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

1. In a multi-pass review architecture, how can you effectively automate the routing of identified findings for human review calibration?

A) Rely strictly on the model's self-reported conversational confidence score in the output.
B) Escalate any finding that flags more than 5 lines of code.
C) Use the Message Batches API to delay findings until the end-of-week manual review.
D) Run verification passes where the model outputs field-level confidence scores alongside findings to enable calibrated review routing.

2. Which prompt strategy is most effective at reducing false positives in an automated code review system?

A) Ask the model to "find all code issues" to ensure nothing is missed.
B) Provide explicit, measurable criteria like "flag functions exceeding 50 lines".
C) Instruct the model to only report high-confidence findings.
D) Use a temperature of 0.0 to ensure deterministic outputs.

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

4. When a tool lookup (e.g., get_customer) returns multiple matches, what is the most reliable way for the agent to proceed?

A) Automatically escalate to a human agent.
B) Select the most recently active account using a heuristic.
C) Instruct the agent to ask the user for additional identifiers for clarification.
D) Return a structured error and terminate the workflow.

5. You want to expose a static content catalog, such as a large database schema or internal API specification, to an MCP client without requiring Claude to make exploratory tool calls. Which MCP feature is specifically designed for this?

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

Solutions: