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Claude Certified Architect

Topic 8

Question 109

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: Prompt Engineering and Structured Output - A batch of 100 documents is submitted; 95 succeed and 5 fail because they exceeded the context limit. You want to reprocess efficiently without redoing successful work. How does `custom_id` help?

  • AIt links each response to its source document, so you can identify and resubmit only the 5 failed documents.
  • BIt guarantees ordering so failed items are always at the end.
  • CIt automatically retries failed documents within the same batch.
  • DIt enables multi-turn tool calling for the failed documents.