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

1. When extracting financial summaries from unstructured documents, how can you design a self-correction validation flow directly within the extraction process?

A) Extract a calculated_total alongside the stated_total to programmatically flag discrepancies.
B) Increase the max_tokens limit to give the model more space to reason about the math.
C) Provide few-shot examples of flawless mathematical calculations.
D) Execute the extraction inside a PreToolUse hook.

2. A subagent attempts to query an external database but encounters a timeout. How should this error be propagated back to the coordinator agent?

A) Return structured error context, including the failure type (access failure), what was attempted, and partial results.
B) Throw a fatal exception to immediately terminate the entire research workflow.
C) The subagent should silently return an empty JSON array to allow the workflow to proceed smoothly.
D) Return a generic 'Operation failed' string to prevent leaking infrastructure details.

3. To allow a coordinator agent to spawn specialized subagents, which specific configuration must be applied to the coordinator?

A) The coordinator's allowedTools array must explicitly include the Task tool.
B) The subagent must be initialized with an inherit_context: true flag.
C) Set the tool_choice parameter to auto for the coordinator agent.
D) A PreToolUse hook must be registered to automatically manage the spawning process.

4. When designing a human review workflow with limited reviewer capacity, which of the following items should be prioritized for human review? (Choose 2 correct answers)

A) Extractions where the model reports low field-level confidence.
B) Extractions involving ambiguous or contradictory source documents.
C) Randomly selected extractions from documents categorized as having 99% historical accuracy.
D) Documents where the tool_choice was set to "auto".

5. How can an architect split a massive, monolithic CLAUDE. md file to selectively include external standards files based on the current module?

A) By compiling a PreToolUse hook to merge files dynamically before generation.
B) By utilizing the #include macro inside the file's YAML frontmatter.
C) By using the @import syntax to reference and pull in external markdown files.
D) By specifying an allowed-tools array pointing to specific directories.

Solutions: