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

1. When designing JSON schemas for an extraction tool, why is it considered a best practice to define certain fields as optional or nullable (e.g., ["string' ,' "null " J)? Choose 2 correct answers.

A) To trigger an automatic retry loop whenever the model returns a null value.
B) To ensure structural compliance without forcing the model to guess unknown values to satisfy required field constraints.
C) To prevent the model from fabricating or hallucinating values when the requested information is absent from the source document.
D) To bypass the tool_choice: " any" parameter constraint during execution.

2. When designing an automated code review system for a large repository, you notice that developers are experiencing 'alert fatigue' because the AI flags too many non-issues and stylistic preferences. What is the most effective prompt engineering technique to reduce these false positives?

A) Provide at least 15 few-shot examples covering every possible coding style in the repository.
B) Instruct the model to be thorough and flag everything suspicious to ensure no bugs are missed.
C) Define explicit, measurable review criteria, such as flag functions exceeding 50 lines of code, instead of relying on vague instructions.
D) Set the model's temperature to 0.0 to ensure deterministic output and eliminate all false positives.

3. Which of the following scenarios represent appropriate, architecturally sound use cases for Agent SDK hooks? Choose 2 correct answers.

A) Normalizing heterogeneous numeric status codes from different MCP tools before appending them to the conversation context.
B) Guaranteeing that a model-extracted JSON object contains no semantic reasoning errors.
C) Enforcing the conversational tone, politeness, and persona the agent should adopt.
D) Intercepting outgoing tool calls to deterministically block policy-violating actions, such as unauthorized financial transactions.

4. When designing JSON schemas for structured data extraction, which practices help prevent hallucinations and misclassifications?
Choose 2 correct answers.

A) Setting tool_choice: "auto" to allow conversational bypass when data is unclear.
B) Omitting the required array entirely to provide maximum generation flexibility.
C) Using an other enum value paired with a detail string field for extensible categorization.
D) Using nullable fields (e.g., ["string ," "null"]) when data might be absent from the source.

5. When designing subagents to handle conflicting data from different sources during the final synthesis phase, which of the following are recommended practices? Choose 2 correct answers.

A) Arbitrarily select the value from the most recently updated database to resolve the conflict.
B) Silently average the conflicting numerical values to provide a balanced estimate.
C) Preserve information provenance including the source, confidence level, and timestamp.
D) Require subagents to output structured claim-source mappings.

Solutions: