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Plan research, then parallelize fact verification

Have a coordinator decompose a question, bounded workers verify authoritative sources, and synthesize one report.

Goal

Goal: Have a coordinator decompose a question, bounded workers verify authoritative sources, and synthesize one report.

Steps

  1. Give the coordinator a research question, output schema, and acceptance checklist; expose only web_search and web_fetch to workers. [plan]
  2. Split the question into non-overlapping fact checks; require each worker to return structured findings with URLs and evidence. [plan]
  3. Have the coordinator deduplicate, resolve conflicts, and synthesize; compare worker token/tool usage and cost with a single-agent baseline. [plan]

How to verify

Confirm each claim is traceable, subtopics cover the scope without duplication, and quality/cost is compared with the single-agent baseline.

Troubleshooting

If workers duplicate searches or conflict, narrow tasks and have the coordinator recheck primary sources; cap parallelism by budget.

Permissions

Prerequisites

Permissions

Limitations

More workers are not always cheaper; model choice, task budgets, and current prices affect the tradeoff.

Pinned upstream source

https://github.com/anthropics/anthropic-cookbook/blob/9c1e493ddd2b82df399d2a61b9c806c539e18be6/managed_agents/CMA_plan_big_execute_small.ipynb

Repository
anthropics/anthropic-cookbook
File path
managed_agents/CMA_plan_big_execute_small.ipynb
Pinned commit
9c1e493ddd2b82df399d2a61b9c806c539e18be6
Source checked
2026-10-14 · Reviewed against the pinned upstream source

Repository metrics

These values describe the upstream repository, not popularity or likes for an individual skill or playbook.

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License: MIT

Main topic

Turn ecommerce campaign materials into a reviewable weekly brief

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