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Anthropic CCA-F Exam Syllabus Topics:

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

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

2. Your multi-agent research pipeline crashed after processing12 of 28 documents. The web search agent had identified relevant sources, the document analyzer had partially completed extraction, and the synthesizer had begun pattern identification. You need to resume processing without repeating work or losing fidelity of prior findings. What state management approach best balances information fidelity with context efficiency when restoring agent state?

A) Persist the coordinator's conversation log containing all task delegations and responses, providing this to agents when resuming.
B) Index all agent outputs in a shared vector store. When resuming, each agent queries the store using semantic search to retrieve relevant prior findings.
C) Have each agent persist a structured export to a known location. On resume, the coordinator loads the manifest and injects relevant state into agent prompts.
D) Have each agent maintain its own persistent state file and reload it independently at the start of each session.

3. An architect needs Claude to produce structured JSON that downstream software can parse automatically. Which prompting strategy is BEST?

A) Use multiple unrelated examples.
B) Increase maximum output tokens only.
C) Explicitly specify the required JSON schema and formatting rules.
D) Ask Claude to "respond normally."

4. During a billing dispute resolution, your agent successfully retrieves customer info via get_customer and order details via lookup_order, but when attempting to call process_refund, the tool returns a timeout error. The agent has enough information to explain the charges and verify refund eligibility, but cannot actually process the refund due to the backend failure. What approach best balances first-contact resolution with appropriate error handling?

A) Implement automatic retries with exponential backoff for process_refund, keeping the conversation open until the refund is successfully processed
B) Escalate immediately to a human agent since the refund action cannot be completed
C) Explain the billing confirm refund eligibility, acknowledge the system issue preventing immediate processing, and offer escalation or retry later
D) Confirm the refund will be processed and close the conversation, since the system has all necessary information to complete it automatically

5. A team wants to reduce hallucinations without significantly changing application logic. Which improvement should be implemented FIRST?

A) Shorten all outputs.
B) Add reliable retrieval sources.
C) Remove role instructions.
D) Raise temperature.

Solutions: