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Feb
17
Oxen's Model Report

Oxen's Model Report

Welcome to this week's Oxen moooodel report. We know the AI space moves like crazy. There's
8 min read
Feb
11
How a $1 Qwen3-VL Fine-Tune Beat Gemini 3

How a $1 Qwen3-VL Fine-Tune Beat Gemini 3

Can a $1 fine-tune beat a state-of-the-art closed-source model? ModelAccuracyTime (98 samples)Cost/RunBase Qwen3-VL-8B54.1%~10 sec$0.003Gemini
15 min read
Jan
28
How to Train a LTX-2 Character LoRA with Oxen.ai

How to Train a LTX-2 Character LoRA with Oxen.ai

LTX-2 is a video generation model, that not only can generation video frames, but audio as well. This model is
11 min read
Nov
05
How to Use WAN 2.1-VACE to Generate Hollywood-Level Video Edits

How to Use WAN 2.1-VACE to Generate Hollywood-Level Video Edits

Imagine you are shooting a film and you realize that you have the actor wearing the wrong jacket in a
9 min read
Oct
26
How We Cut Inference Costs from $46K to $6.5K Fine-Tuning Qwen-Image-Edit

How We Cut Inference Costs from $46K to $6.5K Fine-Tuning Qwen-Image-Edit

At Oxen.ai, we think a lot about what it takes to run high-quality inference at scale. It’s one
13 min read
Oct
09
How to Set Noise Timesteps When Fine-Tuning Diffusion Models for Image Generation

How to Set Noise Timesteps When Fine-Tuning Diffusion Models for Image Generation

Fine-tuning Diffusion Models such as Stable Diffusion, FLUX.1-dev, or Qwen-Image can give you a lot of bang for your
6 min read
Sep
26
Fine-Tuned Qwen-Image-Edit vs Nano-Banana and FLUX Kontext Dev

Fine-Tuned Qwen-Image-Edit vs Nano-Banana and FLUX Kontext Dev

Welcome back to Fine-Tuning Friday, where each week we try to put some models to the test and see if
12 min read
Sep
03
We Fine-Tuned GPT OSS 20B to Rap Like Eminem

We Fine-Tuned GPT OSS 20B to Rap Like Eminem

OpenAI came out with GPT-OSS 120B and 20B in August 2025. The first “Open” LLMs from OpenAI since GPT-2, over
14 min read
Jul
28
How We're Building a “Tab Tab” Code Completion Model

How We're Building a “Tab Tab” Code Completion Model

Welcome to Fine-Tuning Fridays, where we share our learnings from fine-tuning open source models for real world tasks. We’ll
8 min read
Jun
28
How to Fine-Tune a FLUX.1-dev LoRA with Code, Step by Step

How to Fine-Tune a FLUX.1-dev LoRA with Code, Step by Step

FLUX.1-dev is one of the most popular open-weight models available today. Developed by Black Forest Labs, it has 12
20 min read