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

1. When building a conversation loop to handle multi-turn tool calling, what is the only reliable signal to determine when Claude has finished requesting tools and the loop should terminate?

A) The model's self-reported confidence score reaches 0.9.
B) The stop_reason field of the API response equals end_turn.
C) The assistant text content includes the phrase 'task complete'.
D) The token count reaches the predefined limit.

2. To allow a coordinator agent to spawn specialized subagents in a multi-agent orchestration setup, which specific configuration must be applied to the coordinator?

A) Configure a PreToolUse hook to automatically manage the spawning process.
B) Set the tool_choice parameter to auto for the coordinator agent.
C) The coordinator's allowedTools array must explicitly include the Task tool.
D) The subagent must be initialized with an inherit_context: true flag.

3. To optimize a CI/CD pipeline, your manager wants to use the Message Batches API to reduce costs by 50%. The pipeline includes a real-time, blocking pre-merge code review, and a separate nightly technical debt audit. How should you apply the Batch API?

A) Use the Batch API strictly for the nightly technical debt audit, and retain synchronous real-time calls for the blocking pre-merge review.
B) Use the Batch API for both workflows to maximize cost savings, utilizing status polling for the pre-merge check.
C) Switch both to the Batch API, but implement a timeout fallback that switches to synchronous calls if the batch exceeds 5 minutes.
D) Use synchronous API calls for both workflows, as the Batch API does not support structured JSON schema outputs.

4. When natural language descriptions of a complex data transformation continually produce inconsistent results from Claude, what is the most effective iterative refinement technique to correct this behavior?

A) Providing 2-3 concrete input/output examples to clarify the exact expected transformation requirements.
B) Changing the tool_choice setting to auto.
C) Appending "BE EXTREMELY PRECISE" to the end of the system prompt.
D) Increasing the max_tokens parameter to allow for a longer reasoning chain.

5. The configuration hierarchy in Claude Code resolves settings from multiple levels. Which of the following are valid configuration layers where CLAUDE.md files can be placed? Choose 2 correct answers.

A) Global system-level (e.g., /etc/c1aude/CLAl_JDE. md) for machine-wide mandates.
B) Cloud-level (e.g., s3 : //config/CLAUDE .md) for distributed synchronization.
C) User-level (e.g., 4. claude/CLAUDE. md) for personal preferences.
D) Directory-level (e.g., src/api/CLAUDE .md) for module-scoped conventions.

Solutions: