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

1. Which of the following statements correctly describe best practices for few-shot prompting? Choose 2 correct answers.

A) Every few-shot example provided should use a completely different output format to show flexibility.
B) The examples provided should maintain identical formatting to establish a clear pattern for the model to follow.
C) Few-shot examples are highly effective for demonstrating ambiguous-case handling.
D) Few-shot examples should be avoided when extracting data from documents with highly varied structures.

2. You are designing a prompt to extract structured data from unstructured documents. You decide to use tool_use with a strict JSON schem a. What specific guarantee does this approach provide?

A) It guarantees the model will not hallucinate missing information.
B) It eliminates the need for validation-retry loops.
C) It eliminates JSON syntax errors and guarantees structural compliance, but does not prevent semantic errors.
D) It guarantees both structural compliance and the semantic correctness of the extracted data.

3. According to best practices, which of the following scenarios should trigger a developer to use Plan Mode in Claude Code? Choose 2 correct answers.

A) When implementing multi-file architectural changes.
B) When evaluating multiple valid approaches for a new feature implementation.
C) When fixing a minor typo in project documentation.
D) When adding a single console. log statement to a known file.

4. A quicktechie.com developer is designing a schema to extract contract terms. Source documents sometimes lack a 'termination_fee' clause. How should the schema be designed to prevent the model from fabricating a value?

A) Design the field as optional or nullable, such as ["number", "null"].
B) Set tool_choice. :"auto" so the model can skip the tool entirely.
C) Add a capitalized warning in the system prompt to avoid hallucination.
D) Design the field as strictly required and let the model infer a standard default.

5. When implementing a structured data extraction pipeline using tool_use and JSON schemas, what exactly does the tool use mechanism guarantee?

A) Automatic retry and self-correction whenever a required field is missing.
B) Structural compliance only, requiring separate validation for semantic accuracy.
C) Both structural compliance and semantic correctness of the extracted data.
D) Elimination of hallucinations by forcing the model to strictly quote the source document.

Solutions: