Technology

Built for transparency and speed

A pragmatic stack chosen for reliability, observability, and clean separation between signal, risk, and execution.

Backend
Python · FastAPI

Async API serving portfolios, engines, and trade history with low-latency endpoints.

Exchange connectivity
CCXT

Unified interface to Binance, Bybit and other major venues for market data and execution.

AI / ML
Signal models

Feature pipelines + classifiers ranking candidate setups by expected edge and confidence.

Schedulers
APScheduler / Celery

Independent jobs run each engine on its own cycle (2H / 6H / 12H) with isolated risk budgets.

Database
Trades · equity · balances

Append-only ledger of every trade, equity snapshot, and investor balance for full transparency.

Frontend
React · Tailwind

Modern dark UI with live updating numbers, mobile-first responsive layout.