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

1. When applying few-shot prompting to improve extraction quality for ambiguous scenarios, what is the optimal number of examples to provide?

A) 1 example to establish the JSON format.
B) 2 to 4 examples, covering standard and edge cases.
C) 8 to 10 examples to cover all possible variations.
D) 15 or more examples to thoroughly fine-tune the model's reasoning.

2. During the final synthesis phase, the system receives conflicting statistical data from two different subagents: one derived from a verified financial database, and another extracted from an outdated PDF. How should the synthesis agent handle this conflict?

A) Track information provenance by preserving both values, their sources, confidence levels, and timestamps, allowing informed resolution.
B) Average the two conflicting values together to provide a balanced estimate in the final report.
C) Halt the synthesis process and prompt the user to manually select the correct statistical value.
D) Arbitrarily select the value from the financial database since structured databases are inherently more accurate.

3. After updating a tool description to perfectly define its purpose and boundaries, Claude still occasionally misroutes specific requests to an older, less appropriate tool. What hidden factor is most likely causing this unintended tool association?

A) The tool_choice parameter is set to auto instead of any.
B) The Model Context Protocol automatically defaults to tools with shorter alphabetical names.
C) Keyword-sensitive instructions embedded in the system prompt are overriding the tool descriptions.
D) The agent is executing a PostToolUse hook that rewrites the tool execution payload.

4. To locate all test files written in TypeScript within a specific directory subtree (e.g., **/*. test. tsx), which built-in tool is architecturally correct to use?

A) Glob
B) Bash
C) Grep
D) Read

5. Which of the following strategies are highly recommended for integrating Claude into a robust test generation workflow? Choose 2 correct answers.

A) Share specific test failure outputs with Claude to guide progressive improvement of the implementation.
B) Document testing standards, valuable test criteria, and available fixtures in the project-level CLAUDE .md.
C) Execute tests automatically within a PreToolUse hook to prevent Claude from saving failing code.
D) Rely on aggregate test coverage metrics to determine if the generated tests are semantically correct.

Solutions: