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

1. To measure ongoing error rates in high-confidence extractions and detect novel error patterns, which methodology should be implemented?

A) Exhaustive 100% human review.
B) Aggregate accuracy averaging.
C) Stratified random sampling.
D) Prompt-based sequential pipelining.

2. When streaming responses that include tool calls in the Claude API, why might you observe buffering delays followed by bursts of text?

A) The API is performing a secondary security check on the generated tokens to prevent prompt injection.
B) The ContentBlockDelta events are rate-limited to 10 events per second.
C) The API automatically waits for the entire tool output to be generated before streaming begins.
D) The API validates JSON chunks and waits for complete top-level key-value pairs before sending them to the client.

3. When using a hook to normalize heterogeneous data formats (e.g., standardizing different date formats returned by multiple external APIs) before the LLM processes them, which hook pattern is typically used?

A) A SubagentStop hook that triggers re-evaluation.
B) A PreToolUse hook that modifies the user's prompt.
C) A PostToolUse hook that intercepts and transforms the tool results.
D) A Notification hook that alerts the user of data inconsistencies.

4. When implementing multi-pass review and self-evaluation architectures, which of the following practices are recommended to ensure reliability and accurate routing? Choose 2 correct answers.

A) Running verification passes where the model self-reports confidence alongside each finding to enable calibrated review routing.
B) Having the same session review its newly generated code to guarantee maximum preservation of architectural context.
C) Using a second independent Claude instance to review generated code without the generator's reasoning context.
D) Forcing consensus across 3 monolithic runs to suppress false positives in large multi-file PRs.

5. Which of the following statements correctly describe the behavior of session management commands in Claude Code? Choose 2 correct answers.

A) Option B
B) Option D
C) Option C
D) Option A

Solutions: