CCARF Practice Question

Paper 5 · Question 42

D4 Prompt Engineering & Structured Output · Paper 5

[Scenario: Conversational AI Architecture Patterns] Over several turns discussing investment strategy, a user stated "I have a very low risk tolerance" and later "I want to maximize my returns." They now ask: "What should I invest in?" Which approach best ensures the recommendation aligns with the user's actual priority?

• A.Surface the contradiction and ask the user to clarify which matters more.
• B.Provide separate recommendations for both scenarios.
• C.Proceed with the most recently stated preference.
• D.Recommend a balanced portfolio without addressing the conflict.

Show answer & explanations

Correct answer: A

A: When user preferences directly contradict each other, surfacing the conflict and asking for clarification is the only way to guarantee the recommendation aligns with the user's true intent. Any other approach involves making an assumption that may be wrong—maximizing returns and low risk tolerance are fundamentally incompatible goals that require a human decision.

B: Two recommendations make the user notice the conflict. One of them still contradicts a preference they already stated.

C: The later sentence does not cancel the earlier one. Recency is not priority.

D: A balanced portfolio is a third preference the user did not choose, and it hides the contradiction.

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