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Fact-check a multi-claim document with verifier workers

Route individual claims from a draft to independent source-checking workers and require structured verdicts before producing a corrected report.

Goal

Route individual claims from a draft to independent source-checking workers and require structured verdicts before producing a corrected report.

Steps

  1. Prepare a workspace with the draft and source files; allow the Agent SDK Workflow tool and request a workflow for claim-by-claim verification. [source20]
  2. Require each verifier to return a schema-backed verdict with supporting source path and quoted evidence; route contradictions for a second check. [source20]
  3. Compare verdicts with a known answer fixture and inspect the persisted workflow script; do not accept unverified claims into the final report. [source20]

How to verify

Run the workflow against a fixture with one supported, one contradicted, and one unsupported claim; confirm each has a schema-valid verdict, source path, and evidence, and unsupported claims stay out of the final report.

Troubleshooting

If a verdict lacks a source path or quoted evidence, reject that worker result and route the claim for a second check instead of treating it as verified.

Permissions

Prerequisites

Permissions

Limitations

Model output may be incomplete or wrong; API and beta behavior can change, so verify against the pinned source and current service behavior.

Pinned upstream source

https://github.com/anthropics/anthropic-cookbook/blob/9c1e493ddd2b82df399d2a61b9c806c539e18be6/claude_agent_sdk/08_Dynamic_workflows.ipynb

Repository
anthropics/anthropic-cookbook
File path
claude_agent_sdk/08_Dynamic_workflows.ipynb
Pinned commit
9c1e493ddd2b82df399d2a61b9c806c539e18be6
Source checked
2026-10-14 · Reviewed against the pinned upstream source

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License: MIT

Main topic

Turn ecommerce campaign materials into a reviewable weekly brief

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