Validation diagnostics

See where live trading diverges from the backtest.

Validation now separates live and projection zones, compares distribution distance across three diagnostics, and summarizes trade-frequency similarity. The redesigned confidence cone keeps the median path and outer percentiles visible without treating every simulated path equally.

Distribution Drift names statistically meaningful movement in the live sample.