Diffusion Engineering Guides
In-depth, peer-level research documentation explaining the mathematical, architectural, and latent principles behind text-to-image synthesis.
Conditioning
8 min read
Text-to-Image Prompt Architecture
A systematic breakdown of cross-attention layer mechanics, token ordering hierarchy, semantic bleed prevention, and clause-based syntax.
Geometry
6 min read
Latent Aspect Ratios & Training Buckets
Why arbitrary aspect ratios cause duplicate heads and bodies, how VAE 64-pixel patch alignment works, and optimal bucket resolutions for SDXL and Flux.
Guidance Math
7 min read
CFG Mechanics & Negative Guidance
The linear algebra behind Classifier-Free Guidance, how negative conditioning steers sampling vectors, and why modern models require surgical prompts.