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You are building a multi-agent research system using the Claude Agent SDK.

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 the research phase takes longer than expected. Analysis reveals that the coordinator invokes the web-search subagent, waits for its response, and then invokes the document-analysis subagent. These tasks are independent; neither requires the other’s output.

How should you modify the system to run these subagents concurrently?

A.

Switch both subagents to a Haiku-tier model instead of Sonnet to reduce their individual execution times.

B.

Structure the coordinator to emit both Agent tool calls—formerly Task tool calls—in a single response rather than across separate conversation turns.

C.

Add instructions explaining the performance benefits of parallel execution and requesting that the coordinator invoke both subagents simultaneously.

D.

Create an asynchronous orchestration layer that starts separate coordinator-subagent pairs in parallel and aggregates their results.

Anthropic CCAR-F Summary

  • Vendor: Anthropic
  • Product: CCAR-F
  • Update on: Aug 26, 2026
  • Questions: 152
Price: $52.5  $149.99
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