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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:
1. To optimize a human-in-the-loop workflow with limited reviewer capacity, how should you determine which documents require manual review?
A) Have models output field-level confidence scores and calibrate review thresholds using labeled validation sets.
B) Escalate any document that exceeds 5 pages in length.
C) Route documents randomly based on a flat 10% sample rate.
D) Rely on the model's self-reported conversational confidence score in the output.
2. A pull request modifies 14 files across a repository. A single-pass automated review produces inconsistent results, catching deep bugs in some files while missing obvious ones in others. How should the review architecture be redesigned to fix this?
A) Split the review into focused passes: analyze each file individually for local issues, followed by a separate integration pass for cross-file data flow.
B) Switch to a higher-tier model with a larger context window to process all files simultaneously.
C) Require developers to manually split the PR into smaller submissions of 3-4 files.
D) Run three independent reviews on the full PR and only flag issues that reach consensus.
3. In a large organization, skill naming conflicts can occur. If a personal skill, a project-level skill, a plugin skill, and an enterprise managed skill all share the identical name, what is the correct priority order (from highest to lowest) that Claude Code uses to resolve the conflict?
A) Project > Enterprise > Personal > Plugins
B) Enterprise > Personal > Project > Plugins
C) Personal > Enterprise > Project > Plugins
D) Plugins > Project > Personal > Enterprise
4. You must enforce a strict business rule that the agent escalates any refund request exceeding $500. What is the most deterministic method to implement this?
A) Add a capitalized warning in the system prompt explicitly forbidding high-value refunds.
B) Configure tool_choice to 'auto' so the model can dynamically assess the financial risk.
C) Provide 5 negative few-shot examples showing the agent refusing high-value refunds.
D) Use an Agent SDK hook (e.g., PreToolUse or PostToolUse) to programmatically intercept and block the action.
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) Grant the subagent access to a shared global state object where the coordinator writes its findings.
B) Share the entire coordinator conversation history to ensure the subagent has maximum context visibility.
C) Rely on automatic context inheritance, as subagents inherently share the coordinator's memory.
D) Pass only the explicit context, findings, and parameters specifically relevant to that subagent's assigned subtask.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: D |
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