quineFXChristopher Quine
07 / 07
Creative Technologist

AI Crucible

The failures it took to get the handful that worked

Role
Creative Technologist
Year
—
Media
3 pieces
Stack
  • CUDA
  • PyTorch
  • LoRAs
  • ComfyUI
  • LTX video models

Context

This one comes out of my own curiosity: how far can open, local AI models for video and sound be pushed on hardware you actually own?

The challenge

Local model formats change constantly and are barely documented. Keeping a pipeline stable across different hardware is a dark art.

How it was built

CUDA, PyTorch, LoRAs and ComfyUI. A lot of rebuilding. Blood, sweat and tears.

What surprised me

Nothing surprises me anymore.

Outcome

Short generated clips, some with sound, and a much bigger pile that didn't make it.

Why it belongs here

Every tool that works in production started as something like this. Knowing where it breaks is how I know what's ready to use on client work.

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