer

C:

Feedback strings can carry adversarial instructions. The host should sanitize and bound them before reinserting them into prompts. Keep untrusted document text inside the correction data and never treat its embedded commands as instructions. The local schema checks and policy boundaries still govern whether a replacement value may be accepted.

Incorrect Answers

A:

Replacing an entire record can introduce fresh errors in already-correct fields. Although useful elsewhere, it is not the direct mechanism to prevent data-carried instructions from hijacking retries.

B:

Business invariants can reject contradictory statuses, but they do not authorize the model to obey a prompt embedded in untrusted validation-error text. Keep the error payload as data and maintain higher-priority instruction boundaries while making any correction.

D:

A bounded retry limit controls cost, but does not stop a prompt injection inside a validation error from attempting to override the workflow. Treat the source text as untrusted evidence and enforce the same security policy on every correction attempt.

Question 463

The model service returns a temporary 503 before completing an extraction request. What is an appropriate resilience strategy?

  1. Retry with bounded exponential backoff and an idempotent operation identifier
  2. Return field-specific path, expected type and observed value in the correction feedback
  3. Attempt count, validation failures, input version and final resolution for each record
  4. Supply the exact validation error and source text in a bounded correction request

Explanation

Correct Answer

A:

Transient service failures may recover. Backoff controls load and an idempotency key protects against duplicate processing after uncertain outcomes. A transient 503 can justify bounded exponential backoff with jitter rather than a busy retry loop. Associate retries with a stable request identifier and return an explicit incomplete failure when the budget expires.

Incorrect Answers

B:

Precise diagnostics help the model target the defect. That addresses a different part of the system, not the requirement to retry transient infrastructure failures safely.

C:

Logging attempt counts and final dispositions makes errors auditable, but the 503 is a transient service failure requiring a bounded retry policy. Use exponential backoff and stable request identity to avoid hammering the service or accidentally replaying a committed operation.

D:

A corrective retry needs to know which field failed and why. This alternative—Supply the exact validation error and source text in a bounded correction request—does not implement the specific operation that the question asks about. The required control is Retry with bounded exponential backoff and an idempotent operation identifier. Transient service failures may recover.

Question 464

An extractor returns an invalid currency symbol for a supported transaction field. Which correction strategy preserves valid data?

  1. Cap retries and escalate or return a controlled failure
  2. Mark the required field unknown and route through the defined exception policy
  3. Send the exact validation error back for a bounded corrective retry
  4. Run domain arithmetic checks and reject the inconsistent record

Explanation

Correct Answer

C:

Targeted feedback lets the model repair the specific failed field rather than guessing why output was rejected. For this situation, the system should send the exact validation error back for a bounded corrective retry. The factual trigger is an extractor returns an invalid currency symbol for a supported transaction field. Treat repair attempts as bounded corrections driven by exact validation failures.

Incorrect Answers

A:

A retry ceiling is important when the parser repeatedly fails, but the current error identifies a specific invalid currency symbol that might be repaired. Return the exact field-level validation error in a bounded corrective attempt while retaining all fields already validated; escalate only if correction fails.

B:

Explicit missing-data handling is safer than inventing an invoice identifier. Here, an extractor returns an invalid currency symbol for a supported transaction field. Send the exact validation error back for a bounded corrective retry. Targeted feedback lets the model repair the specific failed field rather than guessing why output was rejected.

D:

Arithmetic checks detect totals that fail to reconcile, whereas the current defect is an invalid currency symbol in one supported field. Supply the field-specific type or allowed-value error and request a bounded correction without unnecessarily regenerating verified amounts.

Question 465

A contract parser repeatedly fails the same schema check. What validation or bounded repair step is needed?

  1. Mark the required field unknown and route through the defined exception policy
  2. Run domain arithmetic checks and reject the inconsistent record
  3. Return precise field paths, expected types and observed errors
  4. Cap retries and escalate or return a controlled failure

Explanation

Correct Answer

D:

When a contract parser repeatedly fails the same schema check, the system should cap retries and escalate or return a controlled failure. Unbounded repair loops can waste resources without improving invalid extraction. Preserve previously validated fields and escalate unresolved errors rather than retrying blindly.

Incorrect Answers

A:

Explicit missing-data handling is safer than inventing an invoice identifier. Here, a contract parser repeatedly fails the same schema check. Cap retries and escalate or return a controlled failure. Unbounded repair loops can waste resources without improving invalid extraction.

B:

Business validation must supplement schema validation because well-formed JSON can still contain false values. Here, a contract parser repeatedly fails the same schema check. Cap retries and escalate or return a controlled failure. Unbounded repair loops can waste resources without improving invalid extraction.

C:

Actionable validator messages narrow the model's correction task. The proposed option cannot provide the specific “Cap retries and escalate or return a controlled failure” behavior that the case requires. Unbounded repair loops can waste resources without improving invalid extraction.

Question 466

A document contains no invoice number but downstream requires a decision. How should the extraction loop handle this failure?

  1. Mark the required field unknown and route through the defined exception policy
  2. Run domain arithmetic checks and reject the inconsistent record
  3. Return precise field paths, expected types and observed errors
  4. Compare field-level diffs and restrict retries to invalid portions

Explanation

Correct Answer

A:

A document contains no invoice number but downstream requires a decision. The relevant control is to mark the required field unknown and route through the defined exception policy. Explicit missing-data handling is safer than inventing an invoice identifier. Treat repair attempts as bounded corrections driven by exact validation failures.

Incorrect Answers

B:

Business validation must supplement schema validation because well-formed JSON can still contain false values. This is not a substitute for “Mark the required field unknown and route through the defined exception policy”; that control is necessary in the stated circumstances. Explicit missing-data handling is safer than inventing an invoice identifier.

C:

Actionable validator messages narrow the model's correction task. Here, a document contains no invoice number but downstream requires a decision. Mark the required field unknown and route through the defined exception policy. Explicit missing-data handling is safer than inventing an invoice identifier.

D:

Localized repair prevents regression of already validated data. The proposed option cannot provide the specific “Mark the required field unknown and route through the defined exception policy” behavior that the case requires. Explicit missing-data handling is safer than inventing an invoice identifier.

Question 467

An extraction returns coverage_start 2026-11-01 and coverage_end 2026-10-01. Both are valid ISO dates, but the policy period cannot end before it starts. What control should stop acceptance?

  1. Accept the record because every date is syntactically valid
  2. Apply a deterministic cross-field date-order invariant and request a targeted correction when it fails
  3. Increase the model token allowance until it returns a different pair of dates
  4. Remove the later date field so downstream checks never compare the two

Explanation

Correct Answer

B:

Both values are individually valid dates, but the business invariant coverage_start <= coverage_end is false. Validate that relationship before committing the extraction and request a scoped correction using the evidence in the document. This also distinguishes a parseable date from a valid business interval; both properties are necessary before downstream systems rely on the extracted coverage period.

Incorrect Answers

A:

A field-level type check can establish that each date parses, but it does not establish the logical order of a policy period. Accepting a start date after the end date makes the contract timeline internally inconsistent.

C:

Changing token limits controls the maximum output length, not the validity of the relationship between the two dates. The validator should detect the ordering error and provide explicit field-level feedback.

D:

Deleting an inconsistent field hides a source or extraction problem and removes evidence required by downstream decisions. Preserve the original values for audit and reject or correct the invalid chronological relationship.

Question 468

A validator returns ten failures but the retry prompt provides only 'try again'. What validation or bounded repair step is needed?

  1. Compare field-level diffs and restrict retries to invalid portions
  2. Require human confirmation before committing the transaction
  3. Return precise field paths, expected types and observed errors
  4. Repeat the request with a generic “try again” instruction and omit the ten field-level validator messages

Explanation

Correct Answer

C:

Actionable validator messages narrow the model's correction task. For this situation, the system should return precise field paths, expected types and observed errors. The factual trigger is a validator returns ten failures but the retry prompt provides only 'try again'. Treat repair attempts as bounded corrections driven by exact validation failures.

Incorrect Answers

A:

Localized repair prevents regression of already validated data. Here, a validator returns ten failures but the retry prompt provides only 'try again'. Return precise field paths, expected types and observed errors. Actionable validator messages narrow the model's correction task.

B:

Validation and approval thresholds should reflect the consequence of a wrong decision. The direct remedy is “Return precise field paths, expected types and observed errors”, which the alternative does not itself accomplish. Actionable validator messages narrow the model's correction task.

D:

A generic retry repeats the defect this scenario already describes. Without the failing field paths, observed values and expected types, the model cannot make a targeted correction. Return precise machine-readable validation details and bound the number of retry attempts instead of using an uninformative prompt.

Question 469

A repaired extraction changed correct fields unnecessarily. How should the extraction loop handle this failure?

  1. Require human confirmation before committing the transaction
  2. Send the exact validation error back for a bounded corrective retry
  3. Cap retries and escalate or return a controlled failure
  4. Compare field-level diffs and restrict retries to invalid portions

Explanation

Correct Answer

D:

When a repaired extraction changed correct fields unnecessarily, the system should compare field-level diffs and restrict retries to invalid portions. Localized repair prevents regression of already validated data. Preserve previously validated fields and escalate unresolved errors rather than retrying blindly.

Incorrect Answers

A:

Validation and approval thresholds should reflect the consequence of a wrong decision. Here, a repaired extraction changed correct fields unnecessarily. Compare field-level diffs and restrict retries to invalid portions. Localized repair prevents regression of already validated data.

B:

Targeted feedback lets the model repair the specific failed field rather than guessing why output was rejected. The proposed option cannot provide the specific “Compare field-level diffs and restrict retries to invalid portions” behavior that the case requires. Localized repair prevents regression of already validated data.

C:

Unbounded repair loops can waste resources without improving invalid extraction. Here, a repaired extraction changed correct fields unnecessarily. Compare field-level diffs and restrict retries to invalid portions. Localized repair prevents regression of already validated data.

Question 470

A payment extractor reports uncertain totals immediately before an irreversible transfer. Which authorization control should stop an unsupported transaction from committing?

  1. Require human confirmation before committing the transaction
  2. Send the exact validation error back for a bounded corrective retry
  3. Cap retries and escalate or return a controlled failure
  4. Mark the required field unknown and route through the defined exception policy

Explanation

Correct Answer

A:

An extractor returns low-confidence totals and the business action is irreversible. The relevant control is to require human confirmation before committing the transaction. Validation and approval thresholds should reflect the consequence of a wrong decision. Treat repair attempts as bounded corrections driven by exact validation failures.

Incorrect Answers

B:

Targeted feedback lets the model repair the specific failed field rather than guessing why output was rejected. Here, an extractor returns low-confidence totals and the business action is irreversible. Require human confirmation before committing the transaction. Validation and approval thresholds should reflect the consequence of a wrong decision.

C:

Capping retries avoids endless schema repair, but the problem is an uncertain total that could trigger an irreversible transaction. Even a syntactically valid extraction can be wrong; the system must require authorized human confirmation before committing the high-consequence business action.

D:

Explicit missing-data handling is safer than inventing an invoice identifier. The direct remedy is “Require human confirmation before committing the transaction”, which the alternative does not itself accomplish. Validation and approval thresholds should reflect the consequence of a wrong decision.

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