cyberneticlibrary

Forge and validate ideas across lenses

idea-forgeworkflowsetup L31
chenwu0926/idea-forge
What it does

Research topic, forge ideas, run venue-tied adversarial tournament

Best for

When forging novel research ideas for a specific venue and you want adversarial judges to rank by feasibility and contribution.

Inputs
  • · topic: string
  • · venue: AAAI|ACL|BIBM|MICCAI
  • · dataPath: optional
Outputs
  • · ranked research ideas with tournament scores and optimized winner
Requires
  • · WebSearch
  • · WebFetch
Preconditions

Venue bar and evaluation norms known; data optional

Failure modes
  • · Research agents return unverified works
  • · Idea drafts too broad (fails anti-假大空)
  • · Tournament judges deadlock on scoring
Trust signals
  • · Parallel research scouts per facet
  • · Multi-lens idea generation (5+ lenses)
  • · Venue-specific bar and acceptance criteria
  • · Adversarial optimization with rebuttal phase