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Claude Certified Architect

Topic 12

Question 177

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 - A conversational form-filler sometimes answers ambiguous questions in free text instead of emitting the structured `submit_form` payload the backend expects, causing intermittent integration failures. How do you guarantee a structured tool call on that turn?

  • AAdd a system-prompt line asking the model to "always return the form payload."
  • BSet `tool_choice: "any"` so the model must call a tool rather than reply with free text.
  • CLower the temperature so the model stops writing prose.
  • DIncrease `max_tokens` so the structured output has room to complete.