Kymera Mean-Reversion Optimizer
Continuously optimizes mean-reversion strategy parameters based on real performance data. Identifies winning patterns and recommends parameter adjustments.
Capabilities
- Performance Analysis: Analyze MR trade results and identify patterns
- Win Rate Optimization: Detect entry quality degradation
- Parameter Tuning: Recommend VWAP thresholds, stop-loss levels, profit targets
- Symbol Selection: Identify best-performing symbols
- Portfolio Alignment: Validate correlation with portfolio system
Use Cases
Analyze MR Performance
/kymera-mr-optimizer analyzeGenerate Optimization Report
/kymera-mr-optimizer reportValidate System Alignment
/kymera-mr-optimizer check-alignment
Key Parameters
- Win rate (target: ≥50%)
- Profit factor (target: ≥1.2)
- VWAP band threshold (1.5σ - 2.5σ)
- Stop-loss level (-2% to -4%)
- Profit targets (0.5% - 2%)
- Position sizing (Kelly-based)
Integration
Works with:
- Strategy-to-portfolio integrator
- Portfolio-to-strategy converter
- Unified dashboard
- Risk adjuster
Author
Aaron Storey | Kymera Strategy (Nov 2025)