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1. Before automating the extraction of high-confidence fields in a quicktechie.com processing system, what validation step is crucial?
A) Validating accuracy segmented by document type and specific field to verify consistent performance across all segments.
B) Checking that the model's self-reported sentiment analysis is positive.
C) Validating the JSON schema syntax using a PreToolUse hook.
D) Confirming consensus through 3 separate monolithic review passes.
2. In a multi-agent architecture, what is the best practice for handing off context from a coordinator agent to a specialized subagent?
A) The subagent automatically inherits the coordinator's context window.
B) Grant the subagent access to a shared global state database where the coordinator writes its findings.
C) Share the entire coordinator conversation history to guarantee maximum context.
D) Pass only the explicit context, findings, and parameters specifically relevant to the subagent's assigned subtask.
3. A developer grants a single Claude agent access to 18 different tools for a complex refactoring task. Production logs indicate that the agent frequently selects the wrong tool. What is the most effective architectural fix for this issue?
A) Switch to a higher-tier model with a larger context window to better process the 18 tool schemas.
B) Reduce the number of tools per agent to 4-5 by distributing the rest across specialized subagents.
C) Implement a routing layer that pre-selects tools based on keyword matching in the user's prompt.
D) Expand the tool descriptions to include more exhaustive examples and edge cases for all 18 tools.
4. To optimize a CI/CD pipeline, your manager wants to use the Message Batches API to reduce costs by 50%. The pipeline includes a real-time, blocking pre-merge code review, and a separate nightly technical debt audit. How should you apply the Batch API?
A) Use synchronous API calls for both workflows, as the Batch API does not support structured JSON schema outputs.
B) Use the Batch API for both workflows to maximize cost savings, utilizing status polling for the pre-merge check.
C) Use the Batch API strictly for the nightly technical debt audit, and retain synchronous real-time calls for the blocking pre-merge review.
D) Switch both to the Batch API, but implement a timeout fallback that switches to synchronous calls if the batch exceeds 5 minutes.
5. A developer at quicktechie.com is building a highly experimental MCP server testing a new vector database. They want to use it locally in Claude Code without exposing the configuration to the rest of the team. Which configuration file should they use?
A) .mcp.json at the project root
B) ~/.claude.json
C) .claude/rules/mcp.md
D) mcp_local.config
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: B |
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