Four independent AI architectures. One consensus-driven decision. Live on Kraken and OKX.
Every trade passes through a multi-stage pipeline. Raw market data is transformed into high-confidence signals, validated by an independent LLM, before capital is deployed.
Four fundamentally different model architectures. Each sees the market from a different angle. When they agree, the signal carries conviction no single model can achieve.
72 LSTM models trained on 6 months of historical data. Specializes in sequential price patterns and short-term momentum detection.
SEQUENTIALAttention-based models that evaluate all data points simultaneously. Captures long-range dependencies and complex cross-feature relationships that sequential models miss.
ATTENTIONGradient boosted decision trees. Excels at structured tabular data and engineered features. Often outperforms deep learning on financial data.
GRADIENT BOOSTHigh-performance gradient boosting optimized for speed and large feature sets. Provides a complementary perspective to XGBoost with different splitting strategies.
FAST BOOSTWhen four fundamentally different architectures independently reach the same conclusion, that signal carries conviction no single model can achieve.
Highest conviction trade. All four architectures independently reached the same conclusion.
HIGHEST CONVICTIONHigh conviction trade. Strong majority consensus across fundamentally different model types.
HIGH CONVICTIONNo trade. Insufficient consensus. Capital protected. The system only acts when the evidence is overwhelming.
NO TRADEHard-coded risk limits at every level. No override. No exceptions. The system protects capital before it seeks returns.
Production-grade infrastructure with automated monitoring, self-healing watchdogs, and zero-downtime nightly retraining.