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TURRRBO

stylegan instrument

A desktop application for generating images from latent space using pretrained StyleGAN2 models. It is free. It runs entirely on your machine. No internet connection, no API key, no subscription.

Get it free on Gumroad →!! macOS · pay what you want · no account required ✎ Read the docs
✦ what this is

Not a prompt box. A place to dig.

This is not a text-to-image tool. You are not typing prompts and getting illustrations. You are navigating a mathematical space that a neural network learned by looking at thousands of real images — and pulling out what lives there.

The results are weirder. More specific. More yours.

✦ what's inside

5 pretrained models, each a different visual territory

01

Synthetic Portraits

70,000 human faces collapsed and remixed into synthetic identities. Coherent at mid settings. Dissolves into anatomy-horror at the extremes.

02

Museum Wreckage

Trained on portrait paintings from the Metropolitan Museum of Art. Painterly surfaces, visible brushwork, art-historical drift.

03

Haunted Schematics

LSUN Churches dataset. Architecture with recombinant structural logic — arches and spires merged in ways that feel almost recognizable.

04

Animal Forms

AFHQ cats. Feline anatomy that abstracts into fur-texture fields under pressure.

05

Automotive Drift

LSUN Cars. Chrome logic, strange reflections, body lines that almost make sense.

✦ controls that actually mean something

Every parameter maps to a real place in the model

Seed
Each integer is a different identity, a different location in the model's learned world.
Truncation ψ
How far from the average to go. Low = safe. High = strange.
Split truncation
Push pose and texture in different directions simultaneously.
Noise strength
Flood the surface with stochastic detail.
Style mixing
Let two seeds share one image — coarse structure from one, fine texture from another.
✦ 9 style routes

Named artistic modes, not sliders you have to guess at

Ghost Contour
Thermal Hallucination
Overexposed Memory
Broken Chroma
TV Wreckage
Cartoon Corrosion
Structure Transplant
Fine Transplant
✎ CLIP text guidance (optional)

Type a description and the latent vector optimizes toward it. Not a prompt engine — a steering mechanism. Effective prompts describe visual qualities, not subjects.

✦ 8 built-in templates

Starting points that demonstrate what the models can do

Raw Output
Average Collapse
Full Chaos
Structure Swap
Split Truncation
Noise Flood
Ghost
✦ fit check

Who this is for — and who it very much isn't

this is for you if —

  • You're an artist bored of the same AI aesthetic.
  • You're a designer who wants source material that doesn't look like everyone else's source material.
  • You're a photographer or collage artist looking for synthetic textures, faces, and forms to work with.
  • You're an experimenter who wants to understand how these models actually behave — not just what they produce when you ask nicely.
  • You find glitches, artifacts, and model failures more interesting than clean photorealistic output.

this is not for you if —

  • You want photorealistic images from text prompts — use Midjourney or Stable Diffusion instead.
  • You want an image that could have come from anywhere. TURRRBO is for images that feel like they came from somewhere specific — a model with character, trained on a particular dataset, pushed into territory it was never meant to go.
✦ technical requirements

What it needs to run

OS
macOS 12 Monterey or later (Apple Silicon M1/M2/M3 recommended)
Memory
8 GB RAM minimum, 16 GB recommended for the 1024px models
Storage
~4GB base version, unlimited with custom modules
Setup
No Python, no terminal, no setup
Network
No internet connection required after install
✦ the fine print, up front

A note on licensing

⚠ non-commercial, on purpose

TURRRBO uses pretrained model weights from NVIDIA Research. These weights are licensed for non-commercial use only. That means TURRRBO is free — and must stay free.

This is not a limitation. It's the whole point.

✦ no funding round required ✦

Go dig around in the latent space.

Free. Offline. Yours to keep, for as long as your machine will run it — which, unlike most AI companies, is not a trick question.

Get it free on Gumroad →!!