Updated: Jun 19, 2026
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1. In a coordinator-subagent research system, a web search subagent times out while attempting to retrieve information on a complex topic. How should this failure be propagated back to the coordinator agent?
A) Implement automatic retry logic indefinitely within the subagent, returning a generic search unavailable status if it ultimately fails.
B) The subagent should catch the timeout and return an empty JSON array L] marked as successful so the workflow continues smoothly.
C) Return structured error context to the coordinator, including the failure type, the attempted query, any partial results, and potential alternative approaches.
D) Propagate the timeout exception directly to a top-level handler to immediately terminate the entire research workflow.
2. When orchestrating complex workflows, you must decide between prompt chaining (fixed sequential pipelines) and dynamic adaptive decomposition. In which scenario is dynamic adaptive decomposition the preferred architectural choice?
A) When executing an open-ended investigation task where intermediate discoveries dictate the next required steps.
B) When extracting structured JSON data from standardized invoice templates.
C) When conducting predictable, multi-aspect code reviews where the sequence of analysis is static.
D) When applying deterministic compliance policies to financial transaction requests.
3. Which of the following is an explicit limitation of using the Message Batches API?
A) It requires a dedicated local MCP server to execute.
B) It does not support multi-turn tool calling within a single request.
C) It severely restricts the maximum context window capacity.
D) It cannot process explicit JSON schemas for structured output.
4. During the final synthesis phase, the system receives conflicting statistical data from two different subagents: one derived from a verified financial database, and another extracted from an outdated PDF. How should the synthesis agent handle this conflict?
A) Arbitrarily select the value from the financial database since structured databases are inherently more accurate.
B) Halt the synthesis process and prompt the user to manually select the correct statistical value.
C) Track information provenance by preserving both values, their sources, confidence levels, and timestamps, allowing informed resolution.
D) Average the two conflicting values together to provide a balanced estimate in the final report.
5. Which of the following statements correctly describe best practices for few-shot prompting? Choose 2 correct answers.
A) Few-shot examples are highly effective for demonstrating ambiguous-case handling.
B) Few-shot examples should be avoided when extracting data from documents with highly varied structures.
C) The examples provided should maintain identical formatting to establish a clear pattern for the model to follow.
D) Every few-shot example provided should use a completely different output format to show flexibility.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: A,C |
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