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NUILab Agentic AI
Start Here Setup Models Workflows Reference
nuilab.org ↗
Start Here What this isQuickstart
Setup Toolchain: Python and PyTorchInstalling ComfyUISharing the GPU
Models What's installedChoosing a model
Workflows Generating spritesCharacter consistencyPixel-perfect outputTilesets and animation
Reference CommandsThe VRAM budgetTroubleshootingDecision log

NUILab AI Game Art

Reference

Commands, the VRAM budget, troubleshooting, and the decision log.

The lookup material: what to type, what fits in memory, what goes wrong, and why things were decided the way they were.

Reference

Commands

Every command you need for a generation session, in one place.

Reference

The VRAM budget

What fits in 16 GB, why resident memory is far larger than file size, and how to buy headroom.

Reference

Troubleshooting

Failures seen on this stack, each with the symptom that misleads and the actual cause.

Reference

Decision log

Every non-obvious choice made while building this stack, with the reason and the measurement behind it.

NUILab AI Game Art An open handbook for generating 2D game art with local models · maintained in a Git repository Back to top ↑
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