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

1. In a multi-pass review architecture, how can you effectively automate the routing of identified findings for human review calibration?

A) Run verification passes where the model outputs field-level confidence scores alongside findings to enable calibrated review routing.
B) Rely strictly on the model's self-reported conversational confidence score in the output.
C) Escalate any finding that flags more than 5 lines of code.
D) Use the Message Batches API to delay findings until the end-of-week manual review.

2. You are analyzing a massive legacy codebase and want to explore an alternative, potentially destructive refactoring approach without polluting your main session's context window. Which session management feature should you use?

A) - resume
B) fork session
C) / clear
D) / compact

3. Which of the following strategies effectively manage context degradation in long-running exploratory sessions? Choose 2 correct answers.

A) Increasing the model's temperature parameter to encourage creative context recovery.
B) Persisting key findings and intermediate states in external scratchpad files that survive context resets.
C) Delegating verbose exploration output to subagents to keep the main coordinator's context clean.
D) Continuously summarizing 'case facts' blocks to free up space.

4. After executing a requested tool in an agentic loop, how must the application handle the follow-up request to ensure the model can accurately reason about the next action?

A) Pass the tool result inside an assistant message equipped with an is_error flag.
B) Use the /compact command to summarize the tool output before returning it to the loop.
C) Append a user message containing a tool_result block with the matching tool_use_ld, and include the full prior conversation history.
D) Pass only the new tool result to save token space in the context window.

5. You must deterministically block any refund transaction exceeding $500 and redirect it to a human supervisor. How should you implement this using the Claude Agent SDK?

A) Include a capitalized, bold warning in the agent's system prompt forbidding refunds over $500.
B) Use a Notification hook to alert a manager while simultaneously allowing the transaction to proceed.
C) Implement a tool call interception hook (e.g., PreToolUse or PostToolUse) that programmatically blocks the policy-violating action and redirects to an escalation workflow.
D) Provide 5 negative few-shot examples in the prompt demonstrating the agent refusing high-value refunds.

Solutions: