cyberneticlibrary

Cross-verify findings with independent skeptics

adversarial_reviewworkflowsetup L310
shekohex/dotai
What it does

Cross-check review findings via independent skeptics

Best for

Quality gates where reducing false positives via skeptic consensus beats upfront filtering.

Inputs
  • · task description
  • · set of reviewers
  • · consensus threshold
Outputs
  • · findings + skeptic refutation verdicts
  • · consensus findings
Requires
  • · agent()
  • · parallel()
  • · schema validation
Preconditions

Workflow runtime; well-defined task; skeptic model access

Failure modes
  • · Skeptics agree too often (groupthink)
  • · Skeptics disagree on threshold (no consensus rule)
  • · Finding too vague for skeptic to refute decisively
Trust signals
  • · Independent skeptics cross-check findings
  • · Consensus gate (not all skeptics agree)
  • · Refutation verdicts tracked per finding