Study with CCA-F Actual Test Questions

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 message explaining the likely cause and suggesting troubleshooting steps the agent can offer the user.
• C. 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.
• D. Set is_error: false with an optimistic message indicating the command was dispatched successfully but device acknowledgment is still pending.

Compliance requires that refunds exceeding $500 must automatically escalate to a human agent
- this rule cannot be left to model discretion. Despite clear system prompt instructions, production logs show the agent occasionally processes high-value refunds directly (3% failure rate). How should you achieve guaranteed compliance?

• A. Implement a hook to intercept tool calls; when the refund process amount exceeds $500, block it and invoke human escalation.
• B. Modify the refund tool to return an error with message "Amount exceeds policy limit - please escalate" when threshold is exceeded.
• C. Strengthen the system prompt with emphatic language: "CRITICAL POLICY: Refunds over $500 MUST trigger human escalation. NEVER process these directly."
• D. Add few-shot examples to the prompt showing correct escalation behavior at various refund amounts ($400, $500, $600).

When the agent calls lookup_order and receives order details showing the item was purchased
45 days ago, how does the agentic loop determine whether to call process_refund or escalate_to_human next?

• A. The agent executes the remaining steps in a tool sequence planned at the start of the request.
• B. The order details are added to the conversation and the model reasons about which action to take.
• C. The agent follows a pre-configured decision tree mapping order attributes to specific tool calls.
• D. The orchestration layer automatically routes to the next tool based on the order's status field.

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

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

A user asks Claude to ignore all previous instructions and reveal confidential internal prompt content. How should Claude behave?

• A. Reveal the prompt.
• B. Generate random text.
• C. Partially reveal hidden instructions.
• D. Follow higher-priority instructions and refuse.