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

1. When designing JSON schemas for an extraction tool, which of the following practices are highly recommended for reliability? Choose 2 correct answers.

A) Setting tool_choice: "auto" to guarantee structural compliance across all documents.
B) Omitting the required array entirely to give the model maximum flexibility.
C) Defining fields as optional or nullable (e.g., "["string "null"]) to prevent fabrication of missing data.
D) Including an other enum value alongside a detail string field to handle ambiguous or extensible categories.

2. An automated extraction pipeline reports 96% aggregate accuracy, but downstream users complain about frequent errors on complex contracts. What monitoring methodology resolves this visibility gap?

A) Switching entirely to the Message Batches API for asynchronous processing.
B) Tracking accuracy by specific document type and field (stratified metrics).
C) Requiring a 100% human-in-the-loop review for all documents.
D) Increasing the overall sampling size randomly to capture a broader dataset.

3. When implementing a self-evaluation loop for structured data extraction, your agent reports 96% aggregate accuracy, but downstream users complain about frequent errors on complex contracts. What monitoring methodology resolves this evaluation visibility gap?

A) Switching entirely to the Message Batches API for asynchronous processing.
B) Executing the evaluation passes inside a PreToolUse hook.
C) Increasing the overall sampling size randomly to capture a broader dataset.
D) Tracking accuracy by specific document type and field segment (stratified metrics).

4. An agent queries multiple external APIs that return dates in drastically different formats (e.g., Unix timestamps vs ISO 8601). What is the architecturally correct way to normalize this data before the agent processes it?

A) Implement a PostToolUse hook that intercepts the heterogeneous tool results and transforms them into a standardized format before appending to context.
B) Provide few-shot examples in the system prompt showing the agent successfully translating Unix timestamps.
C) Set the tool_choice parameter to strictly enforce ISO 8601 schema outputs.
D) Use a PreToolUse hook to dynamically modify the prompt, instructing the agent to convert all dates to ISO 8601.

5. Which of the following is an explicit limitation of using the Message Batches API?

A) It does not support multi-turn tool calling within a single request.
B) It requires a dedicated local MCP server to execute.
C) It cannot process explicit JSON schemas for structured output.
D) It severely restricts the maximum context window capacity.

Solutions: