Anthropic Claude Certified Architect Foundations (CCA-F) - CCA-F FREE EXAM DUMPS QUESTIONS & ANSWERS]

Question 1

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. Skip summarization and pass full raw outputs from web search and document analysis directly to the report generator. D. Instruct the synthesis agent to embed source references inline within its summary text using a consistent citation format.

Discussion 0

Correct Answer: B Vote an answer

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Question 2

A customer raises three separate issues during one session: a refund inquiry (turns 1-15), a subscription question (turns 16-30), and a payment method update (turns 31-45). At turn 48, the customer asks "What happened with my refund?" The conversation is approaching context limits.
What strategy best maintains the agent's ability to address all issues throughout the session?

A. Summarize earlier turns into a narrative description, preserving full message history only for the active issue. B. Rely on MCP tools to re-fetch relevant information on demand when the customer references earlier issues. C. Implement sliding window context that retains the most recent 30 turns. D. Extract and persist structured issue data (order IDs, amounts, statuses) into a separate context layer.

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Correct Answer: D Vote an answer

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Question 3

Your control_device tool manages smart home devices through external APIs. When a device doesn't respond within the timeout period, the tool returns an error. Production logs show that the agent simply tells users "the device is not responding" without offering helpful next steps. Which error response structure would best enable the agent to provide useful follow-up?

A. Set is_error: true with a structured technical error containing the device ID, timeout duration, and raw API response code for debugging purposes. B. Set is_error: true with a brief "Device offline" message and provide a separate tool the agent can call to retrieve context-specific troubleshooting suggestions. C. Set is_error: false with an optimistic message indicating the command was dispatched successfully but device acknowledgment is still pending. D. Set is_error: true with a message explaining the likely cause and suggesting troubleshooting steps the agent can offer the user.

Discussion 0

Correct Answer: D Vote an answer

Question 4

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

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

Discussion 0

Correct Answer: D Vote an answer

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Question 5

Which prompt revision is MOST likely to improve output quality?

A. Include objective, context, constraints, and expected format. B. "Summarize this." C. "Help me." D. Use only uppercase letters.

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Correct Answer: A Vote an answer

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Question 6

The coordinator provides detailed step-by-step instructions to the web search subagent, specifying exact search queries, source priorities, and date filters. Production monitoring reveals three issues: (1) the subagent reports "insufficient results" rather than trying alternative approaches when pre-specified searches fail, (2) research quality drops for emerging topics that don't match expected patterns, and (3) the subagent rarely surfaces valuable tangential sources.
What's the most effective way to improve subagent adaptability?

A. Specify research goals and quality criteria (coverage breadth, source diversity, recency) rather than procedural steps, letting the subagent determine its search strategy. B. Add explicit fallback directives to the detailed instructions: "If specified searches yield fewer than N results, attempt alternative query formulations before reporting failure." C. Remove procedural details entirely, delegating with simple goals like "research X thoroughly" and relying on the subagent's general capabilities. D. Implement a topic classification step where the coordinator categorizes requests as "well-defined" or "exploratory" and uses different instruction styles for each category.

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Correct Answer: A Vote an answer

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Question 7

When implementing your lookup_order MCP tool, the backend sometimes returns errors (e.g.,
"Order not found" or temporary database failures). What is the correct pattern for communicating these errors back to the agent?

A. Log the error server-side and return an empty result to avoid confusing the model B. Return the error message in the tool result content with the isError flag set to true C. Return a success response with a "status" field indicating the error type D. Throw an exception from the tool handler so the agent framework can catch and log it

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Correct Answer: B Vote an answer

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Question 8

An application frequently repeats the same background instructions in every API request. What is a potential downside?

A. Lower reliability. B. Higher token usage and cost. C. Increased hallucinations only. D. Reduced model capability.

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Correct Answer: B Vote an answer

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