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

1. When designing subagents to handle conflicting data from different sources during the final synthesis phase, which of the following are recommended practices? Choose 2 correct answers.

A) Silently average the conflicting numerical values to provide a balanced estimate.
B) Arbitrarily select the value from the most recently updated database to resolve the conflict.
C) Preserve information provenance including the source, confidence level, and timestamp.
D) Require subagents to output structured claim-source mappings.

2. When a get_customer tool lookup returns multiple potential matches for a user, what is the required pattern for ambiguity resolution?

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

3. An autonomous agent needs to escalate a complex billing issue to a human agent. What is the recommended architectural pattern for this handoff?

A) Compiling a structured handoff summary including the customer ID, root cause, refund amount, and recommended action.
B) Triggering a PreToolUse hook to automatically issue a 10% courtesy refund before transfer.
C) Forwarding the raw conversation transcript directly to the human agent's dashboard.
D) Running a sentiment analysis model to label the escalation priority before transferring the session.

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

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

5. In a multi-agent architecture, what is the best practice for handing off context from a coordinator agent to a specialized subagent?

A) Share the entire coordinator conversation history to guarantee maximum context.
B) The subagent automatically inherits the coordinator's context window.
C) Grant the subagent access to a shared global state database where the coordinator writes its findings.
D) Pass only the explicit context, findings, and parameters specifically relevant to the subagent's assigned subtask.

Solutions: