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| Section | Weight | Objectives |
|---|---|---|
| Claude Code Configuration & Workflows | 20% | - CI/CD and development integration
|
| Tool Design & MCP Integration | 18% | - Tool definition and best practices
|
| Context Management & Responsible AI | 15% | - Context window optimization
|
| Prompt Engineering & Structured Output | 20% | - Structured data generation
|
| Agentic Architecture & Orchestration | 27% | - Agent design patterns
|
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NEW QUESTION # 34
Production logs indicate that Claude is frequently misrouting requests to an analyze_content tool when the analyze_document tool should have been selected. Both tools currently have simple, one-sentence descriptions. What is the most effective architectural fix?
Answer: A
Explanation:
Tool descriptions are the primary mechanism models use for selection. Ambiguous or overlapping descriptions (like analyze_content vs analyze_document) cause misrouting. The architectural solution is to rename tools clearly and expand descriptions to define explicit boundaries and edge cases explaining when to use one versus the other.
NEW QUESTION # 35
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?
Answer: B
Explanation:
The agent should use the information it already has to resolve as much of the customer's issue as possible, while being transparent that the refund could not be processed because of a backend timeout. Offering escalation or a later retry preserves trust and supports first-contact resolution without falsely claiming the action was completed.
NEW QUESTION # 36
Your agent uses three tools: get_property_details(property_id) returns data including street address, get_price_history(property_id) returns historical pricing, and get_neighborhood_info(address) returns area statistics. You observe that get_neighborhood_info always requires get_property_details first just to extract the address, even when users specify the property by ID. This creates unnecessary latency and failure coupling - if the first call fails, the neighborhood request also fails. What tool design change best addresses this?
Answer: B
Explanation:
Allowing the neighborhood tool to accept the same identifier the user provides removes the need for the agent to chain through another tool just to extract an intermediate value. Resolving the address internally reduces latency, avoids unnecessary dependency on a prior tool call, and makes the workflow more reliable.
NEW QUESTION # 37
During an extended codebase exploration session in Claude Code, context degradation begins to occur. What is the most effective strategy to persist key findings across context boundaries?
Answer: D
Explanation:
Context degradation in extended sessions causes models to lose track of earlier details. Using scratchpad files to persist critical intermediate state externally ensures that key findings survive context compression and session boundaries.
NEW QUESTION # 38
When re-running an automated PR review after new commits, what is the best practice to avoid posting duplicate comments on existing issues?
Answer: B
Explanation:
To avoid duplicate comments, best practice dictates including prior review findings in the context when re-running reviews after new commits, explicitly instructing Claude to report only new or unaddressed issues.
NEW QUESTION # 39
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