Anthropic Claude Certified Architect - Foundations - CCAR-F Exam Practice Test

A. Request multiple extraction attempts per document and select the most common format.

B. Define a strict output schema and include format normalization rules in your prompt.

C. Use separate extraction calls for each field to ensure consistent handling of each type.

D. Extract data as-is and normalize formats in post-processing code after Claude returns.

A. Make two separate API calls--first extracting information as text, then asking Claude to format that text as JSON.

B. Include detailed JSON formatting instructions and a template example in the system prompt, asking Claude to output only valid JSON.

C. Parse Claude's text response with regex patterns to extract JSON objects, using retry logic for malformed responses.

D. Define a tool with an input schema matching your required JSON structure and extract the data from Claude's tool_use response.

A. Add post-generation coverage analysis that automatically filters out any generated test that does not increase line coverage beyond existing tests.

B. Implement two-phase generation in which a second Claude call scores each test against quality criteria, filtering out low-scoring tests before presenting results to developers.

C. Document testing standards in CLAUDE.md, including valuable-test criteria, available fixtures and their intended use cases, and examples distinguishing meaningful behavioral tests from trivial assertions.

D. Restrict test generation to directories where historical quality metrics show higher acceptance rates, disabling it for areas where generated tests consistently require substantial editing.

A. Large language models are probabilistic.

B. Retrieval failed.

C. The API returned cached responses.

D. Claude is malfunctioning.

A. Use Edit's replace_all parameter to target a common pattern and embed the new function in the replacement text

B. Use Bash to append the function definition to the end of the file using heredoc syntax

C. Use Edit with an extremely long old_string capturing 30+ lines of context to guarantee uniqueness

D. Use Read to load the file, add the function at the appropriate location, then Write the updated file

A. Raise temperature.

B. Shorten all outputs.

C. Add reliable retrieval sources.

D. Remove role instructions.

A. Make the materials field required instead of optional in the schema to force the model to always extract a value.

B. Add few-shot examples showing two or three complete input-output pairs with standardized material-description formats.

C. Switch to a more capable model tier because inconsistent extraction indicates insufficient model capability.

D. Set the temperature to 0 to eliminate randomness and ensure deterministic outputs.

A. The verification tool is clearing the agent's internal state after each successful validation step.

B. Claude's memory retention is limited to two conversational turns by default, requiring explicit configuration to extend it.

C. The conversation history isn't being passed in subsequent API requests.

D. The prompt lacks instructions telling Claude to remember information across multiple exchanges.

A. Enter plan mode to analyze how the validation might impact other parts of the reservation flow.

B. Use direct execution to make the change.

C. Start with extended thinking mode enabled to ensure thorough reasoning about the validation logic.

D. Enter plan mode first to create a detailed implementation strategy before making the change.

A. Resume the subagent from its previous transcript and inform it about the renamed functions.

B. Launch a fresh subagent and include the prior transcript in the initial prompt for context.

C. Resume the subagent from its previous transcript without mentioning the changes--the architecture understanding remains valid.

D. Launch a fresh subagent with a summary of prior findings.