ABOUT
SGI

UX/UI designer, motion designer, AI researcher, and builder. The background, the discipline stack, the case studies, and the through-line connecting 3D motion design to trauma-informed AI.

What this site actually is under the hood. Custom WebGL shaders, GPU-resident image sequences, automated build systems, zero-lag cursor, page transitions. 11 hand-built systems. Not a template. Every line written from scratch.

On building AI from inside the experience it was designed to address. Why every mental health AI was built from the outside. What changed when documentation of abuse became possible in real time. And why this is a new category.

Why every mainstream AI model gaslights abuse victims. The full architecture of Perspective LLaMA 3 8B, QLoRA fine-tuning, DPO alignment, RAG over a clinical research corpus, and the specific failure mode this tool was built to eliminate.

45+ data sources across 8 system prompts trauma analysis, digital abuse defense, legal negotiation, defensive code, safety recognition, UE5 game engine, research planning, forensic analysis. 153k cybersecurity pairs. 416k emotion detection. 1.18M safety examples. Claude Opus 4.6/4.7/4.8, Fable 5, GPT-5.5 traces. Personal 10,792-page corpus weighted 3× over everything.

Full cross-functional execution parameters across enterprise platforms, spatial computing, and ML infrastructure. 7 capability domains AI-native UX, spatial computing, data visualization, growth design, design ops, product craft, and creative production.