Phase 2 · empirical accountability
Calibration
PIIE keeps its original probabilities and measures what actually happened after the forecast horizon instead of rewriting history.
No 52-week forecasts have matured yet.Once predictions reach their resolution horizon, PIIE will record actual return, SPY return, excess return, hit/miss outcome and Brier score automatically.