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

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

2. How should an architect design crash recovery for a multi-agent exploration system at quicktechie.com?

A) Use structured agent state exports (manifests) that the coordinator loads on resume and injects into agent prompts.
B) Rely entirely on the 4. claude .json file to store conversational memory.
C) Automatically trigger a /clear command to gracefully reset the environment.
D) Parse natural language checkpoints directly from the assistant's unstructured text responses.

3. An MCP tool processes financial refunds. A policy violation occurs because the requested amount exceeds the user's maximum allowed limit. What is the most architecturally sound way the tool should respond?

A) Return structured error metadata with isError: true, a human-readable context description of the policy violation, and isRetryable: false.
B) Throw a fatal system exception to halt execution.
C) Return an empty response payload so the agent can seamlessly try a different tool.
D) Return a generic "Operation failed" string to avoid leaking internal policy limits.

4. Which of the following strategies are explicitly recommended for designing multi-instance and multi-pass review architectures? Choose 2 correct answers.

A) Splitting multi-file reviews into focused per-file passes for local issues plus a separate cross-file integration pass.
B) Forcing consensus across 3 monolithic runs to suppress false positives in large multi-file PRs.
C) Having the same session review its newly generated code to preserve maximum architectural context.
D) Using an independent Claude instance to review generated code without the generator's reasoning context.

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

Solutions: