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Anthropic Claude Certified Architect – Foundations CCAR-F Question # 34 Topic 4 Discussion

Anthropic Claude Certified Architect – Foundations CCAR-F Question # 34 Topic 4 Discussion

CCAR-F Exam Topic 4 Question 34 Discussion:
Question #: 34
Topic #: 4

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.

Production monitoring shows that follow-up queries such as “summarize what we learned about market trends” consistently take more than 40 seconds. Investigation reveals that the coordinator spawns the synthesis subagent for each summarization request, passing more than 80,000 tokens of accumulated findings. The coordinator already has these findings in its context from orchestrating the research.

What is the most effective way to improve response time for these follow-up summaries?


A.

Spawn the synthesis subagent with reduced context and have it request specific findings from the coordinator on demand.


B.

Have the coordinator handle straightforward summarization requests directly using its existing context, reserving subagent spawning for complex analysis.


C.

Pre-generate and cache summaries at multiple granularities whenever new findings accumulate.


D.

Enable prompt caching on the synthesis subagent to reduce the overhead of repeatedly transferring the same research findings.


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