# Glass Annealing Hardening

> Staged delivery: high temp (everything flexible) → medium (structure locked) → cool (typos only). Use for long documents and multi-pass review. Scope boundary: faceting angles → `gemstone-faceting-refinement`.

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

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# Glass annealing output hardening

**#21** · **Domain:** Glassblowing · **Category:** adaptive · **Difficulty:** 🟡 Medium

## Core principle

Gradual cooling resolves internal stress — fast cool shatters.

## AI problem addressed

Hot delivery commits to flawed structure early.

## Implementation

| Temp | Locked | Flexible |
| High | Nothing | Structure, content |
| Medium | Major structure | Wording, examples |
| Cool | All content | Typos, format only |

## Boundaries

- Prototype as prompt scaffold (🟢) before full pipeline middleware (🟡/🔴)
- Category router: **`ai-transfer-adaptive`**
- Catalog: **`ai-transfer-ecosystem-primer`**
- Runtime plugin id: `glass_anneal`