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1. When implementing multi-pass review architectures for automated CI/CD pipelines, why is configuring the exact same Claude SDK session to review its newly generated code considered a major anti-pattern?
A) Tools invoked in the first pass are permanently locked and cannot be reused in the second pass.
B) The Message Batches API does not support synchronous self-review workflows.
C) It causes the token limit of the context window to exceed its maximum capacity.
D) The reviewer retains the reasoning context from the generation phase, creating confirmation bias and reducing the likelihood of catching subtle flaws.
2. When designing the output structure for a synthesis agent that processes diverse data streams (e.g., financial statistics, news prose, and technical specifications), what is the recommended presentation pattern?
A) Convert all extracted data into a uniform, flat JSON array to simplify downstream parsing.
B) Use the Code Execution tool to automatically generate an Excel workbook containing all data types.
C) Restrict the output strictly to natural language paragraphs to maintain conversational fluency.
D) Render different content types appropriately (e.g., financial data as tables, news as prose, technical findings as structured lists) rather than forcing a uniform format.
3. A developer is designing a JSON schema to extract contract details from unstructured documents. Sometimes the 'termination_fee' is not mentioned in the source document. How should the schema be designed to prevent the model from fabricating a value?
A) Set the tool_choice parameter to auto so the model can skip the tool call.
B) Use a PreToolUse hook to verify the field exists in the document before extraction.
C) Set the field type to strictly number and add a system prompt forbidding hallucination.
D) Design the field as optional or nullable, such as ["number , " " null" ].
4. To extract metadata from different types of reports, a system uses an enum field for document _ type. New, unexpected report types are frequently added over time. What is the recommended schema design pattern to handle this ambiguity?
A) Implement a PostToolUse hook to automatically drop unknown document types.
B) Include an other enum value paired with a string field for extensible categorization.
C) Use an open-ended string field instead of an enum to maximize flexibility.
D) Define a rigid enum with only currently known types and rely on the model to find the closest match.
5. Which iterative refinement strategy involves writing a test suite covering expected behavior and edge cases before implementation, then sharing subsequent test failures with Claude to guide progressive code improvements?
A) Test-Driven Iteration
B) Multi-Pass Review
C) The Interview Pattern
D) Prompt Chaining
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: A |
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