Free Anthropic CCA-F Exam Dumps Questions & Answers

A legal department requires Claude to answer only when sufficient evidence exists in retrieved documents. What should Claude do if evidence is insufficient?

• A.  Search social media automatically.
• B.  Clearly indicate insufficient information.
• C.  Increase creativity.
• D.  Invent a likely answer.

Your get_portfolio_value tool returns the total value of a user's investment portfolio. You're deciding between returning a structured JSON object with explicit fields versus returning the information as a formatted text string. What is the primary advantage of using structured output with defined fields?

• A.  Structured JSON consumes significantly fewer tokens than natural language, substantially reducing API costs.
• B.  Structured JSON is processed deterministically by the model, significantly improving accuracy when extracting values.
• C.  JSON schemas automatically validate that the underlying API returned correct data before the agent processes it.
• D.  The agent can reliably extract specific values without parsing free-form text, reducing errors in subsequent operations.

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 researching "renewable energy adoption," the web search agent returns recent statistics (2024: 35% adoption) while the document analysis agent extracts data from internal reports (2021: 18% adoption). The synthesis agent incorrectly flags these as contradictory sources rather than recognizing the data shows growth over time. What change would best enable the synthesis agent to correctly interpret such temporal differences?

• A.  Instruct the synthesis agent to always treat the most recent data as authoritative and place older findings in a separate historical appendix.
• B.  Add a conflict resolution agent that automatically discards older data when newer data exists for the same metric.
• C.  Configure the web search agent to only return results from the past 6 months.
• D.  Require subagents to include publication or data collection dates in their structured outputs.

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

Production logs show that when the agent handles complex billing disputes requiring 6+ tool calls, it sometimes exhausts its max_turns limit after gathering data but before completing resolution or escalating. The team's goal is to guarantee that every customer interaction ends with either a completed resolution or a human handoff, regardless of how the agent loop terminates. Which approach achieves this guarantee?

• A.  Split the workflow into two sequential agent invocations - a first agent gathers information via get_customer and lookup_order, then a second agent receives that data and handles process_refund or escalate_to_human, each with separate turn budgets.
• B.  Implement a pre-tool-use hook that counts tool invocations and terminates the loop with an automatic escalation once the agent reaches 80% of its max_turns limit.
• C.  Add system prompt instructions telling the agent to call escalate_to_human with a summary of its findings whenever it determines it cannot complete resolution within its remaining actions.
• D.  Add orchestration-layer code that checks the agent's outcome after each loop termination - if the loop ended without a completed resolution or escalation, programmatically call escalate_to_human with the accumulated conversation context and tool results.