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

1. A subagent attempts to query an external database but encounters a timeout. How should this error be propagated back to the coordinator agent?

A) The subagent should silently return an empty JSON array to allow the workflow to proceed smoothly.
B) Throw a fatal exception to immediately terminate the entire research workflow.
C) Return a generic 'Operation failed' string to prevent leaking infrastructure details.
D) Return structured error context, including the failure type (access failure), what was attempted, and partial results.

2. You are designing an MCP tool interface for backend system integration. When a tool fails, which fields should be included in a well- designed structured error response? Choose 2 correct answers.

A) Option D
B) Option B
C) Option C
D) Option A

3. You are integrating Claude Code into a Continuous Integration (Cl) pipeline to run automated security analysis. Which flag combination must be used to ensure the automated job runs without hanging and produces machine-parseable output?

A) Option D
B) Option B
C) Option C
D) Option A

4. During a multi-agent synthesis phase, the coordinator receives conflicting financial statistics from a web search subagent and a document analysis subagent. What is the required architectural pattern for handling this conflict?

A) Discard both values and prompt the user to manually input the correct statistic.
B) Maintain structured claim-source mappings to preserve information provenance (source, confidence, timestamp) allowing for an informed resolution.
C) Arbitrarily select the value from the document subagent, as internal documents are generally more reliable.
D) Average the two conflicting values together to provide a balanced estimate.

5. When streaming responses that include tool calls in the Claude API, why might you observe buffering delays followed by bursts of text?

A) The API validates JSON chunks and waits for complete top-level key-value pairs before sending them to the client.
B) The API is performing a secondary security check on the generated tokens to prevent prompt injection.
C) The ContentBlockDelta events are rate-limited to 10 events per second.
D) The API automatically waits for the entire tool output to be generated before streaming begins.

Solutions: