2014 · The start
Manual trader, blown account, rebuilt.
Started trading stocks and forex out of curiosity. Got humbled fast. Spent two years studying price action, risk management and the work of people like Van Tharp and Andreas Clenow — convinced the edge had to be systematic, not discretionary.
2017–2020 · First EAs
Solo dev, late nights, MetaTrader 5.
Learned MQL5 the hard way. Shipped a handful of rule-based EAs for friends, then a small client base. Every system traded my own money first. Lesson burned in: backtests lie, slippage is real, and an EA that needs a perfect market dies in a normal week.
2022–2024 · The AI turn
LLMs landed. The whole stack rewrote itself.
When GPT-4 and Claude opened up reasoning at machine speed, I rebuilt the engine from scratch. Started wiring multi-model ensembles into MT5 — real models, real keys, real accounts. Six iterations later, the Quant AI Agents framework was born.
2025–now · Helping the room
A small bench, a global crowd, one mission.
Today I split my week between shipping product and walking traders — in Vietnam, the Philippines, India, the EU and the US — through the messy migration from indicator EAs to AI-native systems. The goal is unchanged: arm the independent trader with the same firepower a hedge-fund desk takes for granted.