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

1. What is the only reliable, deterministic signal in the Claude Agent SDK to evaluate whether an agentic loop should continue executing tools or terminate?

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

2. In a multi-agent research system, subagent A retrieves revenue data from a verified financial database, while subagent B extracts conflicting revenue data from an outdated PDF. How should the system handle this uncertainty before presenting it to a human reviewer?

A) Average the two values to provide a balanced estimate to the human reviewer.
B) Restart both subagents using a higher temperature setting to generate a consensus value.
C) Maintain structured claim-source mappings with information provenance (source, confidence, timestamp) so the coordinator or human can make an informed resolution.
D) Silently drop the PDF data and return the database value since databases are always correct.

3. During a multi-source research workflow, what is the primary risk to information provenance when intermediate findings are compressed using standard summarization?

A) It triggers a PreToolUse hook that blocks the synthesis agent from reading the data.
B) The context window automatically truncates the middle sections of the summary.
C) Source attribution is silently lost unless structured claim-source mappings are explicitly required and preserved.
D) The model's extended thinking budget is exhausted before synthesis can occur.

4. In a coordinator-subagent research system, a web search subagent times out while attempting to retrieve information on a complex topic. How should this failure be propagated back to the coordinator agent?

A) Return structured error context to the coordinator, including the failure type, the attempted query, any partial results, and potential alternative approaches.
B) Implement automatic retry logic indefinitely within the subagent, returning a generic search unavailable status if it ultimately fails.
C) The subagent should catch the timeout and return an empty JSON array L] marked as successful so the workflow continues smoothly.
D) Propagate the timeout exception directly to a top-level handler to immediately terminate the entire research workflow.

5. When designing a multi-agent research system for a enterprise application, which architectural pattern is recommended to manage parallel research tasks effectively?

A) A hub-and-spoke architecture where a central coordinator delegates tasks to specialized subagents with isolated contexts.
B) A flat architecture where all agents share a global state and full conversation history to maximize context visibility.
C) A sequential pipeline architecture where each agent passes its entire context and output directly to the next agent in the chain.
D) A monolithic architecture utilizing a single agent loaded with all available research and synthesis tools.

Solutions: