Question 173
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: Conversational AI Architecture Patterns - An assistant must transform user-entered shipping notes into a normalized structure, but the requirement is ambiguous and the team's prose spec keeps being interpreted differently across edge cases. What most effectively communicates the expected behavior?
- ARewrite the prose specification to be longer and more exhaustive.
- BProvide 2–3 concrete input/output examples demonstrating the exact transformation, including a tricky edge case.
- CRaise the temperature so the model explores more interpretations.
- DProvide a single example and assume the model generalizes perfectly.