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

1. When a get_customer tool lookup returns multiple potential matches for a user, what is the required pattern for ambiguity resolution?

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

2. When formatting few-shot examples, what is the most important structural rule to follow to ensure the model produces the desired output?

A) Exclusion: never use XML tags around the examples.
B) Conciseness: output examples should be truncated to save tokens.
C) Randomization: examples should be presented in different formats to increase model adaptability.
D) Format consistency: all examples must follow the identical output structure.

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

4. A pull request modifies 14 files across a repository. A single-pass automated review produces inconsistent results, catching deep bugs in some files while missing obvious ones in others. How should the review architecture be redesigned to fix this?

A) Split the review into focused passes: analyze each file individually for local issues, followed by a separate integration pass for cross-file data flow.
B) Switch to a higher-tier model with a larger context window to process all files simultaneously.
C) Require developers to manually split the PR into smaller submissions of 3-4 files.
D) Run three independent reviews on the full PR and only flag issues that reach consensus.

5. Your CI pipeline must consume Claude's code review feedback programmatically to post inline comments on a GitHub pull request. How should you enforce the exact structural shape of the output?

A) Inject a PostToolUse hook that formats the text output into a JSON object.
B) Provide at least 10 few-shot examples of valid JSON structures in the system prompt.
C) Add - -output-format json and supply the required structure via the --json-schema CLI flag.
D) Use regex to parse the unstructured markdown text output returned by Claude.

Solutions: