MagicNodes - pipeline that squeezes the SDXL model to the last pixel.

Hi everyone!
All images (3000 x 5000 px) here were generated on a local SDXL (illustrous, Pony, e.t.c.) using my ComfyUI node system: MagicNodes.
I’ve been building this pipeline for almost a year: tons of prototypes, rejected branches, and small wins. Inside is my take on how generation should be structured so the result stays clean, alive, and stable instead of just “noisy.”

Under the hood (short version):

1. careful frequency separation, gentle noise handling, smart masking, new scheduler, e.t.c.;

2. recent techniques like FDG, NAG, SAGE attention;

3. logic focused on preserving model/LoRA style rather than overwriting it with upscale.

Right now MagicNodes is an honest layer-cake of hand-tuned params. I don’t want to just dump a complex contraption, the goal is different:
let anyone get the same quality in a couple of clicks.

What I’m doing now:

1. Cleaning up the code for release on HuggingFace and GitHub;

2. Building lightweight, user-friendly nodes (as “one-button” as ComfyUI allows 😄).

If this resonates, stay tuned, the release is close.

Follow updates. Thanks for the support ❤️