cyberneticlibrary

Discover targets through iterative deduplication

loop-discoverworkflowsetup L30
Sheldon-92/TAD
What it does

Loop-until-done discovery: finder agents in rounds, dedup,

Best for

When the amount of work is unknown upfront — bugs, proposals, patterns. Spawns finder agents until K consecutive rounds

Inputs
  • · args (workflow parameters)
Outputs
  • · structured JSON result
Requires
  • · agent (Claude)
Failure modes
  • · Agent error suppression / false positives
Trust signals
  • · Structured response schemas
  • · Convergence detection (dry rounds)
  • · Deduplication of rewording
  • · Explicit phase markers
  • · Rich logging