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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:
1. A developer wants Claude to consistently answer as an experienced cybersecurity analyst regardless of the user question. Which prompt component should contain this instruction?
A) User message
B) Assistant response
C) System prompt
D) Retrieved document
2. Your product search tool queries an external catalog API and returns matching items. In production, you observe the agent frequently retries searches immediately after receiving zero results, treating "no matches found" as a failure requiring retry. The external API returns HTTP 200 with an empty results array - a valid response. How should you restructure the tool's result to help the agent correctly interpret empty result sets?
A) Return a natural language string describing the outcome, allowing the agent to interpret the result contextually based on the message content.
B) Return a result object with isError: true and a message explaining no products matched.
C) Add a suggestions field containing alternative search strategies when results are empty, helping guide the agent toward more productive follow-up queries.
D) Return a structured result with a success boolean and results array, reserving isError: true for actual execution failures only.
3. A customer sends: "This is frustrating. I've explained my issue twice and nothing is being resolved. I want to talk to a real person NOW." The agent has not yet called any tools to investigate their account. What should the agent do?
A) Briefly explain what the agent can help with and offer to resolve the issue quickly, escalating only if the customer repeats their request.
B) Immediately call escalate_to_human with the conversation history.
C) First call get_customer and lookup_order to gather account context, then escalate to a human agent.
D) Acknowledge the frustration and ask one targeted question to understand the specific issue before escalating.
4. An architect needs Claude to produce structured JSON that downstream software can parse automatically. Which prompting strategy is BEST?
A) Increase maximum output tokens only.
B) Ask Claude to "respond normally."
C) Use multiple unrelated examples.
D) Explicitly specify the required JSON schema and formatting rules.
5. Your update_user_profile tool accepts a user_id (required) and an optional fields_to_update object. In testing, Claude frequently omits user_id or passes incorrectly structured data. What is most critical for helping Claude understand what parameter values to provide?
A) Clear parameter descriptions explaining expected format, such as "user_id: UUID of the user to update (required)"
B) Verbose parameter names encoding format hints, such as user_id_string_uuid_format
C) Strict JSON Schema type constraints marking user_id as required and defining fields_to_update as an object type
D) Detailed error responses explaining why invalid parameter values were rejected
Solutions:
Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: C |