I've delivered full-stack features at Villion Inc. and improved a Python scraper from 2.5 hours to 31 minutes by moving sequential fetches to gevent concurrent pools. I also fixed a race condition through isolated database session scoping and identified security vulnerabilities across WordPress, Shopify, and Python applications.
At Secondchapter Co., Ltd, I built a FastAPI and Docker ML inference pipeline that processed images and generated PDF reports in three seconds per image. I also developed a Random Forest classification model and integrated Ruff and Pytest into CI/CD pipelines.
I've built EchoSign, a real-time ASL learning platform with 97.0% classification accuracy, and NitroSense-Linux, a Rust and Tauri application for Linux fan, RGB, and telemetry controls.
