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Claude Certified Architect

Topic 4

Question 131

CCA-F is a newly released exam. These practice questions reflect our best current understanding — the exact wording and question formats may change in the live exam until the certification matures. Use them to learn the concepts, not to memorize.

Scenario: Customer Support Agent - The `process_refund` tool rejects a request because the order is 47 days old and outside the 30-day return window. This is a policy rule, not a temporary glitch, but the tool returns a generic failure and the agent keeps retrying with backoff. How should this error be represented?

  • A`errorCategory: "transient"` with `isRetryable: true` so the agent retries with backoff.
  • BA generic `"Operation failed"` message with no metadata.
  • CReturn success with an empty result so the agent stops retrying.
  • D`errorCategory: "business"` with `isRetryable: false` and a clear user-facing explanation.