최신 CCA-F 무료덤프 - Anthropic Claude Certified Architect Foundations (CCA-F)

문제1

You are building a multi-agent research system using the Claude Agent SDK. A coordinator agent delegates to specialized subagents: one searches the web, one analyzes documents, one synthesizes findings, and one generates reports. The system researches topics and produces comprehensive, cited reports.
When analyzing complex legal cases that cite multiple precedents, the document analysis subagent processes each sequentially. A landmark case citing 12 precedents takes over 3 minutes to analyze completely. What's the most effective way to reduce this latency while preserving the coordinator's ability to monitor and debug the system?

A. Enable the document analysis subagent to spawn its own specialized subagents dynamically when it encounters cases with many citations

B. Create a recursive agent hierarchy where analysis agents subdivide work among child agents until reaching single-precedent granularity

C. Implement a message queue where precedent analysis tasks are processed asynchronously by a pool of worker agents

D. Have the coordinator spawn parallel document analysis subagents, each handling a subset of precedents, then aggregate results before synthesis

정답: D

설명: (DumpTOP 회원만 볼 수 있음)

문제2

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. Instruct the synthesis agent to embed source references inline within its summary text using a consistent citation format.

B. Have the report generator query the web search agent to re-locate sources for claims in the final report.

C. Skip summarization and pass full raw outputs from web search and document analysis directly to the report generator.

D. Have each agent output structured data separating content summaries from source metadata (URLs, document names, page numbers).

정답: D

설명: (DumpTOP 회원만 볼 수 있음)

문제3

Your conversational assistant frequently generates multiple clarifying questions when users make ambiguous requests. When a user asks "Can you help me with the report?", the assistant responds: "I'd be happy to help! Could you tell me: 1) Which report? 2) What kind of help - drafting, reviewing, or formatting? 3) What's your deadline?" User analytics show a 40% conversation abandonment rate after these multi-question responses.
What's the most effective way to reduce friction while appropriately handling ambiguity?

A. Modify the system prompt to instruct the assistant to make reasonable assumptions from available context, state those assumptions explicitly, and offer to adjust if the interpretation is wrong.

B. Limit the assistant to one clarifying question per turn, using conversation history to accumulate answers over multiple exchanges rather than requesting everything upfront.

C. Create a lookup table of common request patterns with predefined default interpretations, having the assistant respond with those defaults without stating the assumptions made.

D. Add a preprocessing step using a smaller model to classify request ambiguity on a 1-5 scale, routing high-ambiguity requests to a clarification dialog and low-ambiguity requests directly to the assistant.

정답: A

설명: (DumpTOP 회원만 볼 수 있음)

문제4

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. Throw an exception from the tool handler so the agent framework can catch and log it

D. Return a success response with a "status" field indicating the error type

정답: B

설명: (DumpTOP 회원만 볼 수 있음)

문제5

You are building a customer support resolution agent using the Claude Agent SDK. The agent handles high-ambiguity requests like returns, billing disputes, and account issues. It has access to your backend systems through custom Model Context Protocol (MCP) tools ( get_customer, lookup_order , process_refund , escalate_to_human ). Your target is 80%+ first-contact resolution while knowing when to escalate.
After expanding the agent's MCP tools with delivery-specific capabilities ( check_delivery_status , contact_driver , issue_credit , apply_promo_code , update_delivery_address , reschedule delivery ), the total tool count has grown from 4 to 10. Your evaluation suite shows tool selection accuracy has dropped from 88% to 71%. Log analysis reveals the majority of errors involve the agent selecting between semantically overlapping tools - calling issue_credit when process_refund was correct, and calling check_delivery_status when lookup_order already returns the needed data. Which approach structurally eliminates the semantic overlap identified in the logs as the error source?

A. Split the tools across two sub-agents - a "financial resolution" agent with process_refund , issue_credit ,and apply_promo_code , and a "delivery operations" agent with the remaining delivery tools - with a coordinator routing between them.

B. Add few-shot examples to the system prompt demonstrating correct selection for each ambiguous tool pair, such as showing when issue_credit applies versus when process_refund is appropriate.

C. Consolidate semantically overlapping tools - merge issue_credit and process_refund into a single resolve_compensation tool with an action parameter, and fold check_delivery_status into lookup_order with an optional include_tracking flag.

D. Enable the tool search tool with defer_loading on the six new tools, keeping the original four always loaded, so the agent dynamically discovers specialized tools only when needed.

정답: C

설명: (DumpTOP 회원만 볼 수 있음)

문제6

A developer includes multiple unrelated tasks inside one extremely long prompt. What is the MOST likely outcome?

A. Reduced instruction clarity.

B. Increased prompt clarity.

C. Improved reasoning.

D. Faster inference.

정답: A

설명: (DumpTOP 회원만 볼 수 있음)

문제7

An organization wants predictable outputs for automated invoice classification. Which API parameter should generally be LOWER?

A. Temperature

B. Context window

C. Max tokens

D. Prompt length

정답: A

최신 CCA-F 무료덤프 - Anthropic Claude Certified Architect Foundations (CCA-F)

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