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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.

The coordinator provides detailed step-by-step instructions to the web-search subagent, specifying exact search queries, source priorities, and date filters. Production monitoring reveals three issues: (1) the subagent reports “insufficient results” rather than trying alternative approaches when the pre-specified searches fail, (2) research quality drops for emerging topics that do not match expected patterns, and (3) the subagent rarely surfaces valuable tangential sources.

What is the most effective way to improve subagent adaptability?

A.

Specify research goals and quality criteria—coverage breadth, source diversity, and recency—rather than procedural steps, allowing the subagent to determine its search strategy.

B.

Remove procedural details entirely, delegating with simple goals such as “research X thoroughly” and relying on the subagent’s general capabilities.

C.

Add explicit fallback directives to the detailed instructions: “If specified searches yield fewer than N results, attempt alternative query formulations before reporting failure.”

D.

Implement a topic-classification step where the coordinator categorizes requests as “well-defined” or “exploratory” and uses different instruction styles for each category.

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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