90%
Data Reduction
From 75,000 raw data points to 7,600 unified daily records
180x
Speedup
Evolution from V1 → V2 → V3 architecture
70%+
Accuracy
Rigorous statistical testing for model validation
93%
Compute Savings
"Fit many, publish few" deployment strategy
🔬 Research Agent
Data collection and ETL pipeline with 6 AWS Lambda functions. Bronze → Silver → Gold medallion architecture on Databricks.
- 90% data reduction achievement
- Continuous daily coverage
- Zero null values
📈 Forecast Agent
Machine learning forecasting engine with 15+ models. Parallel Spark backfills and train-once architecture.
- 180x speedup evolution
- Probabilistic predictions
- Statistical validation
💰 Trading Agent
Strategy optimization and execution with 9 trading strategies. Rolling Horizon MPC for dynamic decision-making.
- 70%+ accuracy threshold
- Statistical validation
- Risk-adjusted returns