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---
license: other
license_name: license
license_link: LICENSE
tags:
- local
- offline
- fine-tuning
- llm
- training
- lora
- qlora
- adapters
- GAIOS
language:
- en
library_name: adapter-transformers
---
# Adapter Factory - Community Edition

**A complete local AI training pipeline. No cloud. No API keys. No telemetry. Your hardware. Your data. Your model.**

Adapter Factory is part of [GAIOS](https://melanovproducts.com) (General AI Operating System), a full suite of offline AI tools built from the ground up by Melanov Products LLC.

---

## What It Does

Adapter Factory takes you from a base model to a fine-tuned, deployable AI in minutes - entirely on your own machine. No command line. No Python scripts. No debugging tokenizer hashes. Just a GUI that handles the full pipeline:

**Download - Train - Merge - Quantize - Deploy**

- **Download** base models directly within the app
- **Train** using LoRA and QLoRA  parameter-efficient fine-tuning on your own data
- **Merge** trained adapters back into the base model
- **Quantize** to GGUF format for efficient local inference
- **Deploy** your custom model to Diget (GAIOS chat interface) or any GGUF-compatible app

## What Makes This Different

This isn't a wrapper around someone else's API. There is no cloud dependency. Your training data never leaves your machine. Your fine-tuned models belong to you - no license complications, no usage tracking, no corporate oversight.

Adapter Factory was built for people who want to own their AI, not rent it.

## Tested With

- NVIDIA Nemotron-Mini-4B (validated end-to-end pipeline including full tokenizer conversion)
- LoRA and QLoRA training methods
- GGUF quantization (Q4 and above)
- Consumer-grade hardware (tested on Nvidia GTX 1650 budget entry level, 4GB VRAM
- RTX 3060  mid-range, 12GB VRAM
- RTX 5090  top of the line)

## Minimum Requirements

- Windows PC
- NVIDIA GPU with CUDA support (4GB+ VRAM recommended)
- No internet connection required after initial download

## Part of GAIOS

Adapter Factory is one component of a complete AI operating system that includes:

- **Diget**  Local AI chat interface
- **Pandora's Box**  Encryption vaults
- **Pipe**  P2P file transfer
- **Codette IDE**  Development environment
- **Digital Signing Tools**  Cryptographic proof of ownership
- **GAIOS** the portable AIOS

## Premium Version

The Community Edition gets you started. The premium version with full features and will be available on Gumroad.
Please respect the original model licenses and stay out of trouble. 
## About

Built by one person over many months while working full-time. No venture funding. No research team. No corporate backing. Just the work.

Melanov Products LLC  Tools that respect your privacy and your intelligence.