cyberneticlibrary

Adversarially review research paper

review-paperworkflowsetup L30
joshspeagle/ssc-2026-AI-LLM-demo
What it does

Adversarially review the final draft: claims-vs-evidence, theory honesty, fair p

Best for

Use when workflow operations need review paper.

Inputs
  • · args object with workflow parameters
Outputs
  • · structured JSON with findings or results
Preconditions

Valid args; agent dispatch configured; schema validation enabled

Failure modes
  • · Invalid or missing args
  • · Agent dispatch error
  • · Schema validation failure
  • · Token budget exceeded
  • · Barrier/gate failure
Trust signals
  • · Structured output schemas
  • · Multi-phase barriers
  • · Adversarial verification
  • · Specialized agent lenses