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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q32-Q37):

NEW QUESTION # 32
When re-running an automated PR review after new commits, what is the best practice to avoid posting duplicate comments on existing issues?

Answer: B

Explanation:
To avoid duplicate comments, best practice dictates including prior review findings in the context when re-running reviews after new commits, explicitly instructing Claude to report only new or unaddressed issues.


NEW QUESTION # 33
To measure ongoing error rates in high-confidence extractions and detect novel error patterns, which methodology should be implemented?

Answer: D

Explanation:
Stratified random sampling is the recommended method for measuring error rates in data classified as 'high-confidence'. This catches novel error patterns that the model might be confidently hallucinating without requiring unscalable 100% manual review.


NEW QUESTION # 34
You need Claude to output raw JSON directly to the user interface of your application, without any conversational preamble or markdown formatting. Which prompt engineering technique achieves this?

Answer: C

Explanation:
Assistant Message Prefilling with ```json tricks the model into thinking it has already started a code block. Providing sequence immediately terminates generation once the JSON payload completes, resulting in raw JSON without explanatory text.


NEW QUESTION # 35
Why is it critical to require subagents to include publication or data collection dates in their structured outputs before passing them to a downstream synthesis agent?

Answer: D

Explanation:
Requiring publication or collection dates in structured outputs is essential because it prevents temporal differences (e.g., a 2022 revenue report vs a 2024 revenue report) from being misinterpreted by the synthesis agent as a contradiction in facts.


NEW QUESTION # 36
What is the specific behavior of the Claude Agent API when the tool_choice parameter is set to "any"?

Answer: C

Explanation:
Setting tool_choice to "any" tells Claude that it is strictly required to use a tool to respond, but it is free to choose whichever tool from the provided array best fits the prompt's context.


NEW QUESTION # 37
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