# AI Transfer Refinement

> Router for refinement AI-transfer techniques: three-axis grading, debate voting, model blending, faceting passes, localization QA. Use for final polish and multi-model fusion. Scope boundary: full catalog → `ai-transfer-ecosystem-primer`.

- Skill: `catcorner22/ai-transfer-refinement` (Agent Skill)
- Install (CLI): `npx skillmds@latest add catcorner22/ai-transfer-refinement`
- Raw SKILL.md: https://api.skillmd.com/api/skills/catcorner22/ai-transfer-refinement/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: CatCorner22 (https://skillmd.com/u/catcorner22)
- Updated: 2026-09-21
- Page: https://skillmd.com/skills/catcorner22/ai-transfer-refinement

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# AI transfer — refinement and polish

Router for category: **refinement**.

## Skills in this category

- **`color-grading-output`**
- **`debate-adjudication-voting`**
- **`wine-blending-fusion`**
- **`gemstone-faceting-refinement`**
- **`localization-qa-filter`**

## When to use this category

Load when the failure mode matches **refinement** — see individual skills for implementation specs.

## Up

→ **`ai-transfer-ecosystem-primer`**