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

1. What is the only reliable, deterministic signal in the Claude Agent SDK to evaluate whether an agentic loop should continue executing tools or terminate?

A) Monitoring the total token count and exiting the loop when it reaches the context window limit.
B) Inspecting the stop_reason field of the response for tool_use versus end_turn.
C) Setting a hard maximum iteration cap of 5 loops to prevent infinite execution.
D) Parsing the assistant's natural language text output for completion keywords like 'task complete'.

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

3. A data extraction pipeline uses few-shot examples to teach Claude how to extract invoice line items. To ensure the model handles unexpected formats reliably, what must be included in the few-shot examples?

A) Only examples of perfectly formatted, standard invoices to establish a strong baseline.
B) At least one example that demonstrates how to handle an ambiguous scenario or edge case.
C) Extensive XML tags defining the model's underlying neural architecture.
D) A negative example showing the model generating conversational text instead of JSON.

4. A customer support agent must never process a refund exceeding $500 without explicit manager approval. What is the most robust and deterministic method to enforce this business rule?

A) Provide negative few-shot examples in the prompt showing the agent successfully refusing high-value refunds.
B) Set the tool choice parameter to 'auto' so the model can dynamically assess the financial risk.
C) Implement a PostToolUse hook that programmatically intercepts the refund tool call and blocks execution if the amount exceeds 500.
D) Include a capitalized warning in the system prompt explicitly forbidding refunds over $500.

5. In a hub-and-spoke multi-agent architecture, what is the best practice for passing context from the coordinator agent down to a specialized subagent?

A) Pass only the explicit context, findings, and parameters specifically relevant to that subagent's assigned subtask.
B) Subagents automatically inherit the coordinator's full context window, so no explicit passing is needed.
C) Grant the subagent access to a shared global state object where the coordinator writes its findings.
D) Share the entire coordinator conversation history to ensure the subagent has maximum context.

Solutions: