---
title: "SFT Training Wizard - Air Market"
description: "You have a dataset and want to fine-tune a model with the ART framework, but you are not sure how the training script should look. This is the reference for writing one. Reach for it when starting a…"
canonical: "https://airmarket.ai/app/train-sft"
---

[Air Market](/) / [Data & Analytics](/category/data) / SFT Training Wizard

Skill by [OpenPipe](/@openpipe)

# SFT Training Wizard

Fine-tune on your own dataset without guessing the setup

## What this does

You have a dataset and want to fine-tune a model with the ART framework, but you are not sure how the training script should look. This is the reference for writing one. Reach for it when starting a supervised fine-tuning or distillation run.

### Top 3 things it does for you

- Write an SFT training script
- Fine-tune a model on my dataset
- Set up a distillation run

## Information

**SFT Training Wizard at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [OpenPipe](/@openpipe) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 11 KB |
| Licence | Apache-2.0 |
| Repository | [OpenPipe/ART](https://github.com/OpenPipe/ART/tree/5b1080917f27637eebf2820fe0187f20f025b7fb/.agents/skills/train-sft) |
| GitHub stars | 10,656 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of SFT Training Wizard and flagged nothing. AIR's verdict: **safe**.

**What SFT Training Wizard's check was run against**

|  |  |
| --- | --- |
| Commit | 5b1080917f27637eebf2820fe0187f20f025b7fb |
| Content hash | a013d9fa558e8c316c180e9fdddcda6620c0c6c0d1d9c8535116d80c8cc65a7c |
| Files read | [Browse the files at this exact commit](https://github.com/OpenPipe/ART/blob/5b1080917f27637eebf2820fe0187f20f025b7fb/.agents/skills/train-sft/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 SFT Training Wizard](/security/train-sft)

## About SFT Training Wizard

This is an SFT training reference for the ART framework, for creating or writing a supervised fine-tuning script.

It covers fine-tuning a model, training from a JSONL dataset, distillation, and supervised fine-tuning work in general.

## What's inside

- SKILL.md - instructions

## Questions

### Is SFT Training Wizard safe to install?

AIR scanned this exact version of SFT Training Wizard and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 5b1080917f27, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/train-sft.

### How do I install SFT Training Wizard?

Open https://airmarket.ai/app/train-sft 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/OpenPipe/ART/tree/5b1080917f27637eebf2820fe0187f20f025b7fb/.agents/skills/train-sft. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by OpenPipe](/@openpipe)

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Canonical URL: <https://airmarket.ai/app/train-sft>