Flux.2 Klein architectural prompting

A structured JSON prompt template plus prose companion for turning a massing model into a photoreal render, with denoising bands that preserve geometry.

Massing and hierarchy strategy framework

How to decide which block leads, how to apply articulation moves, and how to keep a palette disciplined — before you write a single prompt.

Training a house-style LoRA on Flux.2 Klein

Dataset captioning, rank and step settings, and how to pick the winning checkpoint when training on your own render archive.

AI imagery disclosure checklist for competitions

What to record and declare when AI-generated imagery goes into a competition entry or client submission.