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

1. In a multi-agent research system, subagent A retrieves revenue data from a verified financial database, while subagent B extracts conflicting revenue data from an outdated PDF. How should the system handle this uncertainty before presenting it to a human reviewer?

A) Maintain structured claim-source mappings with information provenance (source, confidence, timestamp) so the coordinator or human can make an informed resolution.
B) Restart both subagents using a higher temperature setting to generate a consensus value.
C) Silently drop the PDF data and return the database value since databases are always correct.
D) Average the two values to provide a balanced estimate to the human reviewer.

2. Which of the following patterns represent best practices for implementing handoffs and enforcement in multi-step workflows? Choose 2 correct answers.

A) process _ refund.
B) Relying on the agent's self-reported confidence score to trigger mid-process escalation decisions.
C) Using prompt-based instructions to guarantee that a lookup_order tool is always called before
D) Implementing programmatic prerequisites that explicitly block downstream tool calls until required verification steps are completed.
E) Compiling structured handoff summaries containing root causes and recommended actions when escalating to human agents.

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

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

4. When a tool lookup (e.g., get_customer) returns multiple matches, what is the most reliable way for the agent to proceed?

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

5. When executing a complex feature implementation with multiple valid architectural approaches, what is the recommended lifecycle pattern for utilizing Claude Code's operating modes?

A) Combine Plan mode for initial investigation and architecture design, then switch to Direct Execution to implement the agreed-upon plan.
B) Run Direct Execution in the background via the Message Batches API, passing the result to Plan Mode.
C) Use Plan Mode exclusively, letting it automatically write and commit the files without pausing for approval.
D) Use Direct Execution to write the code, followed by Plan Mode to review the code and write tests.

Solutions: