During a multi-agent synthesis phase, the coordinator receives conflicting financial statistics from a web search subagent and a document analysis subagent. What is the required architectural pattern for handling this conflict?

• A.Arbitrarily select the value from the document subagent, as internal documents are generally more reliable.
• B.Average the two conflicting values together to provide a balanced estimate.
• C.Maintain structured claim-source mappings to preserve information provenance (source, confidence, timestamp) allowing for an informed resolution.
• D.Discard both values and prompt the user to manually input the correct statistic.

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When designing escalation patterns for an autonomous customer support agent, which of the following represent architectural anti- patterns that should be avoided? Choose 2 correct answers.

• A.Relying on the model's self-reported confidence score to determine if human review is needed.
• B.Escalating cases immediately when a customer explicitly requests to speak to a human.
• C.Escalating cases automatically based on high levels of negative customer sentiment.
• D.Escalating cases when the agent detects a policy gap not covered by its instructions.

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An application frequently repeats the same background instructions in every API request. What is a potential downside?

• A.Lower reliability.
• B.Higher token usage and cost.
• C.Reduced model capability.
• D.Increased hallucinations only.

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You are building a multi-agent research system using the Claude Agent SDK. A coordinator agent delegates to specialized subagents: one searches the web, one analyzes documents, one synthesizes findings, and one generates reports. The system researches topics and produces comprehensive, cited reports.
When researching "renewable energy adoption," the web search agent returns recent statistics (2024: 35% adoption) while the document analysis agent extracts data from internal reports (2021: 18% adoption). The synthesis agent incorrectly flags these as contradictory sources rather than recognizing the data shows growth over time. What change would best enable the synthesis agent to correctly interpret such temporal differences?

• A.Instruct the synthesis agent to always treat the most recent data as authoritative and place older findings in a separate historical appendix.
• B.Add a conflict resolution agent that automatically discards older data when newer data exists for the same metric.
• C.Require subagents to include publication or data collection dates in their structured outputs.
• D.Configure the web search agent to only return results from the past 6 months.

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When providing Claude with a 50-page document, you notice it accurately recalls details from the first and last pages but misses a critical instruction buried on page 25. What is this phenomenon called?

• A.The "lost in the middle" effect
• B.Context truncation
• C.Progressive summarization
• D.Attention dilution

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