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

1. The agent attempts to call a lookup_order tool, but the backend database is down due to a timeout. What structured error response should the tool return to the agent?

A) {"error : " A fatal exception that immediately terminates the agentic loop.
B) An empty JSON array [J so the agent can smoothly transition to an alternative tool.
C) A generic string " Operation failed"} to avoid leaking infrastructure details to the LLM.
D) A structured object containing isError: true, an error category of 'timeout', isRetryab1e: true, and context of what was attempted.

2. According to architectural best practices, which of the following characteristics describe tasks that necessitate the use of Plan Mode over Direct Execution? Choose 2 correct answers.

A) Tasks involving a single-file bug fix with a clear stack trace.
B) Tasks requiring architectural decisions and evaluation of multiple valid approaches.
C) Tasks involving large-scale changes and multi-file modifications.
D) Tasks involving minor style updates or typo corrections in documentation.

3. In a multi-agent system, a subagent times out querying a database. How should this error be propagated back to the coordinator agent?

A) Return structured error context including the failure type, what was attempted, and partial results.
B) Catch the timeout and return an empty result set marked as successful to keep the workflow moving.
C) Propagate the exception directly to a top-level handler to terminate the entire workflow.
D) Return a generic string {"error": "Operation failed"}.

4. For which of the following workloads is the Message Batches API considered inappropriate due to its architectural constraints?

A) Asynchronous translation of bulk documentation.
B) Weekly compliance scans of customer support logs.
C) Blocking pre-merge code reviews in a CIICD pipeline.
D) Nightly test suite generation across a repository.

5. When planning complex multi-flle architectural changes, such as a monolith-to-microservices migration, why is it recommended to use plan mode rather than direct execution?

A) Plan mode automatically generates missing unit tests for legacy code before executing.
B) Plan mode utilizes the Message Batches API to reduce token costs by 50 percent.
C) Plan mode overrides the token limit context window by executing across multiple continuous sessions automatically.
D) Plan mode restricts Claude to using only read-only tools to explore the codebase, design a strategy, and get developer approval before making costly modifications.

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