StableArchetypeLibrary is a modular C++ neural visual engine for Zorro. It combines LibTorch archetype initialization, OpenCL per-pixel inference, and OpenGL real-time rendering in a 100-equation pipeline. Includes stable Mendb11 baseline plus visual patch variants for controlled generative experiments.