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| Section | Weight | Objectives |
|---|---|---|
| Context Management & Reliability | 15% | - Long-context optimization
|
| Tool Design & MCP Integration | 18% | - Model Context Protocol (MCP)
|
| Agentic Architecture & Orchestration | 27% | - System orchestration patterns
|
| Prompt Engineering & Structured Output | 20% | - Reliable structured generation
|
| Claude Code Workflows & Configuration | 20% | - Claude Code operational patterns
|
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NEW QUESTION # 65
A customer writes: "I've been going back and forth on this return for days. I just want to speak to someone who can actually help me." The agent has confirmed via lookup_order that the return is straightforward - within policy and eligible for immediate processing. What should the agent do?
Answer: D
Explanation:
The agent should address the customer's frustration while making clear that the issue can be resolved immediately. Offering to complete the refund or escalate respects the user's preference and maintains control over resolution without unnecessary delays or forced escalation.
NEW QUESTION # 66
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.
An engineer submits two requests:
- Request A: "Rename the getUserData function to fetchUserProfile
everywhere it's used."
- Request B: "Improve error handling throughout the data processing
module - add try/catch blocks, meaningful error messages, and ensure
failures don't silently corrupt data."
For which request does specifying an explicit multi-phase workflow (such as analyze -> propose
-> implement with review) most improve outcome quality?
Answer: D
Explanation:
Improving error handling is broad and ambiguous, requiring analysis of failure paths, design decisions, and review before implementation. A simple function rename is deterministic and can usually be executed directly.
NEW QUESTION # 67
When implementing a structured error response for an MCP tool, which property explicitly indicates to the agent whether it should attempt the exact same tool call again?
Answer: B
Explanation:
The isRetryable boolean explicitly tells the agent whether retrying the same call might succeed (e.g., true for a transient timeout, false for a strict authorization failure or missing API key).
NEW QUESTION # 68
To reduce false positives and improve developer trust in automated CI/CD code reviews, which prompt engineering techniques should be applied? Choose 2 correct answers.
Answer: A,C
Explanation:
Vague instructions like 'be thorough' lead to over-flagging and alert fatigue. Explicit, measurable criteria and concrete code examples for severity levels establish strict bounds that reduce false positives and build developer trust. Self-reported confidence scores are poorly calibrated and unreliable.
NEW QUESTION # 69
During a data extraction task, a validation check fails because the extracted line items do not sum to the total. How should the follow-up retry request be structured for the best results?
Answer: C
Explanation:
A successful validation-retry loop requires appending specific error details (e.g., 'Line items sum doesn't match subtotal') to the prompt and supplying both the source document and the failed extraction. Generic retry messages provide no correction signal.
NEW QUESTION # 70
......
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