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

1. Claude produces occasional factual inaccuracies despite clear prompts. Which architectural enhancement is MOST effective?

A) Add grounding through trusted retrieval.
B) Remove examples.
C) Shorten responses only.
D) Increase temperature.

2. The synthesis agent receives summarized findings from the web search and document analysis agents, then passes a consolidated summary to the report generator. During testing, you discover the generated reports make factual claims without proper citations - the report generator cannot attribute statements to their original sources because that metadata was lost during the summarization steps. What's the most effective approach to ensure proper source attribution in the final reports?

A) Skip summarization and pass full raw outputs from web search and document analysis directly to the report generator.
B) Instruct the synthesis agent to embed source references inline within its summary text using a consistent citation format.
C) Have the report generator query the web search agent to re-locate sources for claims in the final report.
D) Have each agent output structured data separating content summaries from source metadata (URLs, document names, page numbers).

3. Your update_user_profile tool accepts a user_id (required) and an optional fields_to_update object. In testing, Claude frequently omits user_id or passes incorrectly structured data. What is most critical for helping Claude understand what parameter values to provide?

A) Strict JSON Schema type constraints marking user_id as required and defining fields_to_update as an object type
B) Verbose parameter names encoding format hints, such as user_id_string_uuid_format
C) Detailed error responses explaining why invalid parameter values were rejected
D) Clear parameter descriptions explaining expected format, such as "user_id: UUID of the user to update (required)"

4. The agent verifies customer identity through a multi-step process before resetting passwords.
During testing, you notice that after the customer answers the third verification question, the agent asks them to provide their name again, as if the earlier exchange never happened. What's the most likely cause of this behavior?

A) The conversation history isn't being passed in subsequent API requests.
B) Claude's memory retention is limited to two conversational turns by default, requiring explicit configuration to extend it.
C) The prompt lacks instructions telling Claude to remember information across multiple exchanges.
D) The verification tool is clearing the agent's internal state after each successful validation step.

5. The web search agent has gathered several relevant sources for a research topic. The document analysis agent now needs to examine these sources. How does information typically flow between these two specialized subagents?

A) The agents communicate through an event-driven message queue, with the document analysis agent subscribing to web search completion events.
B) The web search agent directly invokes the document analysis agent, passing the discovered sources as parameters.
C) The coordinator agent receives the web search agent's output and includes relevant findings in the prompt when invoking the document analysis agent.
D) Both agents access a shared memory store where the web search agent writes findings and the document analysis agent reads them.

Solutions: