cyberneticlibrary
← library

Train skills with validation gates

skill-optimizerskillsetup L3★2,280
rohitg00/pro-workflow ↗
What it does

Generate optimized extraction specs from raw data samples

Best for

Building reliable extraction pipelines from unstructured data.

Inputs
  • · PDF/HTML/JSON sample
  • · extraction goal (entity type, field set)
Outputs
  • · LLM-friendly extraction spec with examples, edge cases, validation rules
Preconditions

Data sample available

Failure modes

Spec overfits to one example; edge cases omitted; output format ambiguous

Trust signals
  • · Iterative refinement
  • · Example coverage per type
  • · Validation rules explicit