paqad-ai/runtime/base/skills/module-attribution-extractor/references/pattern-set.md

Spec-driven development framework — AI agents that think before they type

# Extractor Pattern Set

verified: 2026-11-02

The deterministic pattern set lives in `src/module-decisions/extractor.ts`.
Patterns are applied in order; the first hit per slug wins. The set is
intentionally small and framework-owned: extending it is a framework PR.

| Label                     | Pattern shape             | Notes                                        |
| ------------------------- | ------------------------- | -------------------------------------------- |
| `ticket-header-module`    | `Module: <name>`          | Multi-line ticket headers; case-insensitive. |
| `ticket-header-component` | `Component: <name>`       | Same shape as `Module:`.                     |
| `ticket-header-area`      | `Area: <name>`            | Same shape.                                  |
| `ticket-header-subsystem` | `Subsystem: <name>`       | Same shape.                                  |
| `inline-module-slug`      | `module: <slug>`          | Inline slug marker.                          |
| `new-module-name`         | `new module <Title Case>` | Stops at first lowercase word.               |
| `in-the-module`           | `in the <name> module`    | Free-form trailing reference.                |

## Classification

Each emitted candidate is one of:

- `exact-match`: slug already exists in `module-map.yml`. No decision required.
- `near-collision`: Levenshtein distance ≤ 2 from an existing slug. Always
  surfaced for explicit user disambiguation.
- `unknown`: neither match nor near-match. Becomes an `MD-XXXX` draft.

## Why no LLM

The Attribution Gate runs on every feature-development prompt. A finite
pattern set is auditable, deterministic, and free; an LLM call here would be
the opposite on all three counts.