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Claude Certified Architect

Topic 8

Question 102

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 - You need consistent extraction of informal measurements like "two handfuls of rice" and "a pinch of salt" into a normalized structure. A purely descriptive instruction produces inconsistent results. Which technique works best here?

  • AFew-shot examples that map several informal phrases to the exact desired output structure.
  • BA longer prose description of how to handle informal units.
  • CForcing `tool_choice: "any"` to guarantee JSON.
  • DRaising temperature so the model is more creative with conversions.