cyberneticlibrary

Fan-out research with adversarial fact-check

researchworkflowsetup L30
tobyilee/charlie-harness
What it does

Fan-out research sub-queries, dedup sources, synthesize with citations

Best for

Fan-out web research, dedup sources, synthesize with citations, and fact-check claims.

Inputs
  • · args (JSON configuration)
  • · topic/query string
  • · file paths or repo root
Outputs
  • · structured report with citations
  • · verdict object (refuted/confirmed)
  • · claims array
Requires
  • · agent()
  • · parallel()
  • · pipeline()
Preconditions
  • · Agent runtime available (Claude Code Workflow)
Failure modes
  • · Dedup on malformed URLs or encoding issues
  • · Subagent failures silently dropped, partial results returned
  • · Pipeline barrier may deadlock if upstream returns empty
Trust signals
  • · StructuredOutput schema validation
  • · Verification phase cross-validates results
  • · Majority-vote verdict against single-judge bias