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1. You are analyzing a massive legacy codebase and want to explore an alternative, potentially destructive refactoring approach without polluting your main session's context window. Which session management feature should you use?
A) - resume
B) / compact
C) fork session
D) / clear
2. During a multi-source research workflow, what is the primary risk to information provenance when intermediate findings are compressed using standard summarization?
A) The context window automatically truncates the middle sections of the summary.
B) Source attribution is silently lost unless structured claim-source mappings are explicitly required and preserved.
C) The model's extended thinking budget is exhausted before synthesis can occur.
D) It triggers a PreToolUse hook that blocks the synthesis agent from reading the data.
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) Use a PreToolUse hook to verify the field exists in the document before extraction.
B) Design the field as optional or nullable, such as ["number , " " null" ].
C) Set the field type to strictly number and add a system prompt forbidding hallucination.
D) Set the tool_choice parameter to auto so the model can skip the tool call.
4. When designing a multi-agent research system for a enterprise application, which architectural pattern is recommended to manage parallel research tasks effectively?
A) A sequential pipeline architecture where each agent passes its entire context and output directly to the next agent in the chain.
B) A hub-and-spoke architecture where a central coordinator delegates tasks to specialized subagents with isolated contexts.
C) A monolithic architecture utilizing a single agent loaded with all available research and synthesis tools.
D) A flat architecture where all agents share a global state and full conversation history to maximize context visibility.
5. In a hub-and-spoke multi-agent architecture, what is the best practice for passing context from the coordinator agent down to a specialized subagent?
A) Subagents automatically inherit the coordinator's full context window, so no explicit passing is needed.
B) Pass only the explicit context, findings, and parameters specifically relevant to that subagent's assigned subtask.
C) Share the entire coordinator conversation history to ensure the subagent has maximum context.
D) Grant the subagent access to a shared global state object where the coordinator writes its findings.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: B |
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