Reward rank normalization now operates on Sharpe contributions (return - mean) / std instead of raw returns. Aligns reward signal with Sharpe ratio goal. High-return trades during volatile periods get lower rank weight than same return during calm periods. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>