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

1. What is the primary architectural difference between enforcing a business rule via a system prompt versus using an Agent SDK hook?

A) Prompts execute after the tool runs, while hooks execute before the prompt is processed.
B) Prompts require an active MCP server connection, while hooks run strictly within the Claude desktop application.
C) Hooks provide 100% reliable deterministic enforcement, whereas prompts are probabilistic and can occasionally be ignored by the LLM.
D) Prompts are deterministic, while hooks rely on the model's probabilistic reasoning.

2. A developer at builds an MCP server to standardize repetitive actions for the engineering team. They want to provide ready-to-use message sequences with specific formatting instructions that bypass the need for users to write them from scratch. Which MCP component fulfills this requirement?

A) MCP Tools
B) MCP Subagents
C) MCP Prompts
D) MCP Resources

3. Which statements correctly describe the relationship between JSON schemas and validation loops in structured extraction? Choose 2 correct answers.

A) Semantic errors (e.g., values placed in wrong fields) are prevented entirely by strict JSON schemas.
B) Validation loops are necessary to catch semantic errors, such as line items failing to sum to the extracted total.
C) tool_use eliminates schema syntax errors, greatly reducing the need for syntax-focused retries.
D) Validation retries are most effective when the required information is completely missing from the document.

4. Which configuration ensures Claude will strictly invoke a specific data extraction tool rather than returning conversational text?

A) Option C
B) Option B
C) Option D
D) Option A

5. During a data extraction task, a validation check fails because the extracted line items do not sum to the total. How should the follow-up retry request be structured for the best results?

A) Automatically increase the model temperature and resubmit the original prompt.
B) Include the original document, the failed extraction, and the specific validation error details.
C) Return a generic error message: There were errors. Please try again.
D) Use a PreToolUse hook to normalize the document structure.

Solutions: