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

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

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

2. Why is configuring the exact same Claude session to review its newly generated pull request code considered an architectural anti- pattern?

A) Tools invoked during the first pass are permanently locked and cannot be reused in the review pass.
B) It exceeds the maximum token limit for the context window during the generation phase.
C) The reviewer retains the reasoning context and assumptions from the generation phase, creating confirmation bias.
D) The Message Batches API does not support multi-turn tool calling within a single request.

3. Which prompt strategy is most effective at reducing false positives in an automated code review system?

A) Ask the model to "find all code issues" to ensure nothing is missed.
B) Provide explicit, measurable criteria like "flag functions exceeding 50 lines".
C) Use a temperature of 0.0 to ensure deterministic outputs.
D) Instruct the model to only report high-confidence findings.

4. You are creating a reusable skill for an automated code review process. You want the skill to analyze the codebase extensively without polluting the main conversation's context window with its exploratory output. Which frontmatter configuration is required?

A) execution_mode: background
B) context: fork
C) isolation: true
D) sandbox: enabled

5. To mitigate the 'lost in the middle' effect when passing a large set of aggregated documents to Claude, where should you place the most critical instructions and key findings summaries?

A) Inside a hidden HTML comment block <!-- -->.
B) Evenly distributed throughout the middle of the document chunks.
C) In a separate PostToolUse hook payload.
D) At the beginning and end of the aggregated input.

Solutions: