---
title: "Quantized Export - Air Market"
description: "You have fine-tuned a model, it passed the bar to move forward, and now it has to leave in a form something else can load. This helps you choose the export shape for where it is going, and dig in whe…"
canonical: "https://airmarket.ai/app/quantized-export"
---

[Air Market](/) / [Data & Analytics](/category/data) / Quantized Export

Skill by [Seth Hobson](/@wshobson)

# Quantized Export

Get your tuned model out in the shape its target needs

## What this does

You have fine-tuned a model, it passed the bar to move forward, and now it has to leave in a form something else can load. This helps you choose the export shape for where it is going, and dig in when the exported copy fails its check. Reach for it at the hand-off from training to deployment.

### Top 3 things it does for you

- Pick an export format for the device you are shipping to
- Export a checkpoint that passed promotion
- Work out why an exported model failed its smoke test

## Information

**Quantized Export at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Seth Hobson](/@wshobson) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 20 KB |
| Licence | MIT |
| Repository | [wshobson/agents](https://github.com/wshobson/agents/tree/b6af3711058190e4b5c5274b9758498fe626ec5a/plugins/llm-finetuning/skills/quantized-export) |
| GitHub stars | 39,077 (as of Nov 2026) |
| Installs | 2,961, counted by skills.sh (Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Quantized Export and flagged nothing. AIR's verdict: **safe**.

**What Quantized Export's check was run against**

|  |  |
| --- | --- |
| Commit | b6af3711058190e4b5c5274b9758498fe626ec5a |
| Content hash | 29810fa3632f0045e8d74687930f25cafddc9b3246ac3beb35f12eeb73db6c32 |
| Files read | [Browse the files at this exact commit](https://github.com/wshobson/agents/blob/b6af3711058190e4b5c5274b9758498fe626ec5a/plugins/llm-finetuning/skills/quantized-export/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Quantized Export](/security/quantized-export)

## About Quantized Export

Training a model and shipping one are different jobs, and the seam between them is the export. This skill exports a promoted fine-tuned model in the deployment format that fits: merged safetensors, LoRA-only, GGUF with imatrix, or FP8.

Use it once a checkpoint has passed promotion, when you are choosing a quantization format for a particular target device, or when an exported model does not pass its smoke test and you need to find out why.

## What's inside

- SKILL.md - instructions
- references/export-commands.md - reference

## Questions

### Is Quantized Export safe to install?

AIR scanned this exact version of Quantized Export and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit b6af37110581, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/quantized-export.

### How do I install Quantized Export?

Open https://airmarket.ai/app/quantized-export on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/wshobson/agents/tree/b6af3711058190e4b5c5274b9758498fe626ec5a/plugins/llm-finetuning/skills/quantized-export. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by Seth Hobson](/@wshobson)

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Canonical URL: <https://airmarket.ai/app/quantized-export>