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2+ years of experience
Hi, my name is Taeheon Cha, an ambitious aspiring quant fueled by pure obsession and joy. At a young age, I am learning and building institutional-grade quant tools from scratch, documenting the full journey until the day I land on Wall Street.

TA Terminal is a production-deployed, full-stack equity intelligence platform that puts AMD Instinct MI300X compute at the center of every intelligent feature. It was built to demonstrate what retail and professional investors can access when GPU-accelerated AI is integrated end-to-end into a modern financial terminal, not bolted on as an afterthought. WHAT IT DOES The platform spans seven interconnected modules: a live Terminal with charting and AI-generated fundamental summaries (different chart type available); an Options page with 3D implied volatility surfaces, vol smile, and term structure; a Regime detection model, a trained by LSTM + HMM + 20 and more macro features to accurrate predict the current and fututre regimes; a Macro dashboard covering Treasury yields, FX, commodities, and geopolitical risk; a Portfolio builder with efficient frontier optimization and backtest; a Custom drag-and-drop widget dashboard; a dedicated AI Analyst page; and the two crown-jewel AMD compute features. ARCHITECTURE The Next.js 14 App Router frontend is deployed on Vercel. All AMD GPU compute runs on an AMD Instinct MI300X droplet via a FastAPI service (gpu-service/main.py) with PyTorch on ROCm 7.1. The Next.js app proxies to the GPU service via environment variables, keeping the AMD compute layer hot and reusable across all three GPU features simultaneously. The result is a terminal that genuinely competes with Bloomberg and TradingView for analytical depth, accessible to retail investors, open-source, and powered entirely by AMD silicon.
10 May 2026