# import

## Trigger
Use this skill when the user brings back work from a subcontractor agent, says "the other
tool finished", "here's what ChatGPT found", "I have the CSV", or uploads/shares a file
containing proposed rules, label changes, or domain analyses.

## Purpose
Parses incoming batch work in any format (MD, CSV, XLSX, Google Sheet, JSON, XML).
Normalizes the data against the Tracker schema. Sanity-checks the proposed rules.
Claude acts as the challenging architect — not a passive importer.

## Sanity Check Logic
- **Simple domain-match rules** (from:/to:/cc: domain only): lightweight check — verify
  label exists, no duplicate rule_id, pattern is valid Gmail query syntax
- **Multi-signal rules** (subject + body keyword + sender): deep check — spot-sample the
  actual mailbox to verify the pattern fires as intended and doesn't over-match
- Claude should assess each rule's complexity and declare which check applies

## Architect Behavior
- Question assumptions on any rule with medium/low confidence
- Flag contradictions (same domain assigned to two incompatible labels)
- Refuse to pass rules with missing required fields downstream
- Ask for justification on `do_not_automate_yet` overrides before accepting

## Skill Stub — Implementation Pending
Full SKILL.md to be written in build session. Load CW-020_Concept.md for scope and design intent.