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

1. According to best practices, which of the following scenarios should trigger a developer to use Plan Mode in Claude Code? Choose 2 correct answers.

A) When implementing multi-file architectural changes.
B) When adding a single console. log statement to a known file.
C) When evaluating multiple valid approaches for a new feature implementation.
D) When fixing a minor typo in project documentation.

2. A developer grants a single Claude agent access to 18 different tools for a complex refactoring task. Production logs indicate that the agent frequently selects the wrong tool. What is the most effective architectural fix for this issue?

A) Expand the tool descriptions to include more exhaustive examples and edge cases for all 18 tools.
B) Reduce the number of tools per agent to 4-5 by distributing the rest across specialized subagents.
C) Implement a routing layer that pre-selects tools based on keyword matching in the user's prompt.
D) Switch to a higher-tier model with a larger context window to better process the 18 tool schemas.

3. Which of the following scenarios describe valid and effective uses of Agent SDK hooks (such as PreToolUse and PostToolUse)? Choose 2 correct answers.

A) Intercepting outgoing tool calls to block policy-violating actions and redirecting to human escalation workflows.
B) Guaranteeing that a generated JSON object contains no semantic reasoning errors.
C) Controlling the total number of subagents that can be spawned simultaneously during multi-agent orchestration.
D) Intercepting tool results to normalize heterogeneous data formats (like dates or status codes) before the model processes them.

4. What is the only reliable and architecturally correct signal in the Claude API to determine whether an agentic loop should continue executing tools or terminate?

A) Inspecting the stop_reason field of the response for tool_use versus end_turn.
B) Monitoring the total token count and exiting the loop when it reaches the context window limit.
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'.

5. During a data extraction task, a validation check fails because the extracted line items do not sum to the total. How should the follow-up retry request be structured for the best results?

A) Return a generic error message: There were errors. Please try again.
B) Automatically increase the model temperature and resubmit the original prompt.
C) Include the original document, the failed extraction, and the specific validation error details.
D) Use a PreToolUse hook to normalize the document structure.

Solutions: