M0–M10

Pipeline Modules

Each module owns a precise decision and hands structured output to the next stage.

Routes vacancy surfaces into main pipeline, Discovery Shelf or recoverable set-aside.

Find everything that might be a requirement. Decide nothing.

Rejects headings, boilerplate, fluff, duplicates and hallucinations.

Splits obvious lists and extracts raw linguistic signals once.

Maps capabilities, assigns levels and checks whole-vacancy extraction quality.

Classifies importance, resolves status and computes an explainable score.

Flags overqualification without changing the score.

Asks only score-moving questions. No imputation.

Turns repeated behaviour into reversible, user-confirmed suggestions.