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

1. When implementing a hub-and-spoke multi-agent architecture using the Claude Agent SDK, which of the following statements about subagent spawning and execution are correct? Choose 2 correct answers.

A) A single coordinator response cannot emit multiple Task tool calls; subagents must be spawned sequentially across separate turns.
B) The coordinator agent must have Task included in its allowedTools configuration to spawn subagents.
C) Subagents automatically inherit the full conversation history of the coordinator agent by default.
D) Parallel execution is achieved when the coordinator agent emits multiple Task tool calls in a single response.

2. The data extraction system needs to categorize document types using an enum schema field. However, new and unexpected document types occasionally appear in production. How should you design the schema to handle this ambiguity?

A) Deploy a PreToolUse hook to intercept and reject any document types not pre-configured in the schema.
B) Use an open-ended string field instead of an enum to maximize flexibility.
C) Include an 'other' enum value paired with a 'document_type_detail' string field, guided by 2-4 few-shot examples covering edge cases.
D) Use a rigid enum containing only known document types to force the model to pick the closest match.

3. During an agentic loop execution at quicktechie.com, Claude requests to use a lookup_customer tool, but the backend database is down, resulting in an access failure. What is the architecturally correct way to return the result for the next iteration?

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

4. A customer submits a single request containing three distinct, complex issues (e.g., a missing item, a billing dispute, and a technical bug). How should the agentic workflow handle this multi-concern request?

A) Process the first issue identified and ignore the others to maintain workflow focus.
B) Escalate the conversation to a human immediately to avoid exceeding capability limits.
C) Decompose the request into distinct items, investigate each in parallel using shared context, and synthesize a unified resolution.
D) Politely request the user to submit three separate support tickets.

5. When implementing an agentic loop using the Claude API, what is the only architecturally reliable signal to determine whether the loop should terminate or continue executing?

A) Inspecting the stop_reason field of the API response for tool_use versus end_turn.
B) Implementing a hard maximum iteration cap of 5 loops to prevent infinite execution.
C) Monitoring the total token count and exiting when it reaches the context window limit.
D) Parsing the assistant's natural language text output for completion keywords like 'task complete'.

Solutions: