Apex Algorithmic Traders
Building a Custom Trading Platform That Generated $380K in 90 Days

The Challenge
Apex Algorithmic Traders had profitable manual trading strategies for BTC and ETH markets but couldn't scale due to human limitations: missed trades during off-hours, emotional decision-making, and inconsistent execution. They needed to automate their RSI divergence and volume profile strategies while maintaining the same risk management discipline that made them profitable manually.
Our Solution
We built a full-stack trading platform with three core components: (1) A Python-based execution engine connected to Binance via ccxt with sub-200ms order execution, (2) Custom TradingView Pine Script indicators with webhook-based signal delivery, and (3) An LSTM neural network layer that filters signals based on market regime detection. The platform includes a real-time monitoring dashboard with P&L tracking, trade journal, and automated risk management (dynamic position sizing, trailing stops, max drawdown circuit breakers). A 3-week paper trading validation phase confirmed the system performed within expected parameters before going live.
The Results
$382K
Total P&L (90 days)
Net profit after fees
68.4%
Win Rate
+12% vs manual trading
4.2%
Max Drawdown
-58% vs manual (was 10%)
1,847
Trades Executed
24/7 automated
“The bot has been running for 3 months straight without a single issue. The ML signal filter alone improved our win rate by 12 percentage points. Daniel and Omar's team truly understands both trading and technology.”
Carlos Gutierrez
Founder & Head Trader, Apex Algorithmic Traders
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