Anthropic Claude Certified Architect Foundations (CCA-F) CCA-F Prüfungsfragen mit Lösungen:

1. A chatbot frequently receives greetings, policy questions, and technical support requests. Which architecture improves maintainability?

A) Maximum temperature.
B) Disable retrieval.
C) Prompt routing based on request type.
D) One prompt for every scenario.

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

3. After the web search and document analysis subagents complete their tasks, the coordinator needs to spawn the synthesis subagent to synthesize the findings. What is the correct approach for providing the synthesis subagent with the information it needs?

A) Spawn the subagent with only a brief task description, relying on automatic context inheritance from the coordinator
B) Provide the subagent with tool definitions that allow it to request outputs from other subagents via callbacks
C) Pass reference identifiers and configure the subagent with read access to a shared memory store where other subagents deposited their results
D) Include the complete findings from both subagents directly in the synthesis subagent's prompt

4. After the web search agent finds 25 sources (120K tokens of raw content), the document analysis agent extracts key insights (15K tokens), and the synthesis agent produces a coherent narrative draft (3K tokens), the coordinator must pass context to the report generation agent for the final output with proper source citations. What context-passing strategy provides the best balance of completeness and efficiency?

A) Pass a condensed summary of all prior stages that preserves the main findings and attributes them to sources by name only.
B) Pass only the synthesis draft and have a separate post-processing pipeline match claims to sources and insert citations after the report is generated.
C) Pass the full accumulated context from all prior agents.
D) Pass the synthesis draft along with a structured source index that maps key claims to their source URLs and relevant excerpts.

5. 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) The prompt lacks instructions telling Claude to remember information across multiple exchanges.
C) The verification tool is clearing the agent's internal state after each successful validation step.
D) Claude's memory retention is limited to two conversational turns by default, requiring explicit configuration to extend it.

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