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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Prompt Engineering & Structured Output | 20% | - Reliable structured generation
|
| Topic 2: Agentic Architecture & Orchestration | 27% | - Agentic loop design and execution lifecycle
|
| Topic 3: Tool Design & MCP Integration | 18% | - Model Context Protocol (MCP)
|
| Topic 4: Context Management & Reliability | 15% | - Long-context optimization
|
| Topic 5: Claude Code Workflows & Configuration | 20% | - Claude Code operational patterns
|
1. You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.
Your codebase exploration tool stores session IDs to allow engineers to continue investigations across work sessions. An engineer spent an hour yesterday analyzing a legacy authentication module, building context about its architecture and dependencies. They want to continue today.
The session ID is valid, but version control shows 3 of the 12 files the agent previously read were modified overnight by a teammate's merge. What approach best balances efficiency and accuracy?
A) Resume the session and immediately have the agent re-read all 12 previously analyzed files
B) Resume the session and inform the agent which specific files changed for targeted re-analysis
C) Resume the session without informing the agent about the changed files
D) Start fresh session to ensure the agent works with current codebase state without stale assumptions
2. During testing, you find that when a customer says "I need a refund for my recent purchase," the agent calls process _refund immediately - but populates the required order_id parameter with a plausible-looking but fabricated value instead of first calling lookup_order to retrieve the actual order ID. The refund call fails because the fabricated ID doesn't exist. Which change directly addresses the root cause of the agent fabricating the order_id value?
A) Switch tool_choice from "auto" to "any" to force the agent to make a tool call on every turn.
B) Update the process_refund tool description to explicitly state that order_id must be obtained from a prior lookup_order call and must never be assumed or invented.
C) Add server-side validation that checks whether the order_id exists in your database before executing the refund, returning an error to the agent if not found.
D) Pre-parse incoming customer messages to extract any order IDs mentioned, and inject them into the conversation context before passing to Claude.
3. Your MCP server includes archive_file(file_id) and delete_file(file_id) tools. Production logs show the agent calls delete_file when users ask to "remove old backups," but company policy requires archiving backup files. Both tools currently have minimal descriptions: "Archives a file" and
"Deletes a file." Which change most directly improves tool selection for this scenario?
A) Implement server-side validation that rejects delete_file calls for files tagged as backups, returning an error message suggesting archive_file.
B) Expand tool descriptions to clarify use cases, adding guidance like "Do not use for backup files" to delete_file.
C) Add few-shot examples to the system prompt demonstrating that requests involving "backup" or
"old" should use archive_file.
D) Add a confirmation step that requires users to type "CONFIRM DELETE" before delete_file executes.
4. 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 order details are added to the conversation and the model reasons about which action to take.
B) The orchestration layer automatically routes to the next tool based on the order's status field.
C) The agent executes the remaining steps in a tool sequence planned at the start of the request.
D) The agent follows a pre-configured decision tree mapping order attributes to specific tool calls.
5. 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 a success response with a "status" field indicating the error type
C) Throw an exception from the tool handler so the agent framework can catch and log it
D) Return the error message in the tool result content with the isError flag set to true
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: D |
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