Systematic Aesthetic
Builder.
I am not just training models; I am building systems.
Finding order in the chaos of Latent Space, encoding aesthetic logic into reusable AI engineering pipelines. As a full-stack AI system architect, my core mission is: To liberate creativity from the threshold of tools.
In this era of Generative AI explosion, I am dedicated to exploring the perfect interface between human intent and machine execution.
Evolution from Spark to System
From seeing the spark of Midjourney in 2022 to establishing controllable editing flows with Kontext in 2025. A journey transforming "3-minute passion" into "long-term systems".
The Spark & The Bystander
Midjourney & ChatGPT explosion. Seeing language turn into imagery, but standing on the shore.
Ecosystem Formation
ControlNet brought control. AI moved from toy to tool. Creation syntax shifted from "drawing" to "constraint".
Diving In
Treating AI as a production system post-graduation. Facing real questions: Stable? Reproducible? Scalable?
All In & Backlash
Going all in on AI. Facing external confusion and family concern. Paying the psychological cost.
Systematic Position
Not chasing heat, but finding a position. Not just using tools, but turning tools into systems.
Weaponry
LoRA Training
Flux/SDXL Precision Training
ComfyUI Workflow
Complex Pipeline Automation
Python / PyTorch
Deep Learning Fine-tuning
Flux Architecture
Schnell/Dev/Kontext
React / Next.js
Frontend Systems Engineering
AI Video
AnimateDiff/Runway/Jimeng
Cloud Infrastructure
RunPod/Modal/Replicate
Prompt Engineering
Structured Prompting
Model Fine-tuning
DreamBooth/Kohya